## Summary

- Degree offered: Doctorate in Philosophy (PhD)
- Registration status option: Full-time
- Language of instruction: English
- Program option (expected duration of the program):
- within four years

- Academic units: Faculty of Engineering, School of Electrical and Computer Science, Ottawa-Carleton Institute for Electrical and Computer Engineering

## Program Description

**Ottawa-Carleton Joint Program**

Established in 1983, the Ottawa-Carleton Institute for Electrical and Computer Engineering (OCIECE) combines the research strengths of the School of Electrical Engineering and Computer Science (EECS) at the University of Ottawa and the departments of Electronics and of Systems and Computer Engineering at Carleton University.

The Institute offers graduate programs leading to the degrees of Master of Applied Science (MASc), Master of Engineering (MEng) and Doctor of Philosophy (PhD) in Electrical and Computer Engineering.

## Main Areas of Research

- Computer communications, multimedia and distributed systems
- Computer-aided design for electronic circuits
- Computer and software engineering
- Digital and wireless communications
- Microwave and electromagnetics
- Signal, speech and image processing
- Integrated circuits and devices
- Systems and machine intelligence
- Photonics systems
- Biomedical engineering

## Other Programs Offered Within the Same Discipline or in a Related Area

- Master of Applied Science Electrical and Computer Engineering (MASc)
- Master of Applied Science Electrical and Computer Engineering Specialization in Science, Society and Policy (MASc)
- Master of Engineering Electrical and Computer Engineering (MEng)

## Fees and Funding

- Program fees

The estimated amount for university fees associated with this program are available under the section Finance your studies.

International students enrolled in a French-language program of study may be eligible for a differential tuition fee exemption.

- To learn about possibilities for financing your graduate studies, consult the Awards and financial support section.

## Notes

- Programs are governed by the general regulations in effect for graduate studies and by the general regulations of the Ottawa-Carleton Institute for Electrical and Computer Engineering (OCIECE).
- In accordance with the University of Ottawa regulation, students have the right to complete their assignments, examinations, research papers, and theses in French or in English.

## Program Contact Information

Graduate Studies Office, Faculty of Engineering

STE 1024

800 King Edward Ave.

Ottawa ON Canada

K1N 6N5

Tel.: 613-562-5347

Fax.: 613-562-5129

Email: engineering.grad@uottawa.ca

Twitter | Faculty of Engineering

Facebook | Faculty of Engineer

For the most accurate and up to date information on application deadlines, language tests and other admission requirements, please visit the specific requirements webpage.

## To be eligible, candidates must:

- Have a master’s degree in electrical and computer engineering or in a related discipline (or equivalent) with a minimum average of A-.

Note: International candidates must check the admission equivalencies for the diploma they received in their country of origin.

- Identify at least one professor who is willing to supervise your research and thesis.
- We recommend that you contact potential thesis supervisors as soon as possible.
- To enroll, you need to have been accepted by a thesis supervisor.
- The supervisor’s name is required at the time of application.

## Language Requirements

Applicants must be able to understand and fluently speak the language of instruction (French or English) in the program to which they are applying. Proof of linguistic proficiency may be required.

Applicants whose first language is neither French nor English must provide proof of proficiency in the language of instruction.

Note: Candidates are responsible for any fees associated with the language tests.

## Notes

- Research facilities are shared between the two campuses. Students have access to the professors, courses and facilities at both universities; however, the choice of research supervisor will determine the primary campus location of the student. It will also determine which university awards the degree
- The admission requirements listed above are minimum requirements and do not guarantee admission to the program.
- Admissions are governed by the general regulations in effect for graduate studies and by the general regulations of the Ottawa-Carleton Institute for Electrical and Computer Engineering (OCIECE).

## Fast-Track from Master’s to PhD

Students enrolled in the master’s program in Electrical and Computer Engineering at the University of Ottawa may be eligible to fast-track directly into the doctoral program without writing a master’s thesis, provided the following conditions are met:

- Completion of all graduate courses with a minimum average of A- (80%);
- Satisfactory progress in the research program;
- Written recommendation by the supervisor and by the graduate studies committee.

Note: The transfer must take place within sixteen months of initial enrollment in the master’s. The minimal admission average requirements for the doctoral program must also be met. Following the transfer, all of the requirements of the doctoral program must be met.

## Doctorate

Students must meet the following requirements:

Code | Title | Units |
---|---|---|

Compulsory Courses: ^{1} | ||

9 optional course units in electrical engineering (ELG) at the graduate level | 9 Units | |

Comprehensive Examination: | ||

ELG 9998 | Ph.D. Comprehensive Examination | |

Thesis Proposal: | ||

ELG 9997 | Ph.D. Thesis Proposal | |

Thesis: | ||

THD 9999 | Doctoral Thesis ^{2} |

Note(s)

^{1} | The Department may require students to take additional courses depending on their backgrounds. |

^{2} | Students are responsible for ensuring they have met all of the thesis requirements. The thesis must be based on original research carried out under the direct supervision of a research faculty member in the Department. |

## Minimum Requirements

The passing grade in all courses is B.

Students who fail 6 units, the thesis proposal, the comprehensive exam, the thesis, or whose progress is deemed unsatisfactory must withdraw from the program.

## Research Fields & Facilities

Located in the heart of Canada’s capital, a few steps away from Parliament Hill, the University of Ottawa is among Canada’s top 10 research universities.

uOttawa focuses research strengths and efforts in four Strategic Areas of Development in Research (SADRs):

- Canada and the World
- Health
- e-Society
- Molecular and Environmental Sciences

With cutting-edge research, our graduate students, researchers and educators strongly influence national and international priorities.

## Research at the Faculty of Engineering

Areas of research:

- Chemical and Biological Engineering
- Civil Engineering
- Electrical Engineering and Computer Science
- Mechanical Engineering

For more information, refer to the list of faculty members and their research fields on **Uniweb**.

**IMPORTANT: Candidates and students looking for professors to supervise their thesis or research project can also consult the website of the faculty or department of their program of choice. Uniweb does not list all professors authorized to supervise research projects at the University of Ottawa.**

In all programs, the student may choose graduate courses from either university with the approval of the adviser/graduate program co-ordinator or Advisory Committee. The graduate courses are listed below, grouped by subject area. Course descriptions are to be found in the departmental section of the calendar concerned. All courses are of one term duration.

The Department offering the course is identified by the prefix of the number assigned to the course as follows:

UNIVERSITÉ D'OTTAWA / UNIVERSITY OF OTTAWA:

ELG / EACJ SIGE (École de science informatique et de génie électrique)

EECS (School of Electrical Engineering and Computer Science)

CARLETON UNIVERSITY:

SYSC Department of Systems and Computer Engineering

ELEC Department of Electronics

Only a selection of courses listed is given in a particular academic year. All courses extend over one term and are worth three units at the University of Ottawa (0.5 unit at Carleton University).

**ELG 5100 Software Engineering Project Management (3 units)**

Software system engineering and organization methods; work breakdown structure and task determination; effort, duration and cost estimation; scheduling and planning. Monitoring and control; analysis of options; management of risks, change, and expectations. Process and product metrics, post-performance analysis, process improvement and maturity. Management of Agile Programming methodologies such as Extreme Programming. Case studies. This course is equivalent to EACJ 5200 at Carleton University.

**Course Component: **Lecture

**ELG 5103 Optical Communications Systems (3 units)**

Optical communication system concepts and basic characteristics. Optical Transmitters. Optical detection. Optical noise sources and their mathematical models. Non-coherent (direct) detection: system model, direct detection of intensity modulation, application of photo-multiplication, optimal post-detection processing, and subcarrier systems. Coherent detection: heterodyne receivers, the field matching problem and receiver performance. Optical binary digital system, single-mode binary and heterodyne binary systems. Block coded digital optical communication systems: PPM, PAM, PSK, and FSK signalling. Integration of device technology and system architecture. Selected topics in optical communications and networking. This course is equivalent to EACJ 5201 at Carleton University.

**Course Component: **Lecture

**ELG 5104 Electromagnetic Waves Theory and Applications (3 units)**

The homogeneous wave equation. Uniform and nonuniform plane waves. Inhomogeneous wave equations. Green's functions. Theory of potentials. Scattering problems. Numerical methods. Boundary value problems. Perturbation and variational techniques. This course is equivalent to EACJ 5401 at Carleton University.

**Course Component: **Lecture

**ELG 5106 Fourier Optics (3 units)**

Diffraction: Plane waves expansions, angular spectra, 2D Fourier transform, scalar and vector diffraction theory, Fresnel and Fraunhofer diffraction, coherence. Linear optical systems: Thin lenses, Gaussian beam optics, transmission functions, linear systems theory, imaging, transfer functions, aberration. Applications: Holography, diffractive optics, gratings, optical correlation. This course is equivalent to EACJ 5003 at Carleton University.

**Course Component: **Lecture

**ELG 5107 Semiconductor Optical Logic (3 units)**

Principles of Optical Amplification. Structures of Semiconductor Optical Amplifier (SOA). Steady-state model of SOA. Dynamic model of SOA. Network Applications of SOAs. SOA Nonlinearities. SOA Wavelength Converters. SOA optical gates. SOA Logic Devices. Optical Memory Devices. SOA based signal regeneration. Precludes additional credit for this course taken as a special topic in (EACJ 5807) ELG 7186.

**Course Component: **Lecture

**ELG 5108 Electromagnetic Compatibility and Interference (3 units)**

Interference phenomena. Shielding of conductors. Grounding. Other noise reduction techniques. EMI filters. Noise sources: narrowband and broadband. Electromagnetic pulse as an interference source. Modelling EMI/C circuit boards and backplanes. This course is equivalent to EACJ 5305 at Carleton University.

**Course Component: **Lecture

**ELG 5113 Stochastic Systems (3 units)**

Wiener processes. Stochastic Wiener-Ito integrals. Stochastic integrals with respect to Poisson measures. Stochastic differentials. Diffusion processes. Ito-stochastic differential equations: existence and uniqueness of solutions, continuous dependence of solutions to parameters. Semigroup theory. Generation of semigroups applied to stochastic differential equations. Applications to engineering systems modelling. This course is equivalent to EACJ 5106 at Carleton University.

**Course Component: **Lecture

**ELG 5119 Stochastic Processes (3 units)**

Probability. Random variables. Distribution and density functions. Expectation. Functions of random variables. Moments and characteristic functions. Random vectors. Sequences of random variables and convergence. Limit theorems. Stochastic processes: basic notions. Stationarity. Ergodicity. Poisson and Gaussian processes. Second order processes. Representation theorems. Markov processes and chains. Courses ELG 5119, ELG 6153 (SYSC 5503) cannot be combined for units. This course is equivalent to EACJ 5109 at Carleton University.

**Course Component: **Lecture

**ELG 5120 Queueing Systems (3 units)**

Resource sharing issues: delay, throughput and queue length. Basic queueing theory, Markov chains, birth and death processes. M/M/m/k/n queues, bulk arrival/service systems. Little's Rule. Intermediate queueing theory: M/G/1, G/M/m queues. Advanced queueing theory: G/G/m queue, priority queue, network of queues, etc. Queueing applications. Courses ELG 5120, ELG 6117 (SYSC 5107) cannot be combined for units. This course is equivalent to EACJ 5200 at Carleton University.

