Explanation of Course Numbers
- Those in the 6000s and 8000s are for master’s, doctoral, and professional-level students
- The 6000s are open to advanced undergraduate students with approval of the instructor and the dean or advising office
ECE 6005. Microcomputer Systems Architecture. 3 Credits.
Advanced topics in computer architecture and design; instruction-level parallelism, thread-level parallelism, memory, multithreading, and storage systems. (Fall, Every Year).
ECE 6010. Linear Systems Theory. 3 Credits.
Introduction to linear systems theory. Topics include linear vector spaces and linear operators, mathematical representation of dynamic linear systems, concept of state and solution of the state equation, controllability and observability, canonical forms of the state equation, state feedback, and state estimation. (Fall, Spring, Every Year).
ECE 6015. Stochastic Processes in Engineering. 3 Credits.
Basic concepts of modeling of random phenomena in electrical and computer systems: probability framework, stationarity, linear filtering. Optimization of discrete and continuous stochastic processes. Elements of performance analysis. (Fall, Spring, and Summer, Every Year).
ECE 6020. Applied Electromagnetics. 3 Credits.
Review of Maxwell’s equations; electromagnetics of circuits, plane wave propagation; transmission lines; waveguides; radiating systems; receiving antennas and pattern reciprocity, array antennas; electromagnetic properties of materials: conductors, crystals, devices; optical transmission. (Fall, Every Year).
ECE 6025. Signals and Transforms in Engineering. 3 Credits.
Signal spaces and approximation. Orthogonal functions. Fourier series and transform. Bandpass signals and modulation. Hilbert transform and analytic signals. Time frequency analysis. Short-time Fourier transform. Linear systems properties. Laplace transform. Sampling and discrete-time signals. Discrete-time Fourier transform and z-transform. Wavelets. (Fall and Spring, Every Year).
ECE 6030. Device Electronics. 3 Credits.
Semiconductor device concepts; doping, drift diffusion, recombination. Analysis of Schottky and Ohmic contacts, pn junctions, MOS systems. Modeling and analysis of semiconductor devices such as MOSFET and bipolar transistors. Hot electron and short and narrow channel effects. (Spring, Every Year).
ECE 6035. Introduction to Computer Networks. 3 Credits.
Layered protocol architectures. Digital transmission, fundamental limits. Error detection and ARQ protocols. Data link layer and control. Multiple access protocols. Circuit and packet switching. Multiplexing. Routing. Flow and congestion control, queue management. LAN standards. TCP/IP. Next-generation Internet. (Fall and spring, Every Year).
ECE 6045. Special Topics. 1-3 Credits.
Topics to be announced in the Schedule of Classes. (Fall and spring).
ECE 6050. Research. 1-12 Credits.
Applied research and experimentation projects, as arranged. May be repeated for credit.
ECE 6060. Electric Power Generation. 3 Credits.
Overview of primary traditional and alternative energy sources and storage. Analysis of machinery employed in energy conversion processes. Effect of independent power producers on long-term and short-term stability of large grids. (Fall, Every Year).
ECE 6105. Introduction to High-Performance Computing. 3 Credits.
Taxonomy and classifications of computers and parallel computers. Parallel thinking and parallel algorithms. Domain decomposition and load balancing. Programming parallel computers using the message passing, global address space, and partitioned global address space paradigms. Restricted to graduate students in science or engineering or permission of the instructor. (Fall, Every Year).
ECE 6120. Advanced Microarchitectures. 3 Credits.
Review of computer architecture fundamentals of performance and power; pipeline design and hazards; superscalar pipelines, speculation and recovery; fetch logic and instruction caches; branch prediction; decoder logic for CISC and RISC; scheduling and instruction issue; ALUs and register files; memory optimizations (scheduling, value prediction); commit logic. Prerequisite: ECE 6005. (Spring, Every Year).
ECE 6125. Parallel Computer Architecture. 3 Credits.
Architectural classifications and taxonomies of parallel computers; enabling technologies, including advanced processor concepts, interconnection networks, high-speed memory architectures and protocols; parallel performance and scalability; and introduction to parallel algorithms and parallel programming. Prerequisites: ECE 6005 or ECE 6105. (Spring, Every Year).
ECE 6130. Big Data and Cloud Computing. 3 Credits.
Research topics related to big data and cloud computing, including data centers, virtualization, hardware and software architecture; system-level issues on performance, energy efficiency, reliability, scalability, and security. Prerequisites: ECE 6005 or ECE 6105. (Spring, Every Year).
ECE 6132. Secure Cloud Computing. 3 Credits.
Security concerns and best practices for cloud computing and cloud services; cloud computing architectures, risk issues and legal topics; data security; internal and external clouds; information security frameworks and operations guidelines. Restricted to students in the MEng in cybersecurity policy and compliance program. (Fall, spring, and summer, Every Year).
ECE 6140. Embedded Systems. 3 Credits.
Architectural advances and instruction sets for embedded microprocessors. Real-time operating systems and real-time scheduling, use of pre-designed software and hardware cores. Sensors, actuators, and data acquisition. System-on-chip (SoC). Design case studies. Prerequisite: ECE 6005. (Fall, Every Year).
ECE 6150. Design of Interconnection Networks for Parallel Computer Architectures. 3 Credits.
The course is intended to provide students with an in-depth study and fundamental design principles of interconnection networks for parallel computing architectures including Network-on-Chips for multicores & Chip Multiprocessors (CMPs), interconnection networks for multiprocessors, multi-computers, and datacenters. Topics include interconnect topologies; routing protocols & algorithms; switching techniques; flow control protocols; router design; modeling and simulation tools; interconnect reliability, scalability, and security; and emerging technologies for interconnects (Optical, Wireless, Radio Frequency). The material covered in this course bridges the gap between courses such as VLSI, parallel computer architecture, high-performance computing, and computer networks. Restricted to SEAS Graduate Students. Prerequisites: ECE 6005 or equivalent course. Recommended background: Students in this course should have taken a prior course in computer organization or computer architecture. (Spring, Every Year).
ECE 6213. Design of VLSI Circuits. 3 Credits.
Top-down ASIC/FPGA design methodology; modeling of VLSI circuits using HDL; behavioral, structural, and RTL modeling techniques; logic synthesis techniques; design verification plan and techniques. Students design and