**Course Component: **Lecture

**ELG 5121 Multimedia Communications (3 units)**

Introduction, applications, standards. Networking technologies. Image, video and audio compression. Quality of Service and resource management. Scheduling issues for real-time MM transport. Multimedia synchronization. Multimedia and the Internet. Multimedia conferencing. Multimedia to the home. Satellites and multimedia. Multimedia applications. This course is equivalent to EACJ 5201 at Carleton University.

**Course Component: **Lecture

**ELG 5122 Modelling, Analysis and Performance Evaluation in Computer Communications (3 units)**

Network performance issues and their mathematical analysis techniques. Intermittently available server model, probing and tree search, delay cycle, switch/network topology and reliability. Analysis of controlled and random access methods, routing allocation/ control, topological design. Selected topics from current literature on various network applications. Courses ELG 5122, ELG 7186 (EACJ 5606) cannot be combined for units. This course is equivalent to EACJ 5202 at Carleton University.

**Course Component: **Lecture

**ELG 5123 Health Care Engineering (3 units)**

Overview of health care system/participants: biophysical measurements for diagnosis/monitoring; biomedical sensors/technology; telemedicine and applications; safety considerations; managing medical technologies/funding models for clinical engineering departments; considerations for developing countries. Courses ELG 5123, ELG 6130 cannot be combined for units. This course is equivalent to EACJ 5303 at Carleton University.

**Course Component: **Lecture

**ELG 5124 Virtual Environments (3 units)**

Basic concepts. Virtual worlds. Hardware and software support. World modeling. Geometric modeling. Light modeling. Kinematic and dynamic models. Other physical modeling modalities. Multisensor data fusion, anthropomorphic avatars. Animation: modeling languages, scripts, real-time computer architectures. VE interfaces. Case studies. This course is equivalent to EACJ 5204 at Carleton University.

**Course Component: **Lecture

**ELG 5125 Quality of Service Management for Multimedia Applications (3 units)**

Design principles: layering, protocols, interface; models for open distributed processing; real-time requirement; request-response and stream processing, real-time scheduling, design for performance and scalability; other quality of services issues; user perspective versus system performance parameters, cost/performance trade-off, negotiations; adaptive and mobile applications; examples of multimedia applications and protocols. This course is equivalent to EACJ 5205 at Carleton University.

**Course Component: **Lecture

**ELG 5126 Source Coding and Data Compression (3 units)**

Lossless coding: discrete sources, entropy rate, Huffman coding, arithmetic coding, dictionary methods. Lossy coding: continuous sources, rate-distortion functions. Waveform coding methods: scalar and vector quantization, predictive coding, transform coding, subband and wavelet coding. Applications to telecommunications and storage: text, speech, audio, facsimile, image, video.

**Course Component: **Lecture

**ELG 5127 Medical Image Processing (3 units)**

Mathematical models of image formation based on the image modality and tissue properties. Linear models of image degradation and reconstruction. Inverse problems and regularization for image reconstruction. Image formation in Radiology, Computed Tomography, Magnetic Resonance Imaging, Nuclear Medicine, Ultrasound, Positron Emission Tomography, Electrical Impedance Tomography.

**Course Component: **Lecture

Courses ELG 5127, ELG 7173 (EACJ 5601) cannot be combined for units if taken as a topic in ELG 7173.

**ELG 5128 Wireless Ad Hoc Networking (3 units)**

Self-organized, mobile, and hybrid ad hoc networks. Physical, medium access, networks, transport and application layers, and cross-layering issues. Power management. Security in ad hoc networks. Topology control and maintenance. Date communication protocols, routing and broadcasting. Location service for efficient routing. Courses CSI 5148 (COMP 5103), ELG 5128 cannot be combined for units.

**Course Component: **Lecture

Exclusion: CSI 5148 (COMP 5103)

**ELG 5131 Graphical Models (3 units)**

Bayesian networks, factor graphs, Markov random fields, maximum a posteriori probability (MAP) and maximum likelihood (ML) principles, elimination algorithm, sum-product algorithm, decomposable and non-decomposable models, junction tree algorithm, completely observed models, iterative proportional fitting algorithm, expectation-maximization (EM) algorithm, iterative conditional modes algorithm, variational methods, applications. Courses ELG 5131, ELG 7177 (EACJ 5605) cannot be combined for units. This course is equivalent to EACJ 5131 at Carleton University.

**Course Component: **Lecture

**ELG 5132 Smart Antennas (3 units)**

Wireless systems and their imitations. Introduction to propagation and antenna arrays. Concept of smart antenna; spatial processing; space-division multiple access. Types of smart antennas. Range and capacity improvement. Beamforming networks and algorithms. Direction-of-arrival estimation. Multiple-input multiple- output (MIMO) architecture: basic principles; capacity issues; performance analysis. Bell Lab Layered Space-Time (BLAST) algorithm. Space-time coding. Alamouti scheme. Spatio-temporal radio channels. Impact of correlation. Courses ELG 5132, ELG 7178 (EACJ 5606) cannot be combined for units.

**Course Component: **Lecture

**ELG 5133 Introduction to Mobile Communications (3 units)**

Introduction to mobile and cellular systems. Radio channel characterization: signal strength prediction techniques and coverage; indoor/outdoor models; fading; delay spread; interference models and outage probabilities. Digital modulation and transmission system performance. Signal processing techniques, diversity and beamforming.Multiple-input multiple-output (MIMO) systems. New directions and recent results.

**Course Component: **Lecture

**ELG 5134 Multimedia Compression, Scalability and Adaptation (3 units)**

Covers media compression, in-depth issues of scalability in the compression domain (including audio, images, video, 2D and 3D graphics), and adaptation towards various contexts; also covers various popular media encoding standards (including JPEG and MPEG). This course is equivalent to SYSC 5404 at Carleton University.

**Course Component: **Lecture

**ELG 5136 Network Routing Technologies (3 units)**

Covers network routing, in-depth issues and technologies in traffic engineering, quality of service, protection for high-speed networks. Addresses the following topics: basic routing, MPLS (Multiprotocol Label Switching) system components and architecture, constraint-based routing, traffic engineering, content distribution networks, network monitoring and measurements, quality of service, protection and restoration, virtual private networks, cross layer interworking, and special topics.

**Course Component: **Lecture

**ELG 5137 Planning and Design of Computer Networks (3 units)**

Planning process of computer networks; needs and technical requirements; modeling of different network planning problems; exact and approximate algorithms; topological planning and expansion problems; equipment (switch, router) location problem; approximate and optimal routing algorithms; presentation of various case studies.

**Course Component: **Lecture

**ELG 5138 Cross Layer Design for Wireless Multimedia Networks (3 units)**

Quality of service measures at different layers. Parameter adaptation, trade-offs, and optimization at physical, data-link, network, transport, and application layers. Examples of cross-layer design in cellular, ad hoc, sensor, local area, green, and cognitive radio networks. This course is equivalent to SYSC 5408 at Carleton University.

**Course Component: **Lecture

**ELG 5142 Ubiquitous Sensing for Smart Cities (3 units)**

This course is an introduction to ubiquitous sensing systems for intelligently coordinated and efficient cities and spaces. Three primary foci will be on smart cities sensing, reliable sensory data acquisition, and security and privacy in smart city sensing systems. Topics will include: a thorough presentation of sensor and actuator networks for smart cities, software-defined Internet of Things, vehicular sensing, social sensing, detailed investigation of opportunistic and participatory sensing solutions, sensing as a service, and security and privacy assurance in smart city services by using artificial intelligence methods. An emphasis will be given on the design and analysis of multi-purposed, non-dedicated and large-scale sensing systems along with the trustworthiness, reliability, security and efficiency requirements of smart city services.

**Course Component: **Lecture

**ELG 5143 AI-Enabled Wireless Networks (3 units)**

Communication fundamentals. Wireless communications. Device-to-device communications. Cyber physical systems (CPS). Self-organization. Supervised and unsupervised learning. Reinforcement learning. Deep learning.

**Course Component: **Lecture

**ELG 5161 Robotics: Control, Sensing and Intelligence (3 units)**

Robotics as the intelligent connection of perception to action. Advanced robotics technologies. Robot arm kinematics and dynamics. Planning of manipulator trajectories. Control of robot manipulators. Robot-level programming. Sensors and sensory perception. Control problems for sensory controlled robotic-based flexible manufacturing systems. Task-level programming. Knowledge-based control for mobile robots. This course is equivalent to EACJ 5207 at Carleton University.

**Course Component: **Lecture

**ELG 5162 Knowledge Based Systems: Principles and Design (3 units)**

Introduction to Lisp and Objective C. Knowledge representation using rules, semantic nets and frames. State space representation. Procedural and declarative knowledge. Demons. Production systems. Solution searching algorithms. Expert system components. Inference engine principle and representation. Knowledge-based system design. Case study: expert system for process control. This course is equivalent to EACJ 5005 at Carleton University.

**Course Component: **Lecture

**ELG 5163 Machine Vision (3 units)**

Image acquisition. Structured light and stereo ranging. Grey-scale and binary images: geometric and topological properties. Image segmentation, preprocessing, edge finding, processing. Image recognition. Mathematical models for image representation. Morphology. Representation of 3-D objects, scene understanding, motion detection. Massively parallel computers architectures. Machine vision for manufacturing. This course is equivalent to EACJ 5105 at Carleton University.

**Course Component: **Lecture

**ELG 5170 Information Theory (3 units)**

Measure of information: entropy, relative entropy, mutual information, asymptotic equipartition property, entropy rates for stochastic processes; Data compression: Huffman code, arithmetic coding; Channel capacity: random coding bound, reliability function, Blahut-Arimoto algorithm, Gaussian channels, colored Gaussian noise and "water-filling"; Rate distortion theory; Network information theory. This course is equivalent to EACJ 5501 at Carleton University.

**Course Component: **Lecture

**ELG 5179 Detection and Estimation (3 units)**

Binary, M-ary and composite hypothesis testing. Bayes risk and Neyman-Pearson criteria. Parameter estimation: Cramer-Rao bounds; maximum-likelihood estimation. Detection in additive white Gaussian noise and coloured noise. Noise in noise problems. Classical estimation problems. The linear filtering problem. Wiener/Kalman filtering. Sequential and non-parametric detection. This course is equivalent to EACJ 5503 at Carleton University.

**Course Component: **Lecture

**ELG 5180 Advanced Digital Communication (3 units)**

Techniques and performance of digital signalling and equalization over linear bandlimited channels with additive Gaussian noise. Fading multipath channels: diversity concepts, modelling and error probability performance evaluation. Synchronization in digital communications. Spread spectrum in digital transmission over multipath fading channels. Courses ELG 5180, ELG 6165 (SYSC 5605) cannot be combined for units. This course is equivalent to EACJ 5704 at Carleton University.

**Course Component: **Lecture

Prerequisite: SYSC 5504 or ELG 5375 or the equivalent.

**ELG 5191 Design of Distributed System Software (3 units)**

Distributed systems design and programming issues; distributed computing. Basics of object oriented technology for distributed computing. Distributed objects technologies. Object oriented models for distributed programming. Distributed computing architecture design. Component based distributed software design. Scalability, interoperability, portability and distributed services. Distributed applications design. This course is equivalent to EACJ 5203 at Carleton University.

**Course Component: **Lecture

**ELG 5194 Design and Testing of Reliable Digital Systems (3 units)**

Introduction. Test generation for combinatorial circuits. Fault detection in sequential circuits. Memory testing. Low-density parity-check (LSI/VLSI) circuit testing. Deterministic and random testing of digital circuits. Design for testability. Self-checking circuits. Design of fault-tolerant systems. Case studies. This course is equivalent to EACJ 5703 at Carleton University.

**Course Component: **Lecture

**ELG 5195 Digital Logic Design: Principles and Practices (3 units)**

Switching algebra. Combinational circuit design including PLA and MSI techniques. Special properties-symmetric functions, unate functions, threshold functions, functional decomposition. Sequential circuits-state reduction, incompletely specified machines, state assignments and series-parallel decomposition. Fundamental mode sequential circuits-race, hazards, and state assignment. Semicustom and MSI design. Special sequential circuits. This course is equivalent to EACJ 5705 at Carleton University.

**Course Component: **Lecture

**ELG 5196 Automata and Neural Networks (3 units)**

Automata and neural networks: historical review, cellular automata, parallel distributed processing, multilayered networks and recurrent networks. Learning algorithms: linear learning, competitive learning, backward error propagation algorithm and training algorithm used in Boltzmann machines. Applications: pattern recognition, vector quantization, temporal pattern recognition, optimization, associative memory and control of dynamical systems. Hardware realization: implementation issues, analogue and digital VLSI implementations, and silicon models of early visual processing. Courses ELG 5196, ELG 6161 (SYSC 5601) cannot be combined for units. This course is equivalent to EACJ 5709 at Carleton University.

**Course Component: **Lecture

Exclusion: SYSC 5601, ELG 6161.

**ELG 5197 Introduction to Embedded Systems (3 units)**

Embedded systems' general characteristics, niche, and design alternatives. Simple embedded systems: sequential event response systems and cyclic executives. Prototype based designs, multitasking and multiactivity paradigms. Multitasking system design: elements of real-time operating systems and harmony. Multiactivity system design: process activity language (PAL) and PAL-based design tools. This course is equivalent to EACJ 5102 at Carleton University.

**Course Component: **Lecture

**ELG 5198 Parallel Processing With Vlsi (3 units)**

Parallel processing architectures: array, vector, associative and orthogonal processors. Switch lattice architecture, hypercubes, systolic arrays, wavefront arrays, pyramid structures, data flow architectures. Memory organization, buses, II/0 and interconnection networks. Connection machine processing hardware, RISC and VLSI processors. GaAs technology. Examples of parallel processing architectures. This course is equivalent to EACJ 5103 at Carleton University.

**Course Component: **Lecture

**ELG 5199 Design of Multimedia Distributed Database Systems (3 units)**

Database concepts and architectures. Data modelling. Relational technology and distributed databases. Examples of the new generation of databases for advanced multimedia applications such as multimedia information retrieval, VOD and the limitations of the conventional models for managing multimedia information (graphics, text, image, audio and video). This course is equivalent to EACJ 5104 at Carleton University.

**Course Component: **Lecture

**ELG 5214 Deep Learning and Reinforcement Learning (3 units)**

Advanced course in the theory, techniques, tools and applications of deep learning and reinforcement learning to Applied Machine Learning.

**Course Component: **Lecture

**ELG 5218 Uncertainty Evaluation in Engineering Measurements and Machine Learning (3 units)**

Bayesian analysis, Uncertainty quantification, Probabilistic programming, Data analysis, Modeling, Monte Carlo simulations, Bayesian machine learning, Measurement, Errors, Time series analysis.

**Course Component: **Lecture

**ELG 5228 Mobile Robotics (3 units)**

Locomotion and kinematics, wheeled and mobile robotics. Robot autonomy and perception. Localization: simultaneous localization and mapping (SLAM), map-based localization, Markov-based localization, Kalman filter-based localization. Path planning: configuration space, cell decomposition, artificial potential fields, collision avoidance. Motion control: trajectory tracking, regulation. Robotic Operating System (ROS).

**Course Component: **Lecture

**ELG 5255 Applied Machine Learning (3 units)**

Machine learning is an effective tool to design systems that learn from experience and adapt to an environment. Theory and applications of machine learning to the design of electrical and computer systems, devices and networks by using techniques that utilize statistics, neural computation and information theory. Fundamentals of supervised learning, Bayesian estimation, clustering and unsupervised learning, multivariate, parametric and non-parametric methods, kernel machines, hidden Markov models, multilayer perceptron networks and deep neural networks, ensemble learning and reinforcement learning. Design and testing of machine learning techniques integrated into real-world systems, devices and networks. Guidelines for machine learning experiments, methods for cross-validation and resampling, classifier performance analysis and tools for comparing classification algorithms and analysis of variance to compare multiple algorithms.

**Course Component: **Lecture

The courses ELG 5255 and CSI 5155 cannot be combined for units.

**ELG 5271 Topics in Applied Artificial Intelligence (3 units)**

Recent and advanced topics in the field of Applied Artificial Intelligence. Topics vary from year to year.

**Course Component: **Lecture

**ELG 5295 Ethics for Design, AI, and Robotics (3 units)**

Artificial Intelligence technologies are becoming ever more present in applications like: automated vehicles and mobility-as-a-service (e.g. driving and system-level control algorithms); consumer electronics (e.g. social robots and smart speakers); healthcare (e.g. image classification in medical imaging); and weapons systems (e.g. targeting and kill decision-making). Many of these applications are raising significant ethical concerns. A range of topics in applied technology ethics are examined through the lens of contemporary philosophy and applied ethics texts and popular media articles. Practical frameworks, methodologies and tools for anticipating, and addressing, ethical issues are introduced through hands-on, group-based design thinking workshops and projects.

**Course Component: **Lecture

The courses ELG 5295, CSI 5195 and DTI 5310 cannot be combined for units.

**ELG 5301 Professional Development Workshops (3 units)**

Series of workshops related to professional development. Guest speakers on special topics will be invited. Students also work in teams (peer groups) to complete hands-on and online learning modules. This includes professional development, entrepreneur, design and team-building activities sponsored by the Faculty of Engineering’s Center for Entrepreneurship and Engineering Design as well as the University Career Center. It will include required modules on academic writing, plagiarism and conducting a literature review.

**Course Component: **Lecture

**ELG 5360 Digital Watermarking (3 units)**

Overview of recent advances in watermarking of image, video, audio, and other media. Spatial, spectral, and temporal watermarking algorithms. Perceptual models. Use of cryptography in steganography and watermarking. Robustness, security, imperceptibility, and capacity of watermarking. Content authentication, copy control, intellectual property, and other applications. This course is equivalent to EACJ 5360 at Carleton University.

**Course Component: **Lecture

**ELG 5369 Internetworking Technologies (3 units)**

IP Based Internet Technologies: Internet architecture and its protocols. Software/hardware requirements for quality of service (QoS), Integrated services. Scheduling. Fair queueing. Traffic and admission control algorithms. Differentiated services. Multiprotocol label switching (MPLS) and associated software/hardware design issues. Fast internet protocol (IP), asynchronous transfer mode (ATM), internet protocol (IP) over synchronous optical network (SONET), wavelength division multiplexing (WDM), satellite implementations. This course is equivalent to EACJ 5369 at Carleton University.

**Course Component: **Lecture

Courses ELG 5369, ELG 7187 (EACJ 5808) cannot be combined for units.

**ELG 5370 Multiresolution Signal Decomposition: Analysis and Applications (3 units)**

Multirate signal processing: sampling rate conversion, polyphase representation. Bases, filter banks: series expansion of discrete-time signals, series expansion of continuous-time signals, multiresolution concept and analysis, construction of wavelet, wavelet series. Complexity of multirate discrete-time processing, filter banks, and wavelet series computation. This course is equivalent to EACJ 5370 at Carleton University.

**Course Component: **Lecture

**ELG 5371 Digital Communication by Satellite (3 units)**

Propagation and interference considerations. Link budget calculations. GEO, LEO, HEO systems. Transponders. Earth stations; modems (PSK, MSK , etc.), low noise amplifiers, high power amplifiers. Error control. Access techniques; FDMA, TDMA, CDMA, random access. Switching, onboard processing. Networking. ATM over satellites. Mobile satellite communications and IMT2000. This course is equivalent to EACJ 5500 at Carleton University.

**Course Component: **Lecture

**ELG 5372 Error Control Coding (3 units)**

General introduction. Algebraic concepts. Linear block codes. Cyclic codes, BCH and Reed-Solomon codes. Convolutional codes. Maximum likelihood decoding, and sequential decoding of convolutional codes. Burst-error correcting convolutional and block codes. Automatic repeat request. Trellis Coded Modulation. Turbo codes and iterative decoding. This course is equivalent to EACJ 5504 at Carleton University.

**Course Component: **Lecture

**ELG 5373 Data Encryption (3 units)**

Secure communications: encryption and decryption. Entropy, equivocation and unicity distance. Cryptanalysis and computational complexity. Substitution, transposition and product ciphers. Data Encryption Standard (DES): block and stream cipher modes. Modular arithmetics. Public key cryptosystems: RSA, knapsack. Factorization methods. Elliptic curve cryptography. Authentication methods and cryptographic protocols. This course is equivalent to EACJ 5105 at Carleton University.

**Course Component: **Lecture

**ELG 5374 Computer Communication Network (3 units)**

Network applications, structures and their design issues. Resource sharing/access methods. Network transmission and switching techniques. OSI model. Error control, flow control and various issues related to the physical, data link and network layers. Local area networks. Performance issues of delay-throughput in various protocols. Courses ELG 5374, ELG 6121 (SYSC 5201) cannot be combined for units. This course is equivalent to EACJ 5607 at Carleton University.

**Course Component: **Lecture

**ELG 5375 Digital Communications (3 units)**

Elements of communication theory and information theory applied to digital communications systems. Characterization of noise and channel models. Analysis of digital data transmission techniques for additive Gaussian noise channels. Efficient modulation and coding for relable transmission. Spread spectrum and line coding techniques. This course is equivalent to EACJ 5506 at Carleton University.

**Course Component: **Lecture

**ELG 5376 Digital Signal Processing (3 units)**

Review of discrete time signals and systems, A/D and D/A conversions, representation in time, frequency, and Z domain, DFT/FFT transforms, FIR/IIR filter design, quantization effects. Correlation functions. Cepstrum analysis. Multi-rate signal processing. Power spectrum estimation. Introduction to joint time-frequency analysis. DSP architecture: implementation approaches. Applications. Courses ELG 5376, ELG 6162 (SYSC 5602) cannot be combined for units. This course is equivalent to EACJ 5507 at Carleton University.

**Course Component: **Lecture

**ELG 5377 Adaptive Signal Processing (3 units)**

Theory and techniques of adaptive filtering, including Wiener filters, gradient and LMS methods; adaptive transversal and lattice filters; recursive and fast recursive least squares; convergence and tracking performance; implementation. Applications, such as adaptive prediction; channel equalization; echo cancellation; source coding; antenna beamforming; spectral estimation. This course is equivalent to EACJ 5800 at Carleton University.

**Course Component: **Lecture

**ELG 5378 Image Processing and Image Communications (3 units)**

Image acquisition, display and perception: sampling and reconstruction, quantization, human vision. Discrete image representations: color spaces, block, subband and wavelet representations. Image transformations, enhancement and restoration. Image analysis: edge detection, motion estimation. Image and video compression: lossless coding, predictive and transform coding, motion compensation.

**Course Component: **Lecture

**ELG 5379 Numerical Methods in Electromagnetic Engineering (3 units)**

Review of electromagnetic and potential theory. Formulation of static and electrodynamic problems. Introduction to numerical and field-theoretical modelling techniques. Numerical methods considered: FD, MoL, SDA, TLM and BPM. Examples of commonly encountered electromagnetic problems at microwave, millimeterwave and optical frequencies. This course is equivalent to EACJ 5402 at Carleton University.

**Course Component: **Lecture

**ELG 5380 Advanced Channel Coding (3 units)**

Channel coding theorem, channel capacity and cutoff rate. Trellis coded modulation; multilevel codes. Spacetime coding. Product codes. Generalized code concatenation. Turbo codes and iterative decoding techniques, interleavers for turbo codes, Turbo Trellis coded modulation. Low density parity check codes. Performance analysis of iteratively decoded codes. The course is equivalent to EACJ 5002 at Carleton University.

**Course Component: **Lecture

**ELG 5381 Photonics Networks (3 units)**

Optical communication networks. Network layers. Optical signal formats. Clients to the optical layer (SONET, Optical Transport Network, IP). Optical fiber. Transmitter and receiver components. Multilevel modulation of optical signals. Coherent detection. Optical bypass technology. Routing. Wavelength assignment. Grooming. Optical protection schemes. Dynamic networking. Flexible optical networks. Gridless network architecture. This course is equivalent to EACJ 5004 at Carleton University.

**Course Component: **Lecture

**ELG 5382 Switching and Traffic Theory for Integrated Broadband Networks (3 units)**

Principles of switching theory. Asynchronous Transfer Mode switching architectures. Principle of teletraffic engineering. Queueing theory and performance evaluation techniques as applied to the study of computer network architectures. Current topics in computer network modelling analysis and traffic control for high-speed multimedia networks. This course is equivalent to EACJ 5108 at Carleton University.

**Course Component: **Lecture

**ELG 5383 Survivable Optical Networks (3 units)**

Optical networks design with emphasis on network survivability. Wavelength division multiplexing (WDM), wavelength conversion, optical switch architectures, routing and wavelength assignment algorithms, IP over WDM, optical network protocols, optical network control architectures, protection and restoration, spare capacity allocation, survivable routing, design and performance evaluation.

**Course Component: **Lecture

Prerequisite: ELG 5374

**ELG 5385 Matrix Methods and Algorithms for Signal Processing (3 units)**

Representation and approximation in vector spaces, matrix factorization, pseudoinverses, application of eigen decomposition methods, Singular Values Decomposition, least squares problems, applications of special matrices, iterative algorithms, expectation maximization algorithm. This course is equivalent to EACJ 5385 at Carleton University.

**Course Component: **Lecture

**ELG 5386 Neural Networks and Fuzzy Systems (3 units)**

Neuro-fuzzy and soft computing. Fuzzy set theory: rules, reasoning and inference systems. Regression and optimization; derivative-based optimization - genetic algorithms, simulated annealing, downhill simplex search. Neural Networks: adaptive networks; bidirectional associative memories; supervised and unsupervised learning; learning from enforcement. Applications: neuro-fuzzy modelling and control, pattern recognition. Courses ELG 5386, MCG 5356 (MECH 5506) cannot be combined for units. This course is equivalent to EACJ 5386 at Carleton University.

**Course Component: **Lecture

Exclusion: MCG 5356 (MECH5506).

**ELG 5504 Ondes électromagnétiques : Théorie et application (3 crédits)**

Équation homogène d'onde. Ondes planes uniformes et non uniformes. Équation non homogène d'onde. Fonctions de Green. Théorie des potentiels. Problèmes de diffraction. Méthodes numériques. Problèmes avec frontières limitées. Méthode des perturbations et des variationnelles. Ce cours est équivalent à EACJ 5403 à la Carleton University.

**Volet : **Cours magistral

**ELG 5776 Traitement numérique des signaux (3 crédits)**

Revue des signaux/systèmes en temps discret, conversions A/N et N/A, représentation en temps, fréquence et domaine Z, transformées DFT/FFT, design filtres FIR/IIR, effets de quantification. Fonctions de corrélation. Analyse cepstrale. Traitement à taux multiple. Estimation de puissance spectrale. Introduction analyse temps-fréquence. Architectures DSP : réalisations. Applications. Ce cours est équivalent à EACJ 5508 à la Carleton University.

**Volet : **Cours magistral

**ELG 5779 Méthodes numériques en génie électromagnétique (3 crédits)**

Une introduction aux méthodes modernes de résolution numérique des problèmes électromagnétiques. Le cours couvre des problèmes déterministes et aux valeurs propres. Les méthodes suivantes seront présentées : différences finies, éléments finis, analyse dans le domaine spectral, analyse par modes hybrides, méthode t.l.m. Les méthodes seront appliquées aux problèmes suivants : antennes, guides d'onde section arbitraire, lignes microrubans et lignes quasi-planaires, discontinuités dans les lignes de transmission, conception par ordinateur de composants hyperfréquences. Ce cours est équivalent à EACJ 5406 à la Carleton University.

**Volet : **Cours magistral

**ELG 5901 Projet en génie électrique / Electrical Engineering Project (6 crédits / 6 units)**

Projet en génie électrique. Nécessite un rapport écrit approfondi et une présentation orale. Classé S (satisfaisant) ou NS (non satisfaisant). / Project in electrical engineering. Requires an in-depth written report and an oral presentation. Graded S (Satisfactory) or NS (Not satisfactory).

**Volet / Course Component: **Recherche / Research

Préalable : ELG 5301. Les cours ELG 5901, ELG 5902, GNG 5902 ne peuvent être combinés pour l’obtention de crédits. / Prerequisite: ELG 5301. The courses ELG 5901, ELG 5902 and GNG 5902 cannot be combined for units.

**ELG 5902 Projet de stage en entreprise / Industry Internship Project (6 crédits / 6 units)**

Réalisation d'un projet d'ingénierie électrique encadré par un expert de l'industrie et un professeur qui supervise le projet. Le projet sera évalué par un rapport de projet final soumis au professeur, ainsi que par une évaluation formelle de l'étudiant par l'expert de l'industrie. Les projets internationaux (emplacement ou expert du secteur) sont autorisés. / Completion of an electrical engineering project mentored by an industry expert and a professor who co-supervise the project. Project will be evaluated by a final project report submitted to the professor, as well as a formal assessment of the student by the industry expert. International projects (location or industry expert) are permitted.

**Volet / Course Component: **Recherche / Research

Préalable : ELG 5301. Les cours ELG 5901, ELG 5902, GNG 5902 ne peuvent être combinés pour l’obtention de crédits. / Prerequisite: ELG 5301. The courses ELG 5901, ELG 5902 and GNG 5902 cannot be combined for units.

**ELG 6101 Simulation and Modelling (3 units)**

Simulation as a problem solving tool. Random variable generation, general discrete simulation procedure: event table and statistical gathering. Analyses of simulation data: point and interval estimation. Confidence intervals. Overview of modelling, simulation and problem solving using simscript, modism and other languages. This course is equivalent to SYSC 5001 at Carleton University.

**Course Component: **Lecture

**ELG 6102 Pattern Classification and Experiment Design (3 units)**

This course covers media compression, in-depth issues of scalability in the compression domain (including audio, images, video, 2D and 3D graphics), and adaptation towards various contexts; as well is covering various popular media encoding standards (including JPEG and MPEG). This course is equivalent to SYSC 5405 at Carleton University.

**Course Component: **Lecture

**ELG 6103 Discrete Stochastic Models (3 units)**

Models for software, computer systems, and communications networks, with discrete states, instantaneous transitions and stochastic behaviour. Communicating finite state machines and Petri nets. Review of concepts of probability, and of Markov Chains with discrete and continuous parameters. Basic queueing theory. Numerical methods for Markov Models. This course is equivalent to SYSC 5003 at Carleton University.

**Course Component: **Lecture

**ELG 6104 Optimization for Engineering Applications (3 units)**

Introduction to algorithms and computer methods for optimizing complex engineering systems. Includes linear programming, networks, nonlinear programming, integer and mixed-integer programming, genetic algorithms and search methods, and dynamic programming. Emphasizes practical algorithms and computer methods for engineering applications. This course is equivalent to SYSC 5004 at Carleton University.

**Course Component: **Lecture

**ELG 6105 Optimization Theory and Methods (3 units)**

Advanced theory, algorithms and computer methods for optimization. Interior point methods for linear optimization, advanced methods for nonlinear and mixed-integer optimization. Search methods. Applications in engineering. This course is equivalent to SYSC 5005 at Carleton University.

**Course Component: **Lecture

**ELG 6106 Design of Real-Time and Distributed Systems (3 units)**

Characteristics of real-time and distributed systems. Modern midware systems, such as CORBA, DCE, RMI for building distributed applications: advantages and disadvantages. Analyzing designs for robustness, modularity, extensibility, portability and performance. Implementation issues. Major course project. This course is equivalent to SYSC 5006 at Carleton University.

**Course Component: **Lecture

**ELG 6108 Introduction to Convex Optimization (3 units)**

Mathematics of optimization: linear, nonlinear and convex problems. Convex and affine sets. Convex, quasiconvex and log-convex functions. Operations preserving convexity. Recognizing and formulating convex optimization problems. The Lagrange function, optimality conditions, duality, geometric and saddle-point interpretations. Least-norm, regularized and robust approximations. Statistical estimation, detector design. Adaptive antennas. Geometric problems (networks). Algorithms.

**Course Component: **Lecture

**ELG 6110 Information Theory (3 units)**

Measure of information: entropy, relative entropy, mutual information, asymptotic equipartition property, entropy rates for stochastic processes; Data compression: Huffman code, arithmetic coding; Channel capacity: random coding bound, reliability function, Blahut-Arimoto algorithm, Gaussian channels, coloured Gaussian noise and "water-filling"; Rate distortion theory; Network information theory. This course is equivalent to SYSC 5506 at Carleton University.

**Course Component: **Lecture

**ELG 6111 Computer System Design for Performance (3 units)**

Designing software to demanding performance specifications. Design analysis using models of computation, workload, and performance. Principles to govern design improvement for sequential, concurrent and parallel execution, based on resource architecteure and quantitative analysis. This course is equivalent to SYSC 5101 at Carleton University.

**Course Component: **Lecture

**ELG 6112 Performance Measurement and Modelling of Distributed Applications (3 units)**

Performance measurements, metrics and models of midware based systems and applications. Benchmarks, workload characterization, and methods for capacity planning and system sizing. Performance monitoring infrastructures for operating systems and applications. Introduction to the design and analysis of experiments and the interpretation of measurements. This course is equivalent to SYSC 5102 at Carleton University.

**Course Component: **Lecture

**ELG 6113 Software Agents (3 units)**

Agent-based programming; elements of distributed artificial intelligence; beliefs, desires and intentions; component-based technology; languages for agent implementations; ontologies; KQML; autonomy; adaptability; security issues; mobility; standards; agent design issues and frameworks; applications in telecommunications. This course is equivalent to SYSC 5103 at Carleton University.

**Course Component: **Lecture

**ELG 6114 Methodologies for Discrete-Event Modeling and Simulation (3 units)**

Methodological aspects of simulation. Modelling discrete events systems. Modelling formalisms: FSA, FSM, Petri Nets, DEVS, others. Verification and validation. Cellular models: cellular automata, cell-DEVS. Continuous and hybrid models. Parallel and distributed simulation (PADS) techniques. PADS middleware: HLA, parallel-DEVS, Time-warp. This course is equivalent to SYSC 5104 at Carleton University.

**Course Component: **Lecture

**ELG 6115 Software Quality Engineering and Management (3 units)**

All aspects of software quality engineering. Software testing, at all stages of the software development and maintenance life cycle. Software reviews and inspections. Use of software measurement and quantitative modelling for the purpose of software quality control and improvement. Courses ELG 6115, CSI 5111 (COMP 5501) cannot be combined for units. This course is equivalent to SYSC 5105 at Carleton University.

**Course Component: **Lecture

**ELG 6118 Topics in Information Systems (3 units)**

Recent and advanced topics in the field of Information Systems and its related areas. This course is equivalent to SYSC 5108 at Carleton University.

**Course Component: **Lecture

**ELG 6119 Teletraffic Engineering (3 units)**

Congestion phenomena in telephone systems, and related telecommunications networks and systems, with an emphasis on the problems, notation, terminology, and typical switching systems and networks of the operating telephone companies. Analytical queueing models and applications to these systems. This course is equivalent to SYSC 5109 at Carleton University.

**Course Component: **Lecture

**ELG 6120 Algebraic Coding Theory (3 units)**

Review of Algebra, Finite Fields, Linear Block Codes and their Properties, Hamming Codes, Cyclic codes; Hadamard Matrices and Hadamard Codes, Golay Codes, Reed-Muller Codes, BCH and Reed-Solomon Codes, Decoding Algorithms, Coding Bounds. Courses ELG 6120, ELG 6157 (SYSC 5507) cannot be combined for units. This course is equivalent to SYSC 5200 at Carleton University.

**Course Component: **Lecture

**ELG 6121 Computer Communication (3 units)**

Computer network types, introductory queueing theory and performance analysis. OSI layering and BISDN layering modifications. Data link layer. Local area networks and random access (CSMA - CD, switched ethernet, token ring, wireless LAN). Public Networks. IP networks, addressing, routing. Transport layer, flow control. Introduction to ISDN. Courses ELG 6121, ELG 5374 (EACJ 5607) or ELG 4181 (SYSC 4602) cannot be combined for units. This course is equivalent to SYSC 5201 at Carleton University.

**Course Component: **Lecture

**ELG 6127 Distributed Systems Engineering (3 units)**

Techniques for representing distributed systems: precedence graphs, petrinets, communicating state-machines etc. Processes, threads, synchronization and interprocess communication techniques, RPC. Protocol: OSI model, application and presentation layers. Middleware for client-server application management, CORBA. Resource management: processor allocation and load sharing. Real-time issues and scheduling. This course is equivalent to SYSC 5207 at Carleton University.

**Course Component: **Lecture

**ELG 6130 Health Care Engineering (3 units)**

Overview of health care system/participants; biophysical measurements for diagnosis/monitoring; biomedical sensors/technology; telemedicine and applications; safety considerations; managing medical technologies/funding models for clinical engineering departments; considerations for developing countries. This course is equivalent to SYSC 5402 at Carleton University.

**Course Component: **Lecture

Courses ELG 6130 and ELG 5123 cannot be combined for units. This course is equivalent to SYSC 5402 at Carleton University.

**ELG 6131 Advanced Topics in Biomedical Engineering (3 units)**

Topics vary from year to year. This course is equivalent to SYSC 5301/EACJ 5127 at Carleton University.

**Course Component: **Lecture

**ELG 6136 Mobile Computing Systems (3 units)**

Systems to build mobile applications. Covers data link layer to application layer. Emphasis on existing wireless infrastructure and IETF protocols. Focuses on view of mobile application developer; communication systems, middleware and application frameworks, de facto standards proposed/developed by industry consortia. This course is equivalent to SYSC 5306 at Carleton University.

**Course Component: **Lecture

**ELG 6141 Adaptive Control (3 units)**

System identification. Least squares and recursive identification techniques. Asymptotic and theoretical properties. Model structure selection. Prediction and estimation. Model reference adaptive control and self tuning regulators. Nonlinear adaptive systems. Stability. Neural networks and neuro-control. Applications to robotics, control and pattern recognition. This course is equivalent to SYSC 5401 at Carleton University.

**Course Component: **Lecture

**ELG 6142 Advanced Dynamics With Applications to Robotics (3 units)**

Lagrange equations and Hamilton's principle. Dynamics of lumped parameter and continuous systems. Natural modes and natural frequencies. Forced vibrations. Stability and bifurcation. Kinematics and dynamics of rigid bodies. Gyroscopic effects. Forward and inverse kinematics of robot manipulators. Denavit-Hartenberg notation. Derivation of manipulator dynamics. This course is equivalent to SYSC 5402 at Carleton University.

**Course Component: **Lecture

**ELG 6143 Network Access Techniques (3 units)**

A range of access technologies with emphasis on broadband access. Physical channels and the state-of-the-art of coding, modulation, multiplexing strategies to overcome physical impairments, including high-speed transmission over twisted pair, wireless, fibre and co-axial media.This course is equivalent to SYSC 5403 at Carleton University.

**Course Component: **Lecture

**ELG 6152 Advanced Linear Systems (3 units)**

Modelling and state space realization. Review of signals and systems. Solution to the matrix DE. Discrete time systems and the Z transform. Canonical representations and transformations. Controllability, observability and controller and observer design. LQR design and the Kalman filter. Numerous examples and applications. This course is equivalent to SYSC 5502 at Carleton University.

**Course Component: **Lecture

**ELG 6153 Stochastic Processes (3 units)**

Basic concepts of randomness, as applied to communications, signal processing, and queueing systems; probability theory, random variables, stochastic processes; random signals in linear systems; introduction to decision and estimation; Markov chains and elements of queueing theory. Courses ELG 6153, ELG 5119 (EACJ 5109) cannot be combined for units. This course is equivalent to SYSC 5503 at Carleton University.

**Course Component: **Lecture

Exclusion: ELG 5119.

**ELG 6154 Principles of Digital Communication (3 units)**

Elements of communication theory and information theory applied to digital communications systems. Characterization of noise and channel models. Optimum Receiver Theory. Modulation and coding for reliable transmission: MPSK, MQAM, M-ary orthogonal modulation. Channel coding, trellis coded modulation. Spread spectrum and CDMA communications. Courses ELG 6154, ELG 5375 cannot be combined for units. This course is equivalent to SYSC 5504 at Carleton University.

**Course Component: **Lecture

**ELG 6158 Digital Systems Architecture (3 units)**

New architectural concepts are introduced. Discussion of programmable architectures (micro-controllers, DSPs, GP) and FPGAs. Memory interfacing. Scalable, superscalar, RISC, CISC, and VLIW concepts. Parallel structures: SIMD, MISD, and MIMD. Fault tolerant systems and DSP architectures. Examples of current systems are used for discussions. This course is equivalent to SYSC 5508 at Carleton University.

**Course Component: **Lecture

**ELG 6159 Interactive Media and Digital Art (3 units)**

Interactive digital technologies as new media for art and entertainment. Topics include essential features of the digital media, interactivity, computer games and gamification, interactive stories, serious games, virtual worlds and social networks, and digital art. This course is equivalent to SYSC 5409 at Carleton University.

**Course Component: **Lecture

**ELG 6160 Adaptive Signal Processing (3 units)**

Theory and techniques of adaptive filtering, including Wiener filters, gradient and LMS methods; adaptive transversal and lattice filters; recursive and fast recursive least squares; convergence and tracking performance; implementation. Applications, such as adaptive prediction; channel equalization; echo cancellation; source coding; antenna beamforming, spectral estimation. This course is equivalent to SYSC 5600 at Carleton University.

**Course Component: **Lecture

**ELG 6161 Neural Signal Processing (3 units)**

Multidimensional function approximation. The least squares adaptive algorithm and the generalized delta rule. Multi-layered perceptrons and the back-propagation algorithm. Approximation of non-linear functions. Radial basis functions. Self-organized maps. Applications of neural signal processing to control, communications and pattern recognition. Courses ELG 6161, ELG 5796 (EACJ 5709) cannot be combined for units. This course is equivalent to SYSC 5601 at Carleton University.

**Course Component: **Lecture

**ELG 6162 Digital Signal Processing: Algorithms, Hardware, and Software (3 units)**

Review of discrete time signals and systems, A/D and D/A conversions, representation in time, frequency, and Z domain, DFT/FFT transforms, FIR/IIR filter design, quantization effects. Correlation functions. Cepstrum analysis. Multi-rate signal processing. Power spectrum estimation. Introduction to joint time-frequency analysis. DSP architecture: implementation approaches. Applications. This course is equivalent to SYSC 5602 at Carleton University.

**Course Component: **Lecture

**ELG 6163 Digital Signal Processing Microprocessor, Software and Applications (3 units)**

Characteristics of DSP algorithms and architectural features of current DSP chips: TMS320, DSP-56xxx, AD-21xx and SHARC. DSP multiprocessors and fault tolerant systems. Algorithm/software/ hardware architecture interaction, program activity analysis, development cycle, and design tools. Case studies: LPC, codecs, FFT, echo cancellation. Viterbi decoding. This course is equivalent to SYSC 5603 at Carleton University.

**Course Component: **Lecture

**ELG 6164 Advanced Topics in Digital Signal Processing: Speech Communications and Applications (3 units)**

This course is equivalent to SYSC 5604 at Carleton University.

**Course Component: **Lecture

**ELG 6165 Advanced Digital Communication (3 units)**

Techniques and performance of digital signalling and equalization over linear bandlimited channels with additive Gaussian noise. Fading multipath channels: diversity concepts, modelling and error probability performance evaluation. Synchronization in digital communications. Spread spectrum in digital transmission over multipath fading channels. Courses ELG 6165, ELG 5780 (EACJ 5704) cannot be combined for units. This course is equivalent to SYSC 5605 at Carleton University.

**Course Component: **Lecture

**ELG 6166 Multi-Access Communication Systems (3 units)**

Mobile radio channel characterization: signal strength prediction techniques and statistical coverage; fading; delay spread; interference models and outage probabilities. Digital modulation and transmission system performance. Signal processing techniques: diversity and beamforming, adaptive equalization, coding. Applications to TDMA and CDMA cellular systems. This course is equivalent to SYSC 5606 at Carleton University.

**Course Component: **Lecture

**ELG 6167 Source Coding and Data Compression (3 units)**

Discrete and continuous sources. Discrete sources: Huffman coding and run length encoding. Continuous sources: waveform construction coding; PCM, DPCM, delta modulation; speech compression by parameter extraction; predictive encoding; image coding by transformation and block quantization. Fourier and Walsh transform coding. Applications to speech, television, facsimile. This course is equivalent to SYSC 5607 at Carleton University.

**Course Component: **Lecture

**ELG 6168 Wireless Communication Systems Engineering (3 units)**

Multiuser cellular and personal radio communication systems; frequency reuse, traffic engineering, system capacity, mobility and channel resource allocation. Multiple access principles, cellular radio systems, signalling and interworking. Security and authentication. Wireless ATM, satellite systems, mobile location, wireless LANs, wireless local loops, broadband wireless etc.

**Course Component: **Lecture

**ELG 6169 Digital Television (3 units)**

Television standards: NTSC, PAL, SECAM, and HDTV. Sampling and quantization of television signals: rec 601-1. Digital video compression: inter and intra-frame methods, spatial and transform/wavelet coding; H.261 and MPEG standards. Video conferencing systems and other digital video processing applications. This course is equivalent to SYSC 5609 at Carleton University.

**Course Component: **Lecture

**ELG 6170 Spread Spectrum Systems (3 units)**

Types of spread spectrum systems, FH and DS-SS, TH-SS using radio. Hybrid DS/FH-SS. Pseudo-noise generators: statistical properties of M sequences, Galois field connections, Gold codes. OVSF codes. Code tracking loops, initial synchronization of receiver spreading code. Performance in interference environments and fading channels. CDMA systems. SS applications in UWB communications and Imaging systems. This course is equivalent to SYSC 5700 at Carleton University.

**Course Component: **Lecture

**ELG 6171 Operating System Methods for Real-Time Applications (3 units)**

Principles and methods for operating system design with application to real-time, embedded systems. Concurrent programming: mechanisms and languages; design approaches and issues; run-time support (kernel). Methods for hard real-time applications. Methods for distributed systems; I/O handling. This course is equivalent to SYSC 5701 at Carleton University.

**Course Component: **Lecture

**ELG 6173 Integrated Database Systems (3 units)**

Database definitions, applications, and architectures. Conceptual design based on the entity-relationship and object-oriented models. Relational data model: relational algebra and calculus, normal forms, data definition and manipulation languages. Database management systems: transaction management, recovery and concurrency control. Current trends: object-oriented, knowledge-based, multimedia and distributed databases.

**Course Component: **Lecture

**ELG 6174 Elements of Computer Systems (3 units)**

Concepts in basic computer architecture, assembly languages, high level languages including object orientation, compilers and operating system concepts (including concurrency mechanisms such as processes and threads and computer communication). Designed for graduate students without extensive undergraduate preparation in computer system engineering (or the equivalent experience). This course is equivalent to SYSC 5704 at Carleton University.

**Course Component: **Lecture

**ELG 6176 Analytical Performance Models of Computer Systems (3 units)**

Analytical modelling techniques for performance analysis of computing systems. Theoretical techniques covered include single and multiple class queueing network models, together with a treatment of computational techniques, approximations, and limitations. Applications include scheduling, memory management, peripheral devices, databases, multiprocessing, and distributed computing. This course is equivalent to SYSC 5706 at Carleton University.

**Course Component: **Lecture

**ELG 6178 Development of Real-Time and Distributed Software With Reusable Components (3 units)**

Advanced object-oriented design and programming of real-time and distributed systems using C++ and/or Java. Object-oriented features; inheritance, polymorphism, templates, exception handling. Concurrency issues. Design patterns and frameworks for distributed systems, with examples from communication applications. Design issues for reusable software. This course is equivalent to SYSC 5708 at Carleton University.

**Course Component: **Lecture

**ELG 6179 Advanced Topics in Software Engineering (3 units)**

This course is equivalent to SYSC 5709 at Carleton University.

**Course Component: **Lecture

**ELG 6180 Network Computing (3 units)**

Design and Java implementation of distributed applications that use telecommunication networks as their computing platform. Basics of networking; Java networking facilities. Introduction to open distributed processing; CORBA, JavalDL, JavaRMI, CGI/HTTP, DCOM, Componentware; Enterprise JavaBeans, ActiveX. Agents: Java code mobility facilities. Security issues; Java security model. This course is equivalent to SYSC 5800 at Carleton University.

**Course Component: **Lecture

**ELG 6181 Advanced Topics in Computer Communications (3 units)**

This course is equivalent to SYSC 5801 at Carleton University.

**Course Component: **Lecture

**ELG 6182 Topics in Information and Systems Science (3 units)**

An introduction to the process of applying computers in problem solving. Emphasis is placed on the design and analysis of efficient computer algorithms for large, complex problems. Applications in a number of areas are presented: data manipulation, databases, computer networks, queueing systems, optimization. This course is equivalent to SYSC 5802 at Carleton University.

**Course Component: **Lecture

**ELG 6183 Logic Programming (3 units)**

Review of relational databases, first order predicate calculus, semantics of first order models, deductive querying. Proof theory, unification and resolution strategies. Introduction to Prolog, and/or parallelism and Concurrent Prolog. Applications in knowledge representation and rule based expert systems. This course is equivalent to SYSC 5803 at Carleton University.

**Course Component: **Lecture

**ELG 6184 Advanced Topics in Communication Systems (3 units)**

This course is equivalent to SYSC 5804 at Carleton University.

**Course Component: **Lecture

**ELG 6186 Object Oriented Design of Real-Time and Distributed Systems (3 units)**

Advanced course in software design dealing with design issues at a high level of abstraction. Design models: use case maps for high-level behaviour description; UML for traditional object-oriented concerns. Design patterns. Forward, reverse, and re-engineering. Substantial course project on applications chosen by students. This course is equivalent to SYSC 5806 at Carleton University.

**Course Component: **Lecture

**ELG 6187 Advanced Topics in Computer Systems (3 units)**

This course is equivalent to SYSC 5807 at Carleton University.

**Course Component: **Lecture

**ELG 6188 Communications Network Management (3 units)**

Network management issues, WANs and LANs. The Internet and ISO models of network management. Network management protocols SNMP, CMIP, CMOT, etc. Events, Managed Objects and MIBs. Fault management techniques. Current diagnostic theory and its limitations. AI and Machine learning approaches. Monitoring and fault management tools. This course is equivalent to SYSC 5808 at Carleton University.

**Course Component: **Lecture

**ELG 6189 Designing Secure Networking and Computer Systems (3 units)**

Security issues in data networks and computer systems. The course considers the protocol layers, looks at issues that are associated with specific types of network architectures. Issues with Web security, protocol security and different classes of attacks and defences will also be addressed. Finally, security issues in emerging paradigms, and trends such as social networks and cloud computing, will be addressed. This course is equivalent to SYSC 5500 at Carleton University.

**Course Component: **Lecture

**ELG 6196 Directed Studies (3 units)**

**Course Component: **Lecture

**ELG 6320 Advanced Topics in Integrated Circuits and Devices (3 units)**

Recent and advanced topics in the field of Integrated Circuits and Devices and its related areas. This course is equivalent to EACJ 5208/ELEC 5200 at Carleton University.

**Course Component: **Lecture

**ELG 6321 Principles and Design of Advanced Biomedical Instrumentation (3 units)**

Principles of physiological measurements and related instrumentation with particular applications to cardiology, lung function, cerebral and muscle signals, surgery and anaesthesiology, ultrasound measurements, and critical care for infants. This course is equivalent to EACJ 5302/SYSC 5302 at Carleton University.

**Course Component: **Lecture

**ELG 6340 Advanced Linear and Nonlinear Circuit Theory and Application (3 units)**

Graph theory, incidence matrices, cutset matrices, generalized KCL, topological formulation, state-space equations, Tellegen's theorem, state-transition matrix, multi-port representation, stability, passivity, causality, synthesis of passive circuits, active networks, nonlinear dynamic circuits. This course is equivalent to ELEC 6340 at Carleton University.

**Course Component: **Lecture

**ELG 6342 Introduction to Electronic Design Automation Algorithms and Techniques (3 units)**

Digital design process; Overview of design automation tools/methodologies; Theory of computational complexity; Layout compaction; Placement and Partitioning; Floorplanning; Routing; Digital simulation; Switch-level simulation; Logic synthesis; Verification; Analog and RF simulation. Area: Computer-Aided Design for Electronic Circuits. This course is equivalent to ELEC 5402 at Carleton University.

**Course Component: **Lecture

**ELG 6344 Neural Networks for High-Speed /High Frequency Circuit Design (3 units)**

Neural network methodologies for computer-aided design of high-speed/ high-frequency circuits, including modeling of passive and active devices/circuits, and their applications in high-level design and optimization in wired and wireless electronic systems. This course is equivalent to ELEC 5404 at Carleton University.

**Course Component: **Lecture

**ELG 6349 Microwave and Millimeterwave Integrated Circuits (3 units)**

Design of communications electronics components with emphasis on GaAs MMIC implementation. Overview of MESFET, HEMT, HBT device modeling. Integrated lumped/ distributed passive element modeling. Broadband impedance matching. Design of direct-coupled amplifiers, distributed amplifiers, power devices and amplifiers, phase shifters, switches, attenuators, mixers, oscillators. This course is equivalent to ELEC 5409 at Carleton University.

**Course Component: **Lecture

**ELG 6351 Passive Microware Circuits (3 units)**

Characteristics of homogeneous and inhomogeneous transmission lines and waveguides. Planar transmission lines: stripline, microstrip, coplanar lines, slotline. Coupled transmission lines. Modelling of discontinuities. Ferrite components. Microwave network analysis: parameters, CAD models. Design of impedance-matching networks, directional couplers, power splitters, filters. Applications in MICs and MMICs. This course is equivalent to ELEC 5501 at Carleton University.

**Course Component: **Lecture

**ELG 6352 Analog Integrated Filters (3 units)**

The fundamentals and details of analog integrated filters with emphasis on active continuous-time filters and SAW filters. Comparison to switched-capacitor filters. Review of filter concepts, types of filters, approximations, transformations. Building blocks such as op amps, transconductance amplifiers, and gyrators. Design using cascaded second-order sections, multiple loop feedback and LC ladder simulations. Discussion of issues such as tuning, linearity, dynamic range, and noise. This course is equivalent to ELEC 5502 at Carleton University.

**Course Component: **Lecture

**ELG 6353 Radio Frequency Integrated Circuit Design (3 units)**

Integrated radio front-end component design, with emphasis on a bipolar process. Overview of radio systems, discussion of frequency response, gain, noise, linearity, intermodulation, image rejection, impedance matching, stability, and power dissipation. Detailed design of low-noise amplifiers, mixers, oscillators and power amplifiers. Design alternatives through the use of one-chip inductors and baluns. The impact of process variations, parasitics, and packaging. Simulation issues and techniques. This course is equivalent to ELEC 5503 at Carleton University.

**Course Component: **Lecture

**ELG 6354 Analysis of High-Speed Electronic Packages and Interconnects (3 units)**

Introduction to techniques of modelling, simulation and optimization in designing high-speed VLSI packages and systems; models for IC packages, interconnects and ground/power planes; lumped element models, distributed models and EM-based models for high-speed VLSI interconnects; delay, crosstalk and switching noise analysis; simulation of multiconductor transmission line networks; asymptotic waveform evaluation (AWE) and moment matching techniques; concurrent thermal and electrical analysis of IC packages and boards; optimization of signal integrity in IC packages and printed circuit boards; macromodelling of linear and non-linear components and circuits. This course is equivalent to ELEC 5504 at Carleton University.

**Course Component: **Lecture

**ELG 6355 Passive Circuit Theory (3 units)**

General description of networks, leading to matrix representation of n-terminal lumped and distributed networks. Elements of matrix algebra as applied to networks. Properties of network functions; poles and zeros of driving point and transfer functions. Foster and Cauer canonic forms. Synthesis of lossless two-ports, single- and double-terminated. Modern filter theory; approximation of characteristics by rational functions; Butterworth and Chebyshev approximations. General parameter filters; graphical design. Elliptic filters, predistortion. Phase response and group delay; all-pass and Bessel filters. This course is equivalent to ELEC 5505 at Carleton University.

**Course Component: **Lecture

**ELG 6356 Simulation and Optimization of Electronic Circuits (3 units)**

Time and frequency-domain formulations for simulation, sensitivity analysis and optimization. Optimization techniques for performance, cost and yield-driven analysis of electronic circuits. Optimization approaches to modelling and parameter extraction of active and passive elements. Advanced techniques include statistical modelling, tolerance and reliability optimization, computer-aided tuning and analog diagnosis, and large-scale optimizations. Examples and case studies include FET modelling, optimization of amplifiers, filters, multiplexers, mixers, high-speed VLSI packages/interconnects, signal-integrity in high-speed ICs, printed circuit boards and multichip modules. This course is equivalent to ELEC 5506 at Carleton University.

**Course Component: **Lecture

**ELG 6357 Active Circuit Theory (3 units)**

Characterization of negative-resistance one-port networks, signal general and amplification. Active two-ports; y, z, h, k, chain and scattering parameters. Measurement of two-port parameters. Activity and passivity; reciprocity, non-reciprocity, and anti-reciprocity. Gyrator as a circuit element. Stability, inherent and conditional; power gain of conjugate and mismatched two-port amplifiers. Amplifier gain sensitivity. Stability, inherent and conditional; power gain of conjugate and mismatched two-port amplifiers. Active filter design; gyrator, negative immittance converter (NIC) and operational amplifier used as functional elements. Practical realization of gyrators and NICs. Active network synthesis. This course is equivalent to ELEC 5507 at Carleton University.

**Course Component: **Lecture

**ELG 6358 Advanced Methods for Simulation of Large-Scale Circuits and Systems (3 units)**

This course is equivalent to ELEC 5508 at Carleton University.

**Course Component: **Lecture

**ELG 6359 Integrated Circuit Technology (3 units)**

Survey of technology used in integrated circuit fabrication. Crystal growth and crystal defects, oxidation, diffusion, ion implantation and annealing, gettering, chemical vapour deposition, etching, materials for metallization and contacting, and photolithography. Structures and fabrication techniques for submicron devices. Applications in CMOS and BiCMOS processes. This course is equivalent to ELEC 5509 at Carleton University.

**Course Component: **Lecture

**ELG 6360 Digital Integrated Circuit Testing (3 units)**

Production testing of digital integrated circuits. Cost and difficulty of testing. Outline of methods of testing used in production. Testing schemes and design for testability. Specific topics are faults and fault models, yield estimates, testability measures, fault simulation, test generation methods, sequential testing, scan design, boundary scan, built-in self-test, CMOS testing. This course is equivalent to ELEC 5600 at Carleton University.

**Course Component: **Lecture

**ELG 6362 Microwave Semiconductor Devices and Applications (3 units)**

Theory of operation for microwave diodes (varactor, p-i-n, Gunn, IMPATT) and transistors (BJT, MESFET, HBT, HEMT). Small-signal, large-signal, and noise models for CAD. Diode oscillators and reflection amplifiers. Design of transitor oscillators and amplifiers. Discussion of technology/fabrication issues and MMIC applications. This course is equivalent to ELEC 5602 at Carleton University.

**Course Component: **Lecture

**ELG 6363 Communications Technology (3 units)**

Review of groundwave, skywave and transionospheric propagation modes relevant to radar, communications and other systems operating in the medium to extra-high frequency bands. The occurrence and magnitude of various types of electromagnetic noise: physical principles involved, modelling and prediction techniques, and limitations of such techniques in practical situations. This course is equivalent to ELEC 5603 at Carleton University.

**Course Component: **Lecture

**ELG 6364 Radar Systems (3 units)**

Fundamentals: range equation, minimum detectable signal, radar cross-section, pulse repetition frequency, range ambiguities. Classes of Radar: CW, FM-CW, MTI, tracking, air surveillance, SSR, PAR, MLS, SAR, SLAR, OTH, 3D and bistatic radars. Radar subsystems: transmitters, antennas, receivers, processors, displays. Detection criteria: CFAR receivers, noise, clutter, precipitation. Waveform design: ambiguity functions, pulse compression. Propagation characteristics: earth's curvature, refraction, diffraction, attenuation. This course is equivalent to ELEC 5604 at Carleton University.

**Course Component: **Lecture

**ELG 6365 Optical Fibre Communication (3 units)**

Transmission characteristics of and design considerations for multi-mode and single-mode optical fibre waveguides; materials, structures, and device properties of laser light sources; properties and performance of p-i-n and avalanche photodiodes; types of optical fibre signal formats, preamplifier topologies and noise, receiver sensitivity, transmitter design; link design for digital sytems. This course is equivalent to ELEC 5605 at Carleton University.

**Course Component: **Lecture

**ELG 6366 Phase-Locked Circuits (3 units)**

Phase-locked loops: components, fundamentals, stability, transient response, sinusoidal operation, noise performance, tracking, acquisition and optimization. Receiver synchronizers: carrier synchronizers including squaring loop, Costas loop, and remodulator for BPSK, QPSK BER performance; clock synchronizers including early late gate, inphase/midphase, and delay line multiplier; direct sequence spread spectrum code synchronizers including single dwell and multiple dwell serial PN acquisition, matched filter PN acquisition, delay locked loop and Tau-Dither loop PN tracking; frequency hopped spread spectrum time and frequency synchronization. This course is equivalent to ELEC 5606 at Carleton University.

**Course Component: **Lecture

**ELG 6367 Fundamentals of Antenna Engineering (3 units)**

Basic properties of antennas (gain, radiation patterns, polarization, antenna temperature). Analysis of common antennas (dipoles, loops, helices, aperture antennas, microstrip, dielectric resonator antennas, reflectors). Analysis and design of linear and planar arrays (array factors, beam scanning, amplitude weighting, feed networks). This course is equivalent to ELEC 5607 at Carleton University.

**Course Component: **Lecture

**ELG 6368 Fourier Optics (3 units)**

The theory and applications of diffractive and non-diffractive coherent optics, with emphasis on holograms, tomography and high-speed optical computing. Mathematical basis: generalized 2-D Fourier transforms, transfer function of an optical system, 2-D sampling theory, Helmholtz equation, Green's theorem, and the classical diffraction theories. Eikonal equations; the lens as an optical Fourier transformer; optical imaging and filtering. Bragg cells and their application in optical correlators and spectrum analyzers. Computed axial tomography (CAT scans) with non-diffractive and diffractive sources: Fourier Slice theorem, Filtered Backprojection, Born and Rytov approximations. Physical and computer-generated holograms, volume holograms, holographic optical elements. Optical computing: spatial filtering, holographic memory, optical processors, optical pattern recognition. This course is equivalent to ELEC 5608 at Carleton University.

**Course Component: **Lecture

**ELG 6369 Nonlinear Microwaves Devices and Effects (3 units)**

The physical basis and mathematical modelling of a variety of microwave/millimetre-wave devices, (some of which exhibit the most extreme nonlinear behaviour known), how they can be exploited in practical circuits and systems, and how the resulting device/circuit interactions can be analyzed. Devices include two-terminal nonlinear-resistance elements (varistors) and two two-terminal nonlinear-reactance devices (varactors) based on classical, heterostructure and superconducting technologies: pn and Schottky-barrier diodes, tunnel and resonant-tunneling diodes, BIN and BNN varactor diodes, single-barrier-varactor diodes, high-electron-mobility varactor diodes, Josephson-junction diodes, and SIS quasiparticle tunneling junctions. Three-terminal nonlinear devices include MESFETs, HBTs, and HEMTs and RHETs. Circuit applications encompass direct radiation detectors; frequency mixers; resistive, reactive, and active frequency multipliers; as well as reactive and regenerative frequency dividers. Emphasis will be placed on analytical approaches that provide global insight into the nonlinear phenomena. This course is equivalent to ELEC 5609 at Carleton University.

**Course Component: **Lecture

**ELG 6370 Spread Spectrum Systems (3 units)**

**Course Component: **Lecture

**ELG 6372 Principles of Photonics (3 units)**

Electromagnetic wave propagation in crystals; review of geometric optics; Gaussian beam propagation; optical fibres; dielectric waveguides for optical integrated circuits; optical resonators; optical properties of materials; theory of laser oscillation; specific laser systems; electro-optic modulators; photorefractive materials and applications; holography; optical interconnects. This course is equivalent to ELEC 5702 at Carleton University.

**Course Component: **Lecture

**ELG 6373 Advanced Topics in Solid State Devices and Ic Technology (3 units)**

Recent and advanced topics in Solid State Devices and IC Technology. The subject material will vary from year to year according to research interests in the department. Students may be expected to contribute to lectures or seminars on selected topics. This course is equivalent to ELEC 5703 at Carleton University.

**Course Component: **Lecture

Prerequisite: Permission of the Department.

**ELG 6374 Advanced Topics in Cad (3 units)**

Recent and advanced topics in Computer-Aided Design (CAD). The subject material will vary from year to year according to research interests in the department. Students may be expected to contribute to lectures or seminars on selected topics. This course is equivalent to ELEC 5704 at Carleton University.

**Course Component: **Lecture

Prerequisite: Permission of the Department.

**ELG 6375 Advanced Topics in Vlsi (3 units)**

Recent and advanced topics in Very Large Scale Integration (VLSI). The subject material will vary from year to year according to research interests in the department. Students may be expected to contribute to lectures or seminars on selected topics. This course is equivalent to ELEC 5705 at Carleton University.

**Course Component: **Lecture

Prerequisite: Permission of the Department.

**ELG 6376 Submicron Cmos and Bicmos Circuits for Sampled Data Applications (3 units)**

The analog aspects of digital CMOS and BiCMOS circuit design in submicron technologies including reliability; sampled analog circuits, including amplifier nonidealities and switch charge injection; CMOS/BiCMOS amplifier design considerations, leading up to standard folded-cascode and two-stage circuits. This course is equivalent to ELEC 5706 at Carleton University.

**Course Component: **Lecture

**ELG 6377 Microsensors and Mems (3 units)**

Physical design of microelectromechanical systems (MEMS) and microfabricated sensors and actuators. An overview of thin and thick film processes and micromachining techniques will provide fabrication background. Design of a variety of devices including piezoresistive, piezoelectric, electromagnetic, thermal, optical, and chemical sensors and actuators. This course is equivalent to ELEC 5707 at Carleton University.

**Course Component: **Lecture

**ELG 6378 Asic's in Telecommunications (3 units)**

The definition of Application Specific Integrated Circuits is given along with current ASIC technology trends. CMOS and BiCMOS fabrication technologies are compared for their potential use in communications circuits. Circuit building blocks such as amplifiers, switched-capacitor filters and analog to digital converters are overviewed in the context of their communications applications. An overview of vendor technologies is followed by application examples such as line drivers, pulse shaping and equalization circuits, high-speed data transmission over twisted pair copper cables and mobile radio components and implementation issues. Students are required to submit a related literature study and design a communications integrated circuit component using a standard cell library environment. This course is equivalent to ELEC 5708 at Carleton University.

**Course Component: **Lecture

**ELG 6379 Advanced Topics in Electromagnetics (3 units)**

This course is equivalent to ELEC 5709 at Carleton University.

**Course Component: **Lecture

**ELG 6380 Theory Semiconductor Devices (3 units)**

Review of solid state physics underlying device mechanisms. Equilibrium and non-equilibrium conditions in a semiconductor. Carrier transport theory. Physical theory of basic semiconductor device structures and aspects of design: PN junctions and bipolar transistors, field effect devices. Current transport relationships for transistors. Charge control theory. Modelling of device mechanisms. Performance limitations of transistors. This course is equivalent to ELEC 5800 at Carleton University.

**Course Component: **Lecture

**ELG 6381 High-Speed and Low-Power Vlsi (3 units)**

High-Speed and Low-Power CMOS VLSI Circuit techniques covering the low and high levels of abstraction, including Transistor, Switch, Logic-Gate, Module, and System Levels. At each level students learn the state-of-the-art techniques to optimize the performance and energy consumption of a circuit. They also use one or more of these techniques in a design project. This course is equivalent to ELEC 5801 at Carleton University.

**Course Component: **Lecture

Prerequisites: ELG 6384

**ELG 6382 Surface Controlled Semiconductor Devices (3 units)**

Fundamentals of the MOS system: MOS capacitors. Long channel behaviour: theory, limitations and performance of the SPICE level 1 and 2 models. Small geometry effects: theory, limitations and performance of the SPICE level 3 model. Subthreshold operation and modelling. Hot electron effects and reliability. Advanced analysis: the MISNAN model. This course is equivalent to ELEC 5802 at Carleton University.

**Course Component: **Lecture

**ELG 6383 Computer Aided Design: Automated Ic Synthesis (3 units)**

Various topics related to computer analysis and synthesis of VLSI circuits including: logic synthesis, finite state machine synthesis, design methodologies, design for reuse, testing, common VLSI functions, a review of Verilog. This course is equivalent to ELEC 5803 at Carleton University.

**Course Component: **Lecture

Prerequisite: some IC design knowledge such as given in 4708.

**ELG 6384 Integrated Circuit Engineer. I (3 units)**

Integrated circuit design with a strong emphasis on design methodology. Design philosophies considered include Full Custom design, standard cells, gate arrays and sea-of-gates using CMOS and BiCMOS technology. This course is equivalent to ELEC 5804 at Carleton University.

**Course Component: **Lecture

**ELG 6385 Integrated Circuit Engineering II (3 units)**

Using state-of-the-art CMOS and BiCMOS technologies, students will initiate their own design of an integrated circuit using tools in the CAD lab and submit it for fabrication where the design warrants. This course is equivalent to ELEC 5805 at Carleton University.

**Course Component: **Lecture

**ELG 6388 Signal Processing Electronics (3 units)**

Signal processing from the viewpoint of analog circuit design. CCDs, BBDs, transversal filters, recursive filters, switched capacitor filters, with particular emphasis on integration of analog signal processing techniques in monolithic MOS ICs. Detailed operational amplifier design in CMOS technology. Implications of nonideal operational amplifier behaviour in filter performance. Basic sampled data concepts, detailed Z transform analysis of switched capacitor filters and more complex circuits. Noise in analog and sampled analog circuits, including calculation of dynamic range and signal-to-noise ratio. This course is equivalent to ELEC 5808 at Carleton University.

**Course Component: **Lecture

**ELG 6389 Nonlinear Electronic Circuits (3 units)**

A unified representation of non-linear circuits used in today's telecommunications ICs is introduced. Nonlinear representation of circuits based on operational amplifiers, sinusoidal oscillators, amplitude modulators, demodulators, frequency modulators, frequency demodulators, mixers and Phase Locked Loop (PLL) is introduced. Design implications for commonly used Complementory Metal-Oxide Semiconductor (CMOS) and bipolar circuits. This course is equivalent to ELEC 5809 at Carleton University.

**Course Component: **Lecture

Courses ELG 6389, ELG 6375 (ELEC 5705) cannot be combined for units if taken as a special topic in ELG 6375.

**ELG 6392 Advanced Linear and Nonlinear Circuit Theory and Application (3 units)**

Graph theory, incidence matrices, cutset matrices, generalized KCL, topological formulation, state-space equations, Tellegen's theorem, state-transition matrix, multi-port representation, stability, passivity, causality, synthesis of passive circuits, active networks, nonlinear dynamic circuits. This course is equivalent to ELEC 6340 at Carleton University.

**Course Component: **Lecture

**ELG 6393 Interactive Networked Systems & Telemedicine (3 units)**

Telemanipulator; human motoring and sensory capabilities; typical interface devices; mathematical model of haptic interfaces; haptic rendering; stability and transparency; remote control schemes; time delay compensation; networking and real-time protocols, history and challenges of telemedicine; telemedicine applications: telesurgery, tele-monitoring, tele-diagnosis and tele-homecare. This course is equivalent to SYSC 5303 at Carleton University.

**Course Component: **Lecture

**ELG 6396 Directed Studies (3 units)**

**Course Component: **Lecture

**ELG 6397 Solar Cells - Principles, Materials, Systems and Operation (3 units)**

Solar radiation. Solar cells: crystalline silicon, thin film technologies, space and concentrator cells, organic and dye sensitized. Photovoltaic systems: introduction, balance of system components, grid-connected systems, space and concentrator systems. Testing, monitoring, and calibration standards. Economics, environment and business strategy.

**Course Component: **Lecture

**ELG 7100 Topics in Electromagnetics I (3 units)**

This course is equivalent to EACJ 5404 at Carleton University.

**Course Component: **Lecture

**ELG 7113 Topics in Systems and Control I (3 units)**

Current topics in the field, including linear semigroup theory and optimal feedback control. This course is equivalent to EACJ 5209 at Carleton University.

**Course Component: **Lecture

**ELG 7114 Topics in Systems and Control II (3 units)**

Current topics in the field, including linear and nonlinear filtering and optimal control of stochastic systems. This course is equivalent to EACJ 5300 at Carleton University.

**Course Component: **Lecture

**ELG 7132 Topics in Electronics I (3 units)**

Current topics in the field. This course is equivalent to EACJ 5006 at Carleton University.

**Course Component: **Lecture

**ELG 7171 Topics in Signal Processing I (3 units)**

**Course Component: **Lecture

**ELG 7172 Topics in Signal Processing I (3 units)**

This course is equivalent to EACJ 5600 at Carleton University.

**Course Component: **Lecture

**ELG 7173 Topics in Signal Processing II (3 units)**

This course is equivalent to EACJ 5601 at Carleton University.

**Course Component: **Lecture

**ELG 7177 Topics in Communications I (3 units)**

Current topics in the field. This course is equivalent to EACJ 5605 at Carleton University.

**Course Component: **Lecture

**ELG 7178 Topics in Communication II (3 units)**

This course is equivalent to EACJ 5606 at Carleton University.

**Course Component: **Lecture

**ELG 7179 Topics in Signal Processing III (3 units)**

This course is equivalent to EACJ 5603 at Carleton University.

**Course Component: **Lecture

**ELG 7186 Topics in Computers I (3 units)**

This course is equivalent to EACJ 5807 at Carleton University.

**Course Component: **Lecture

**ELG 7187 Topics in Computers II (3 units)**

This course is equivalent to EACJ 5808 at Carleton University.

**Course Component: **Lecture

**ELG 7199 Directed Studies (3 units)**

Various possibilities exist for pursuing directed studies on topics approved by the Department and which a full-time faculty member has agreed to direct, including any of the courses listed in the Graduate Calendar that are not being offered on a formal basis in the current academic year. This course is equivalent to EACJ 5101 at Carleton University.

**Course Component: **Research

Permission of the Department is required.

**ELG 7500 Sujets choisis en électromagnétique (3 crédits)**

Ce cours est équivalent à EACJ 5308 à la Carleton University.

**Volet : **Cours magistral

**ELG 7572 Sujets choisis en télécommunications et traitement de signaux (3 crédits)**

Ce cours est équivalent à EACJ 5702 à la Carleton University.

**Volet : **Cours magistral

**ELG 7573 Sujets choisis sur les ordinateurs (3 crédits)**

Ce cours est équivalent à EACJ 5900 à la Carleton University.

**Volet : **Cours magistral

**ELG 7574 Sujets choisis en systèmes et réglage automatique (3 crédits)**

Sujets d'intérêt courant dans le domaine. Ce cours est équivalent à EACJ 5301 à la Carleton University.

**Volet : **Cours magistral

**ELG 7575 Sujets choisis en électronique (3 crédits)**

Ce cours est équivalent à EACJ 5008 à la Carleton University.

**Volet : **Cours magistral

**ELG 8000 Co-Op Work Term I / Co-Op Work Term I**

Pour les étudiants et les étudiantes d'un programme coopératif de maîtrise qui font leur première session de travail. / For students in a co-operative master's program who are on their first work session.

**Volet / Course Component: **Stage / Work Term

**ELG 8001 Co-Op Work Term II / Co-Op Work Term II**

Pour les candidats et les candidates à un programme coopératif de maîtrise qui font leur deuxième session de travail. / For students in a co-operative master's program who are on their second work session.

**Volet / Course Component: **Stage / Work Term

**ELG 9997 Proposition de thèse de doctorat / Ph.D. Thesis Proposal**

**Volet / Course Component: **Recherche / Research

**ELG 9998 Ph.D. Comprehensive Examination**

**Volet / Course Component: **Recherche / Research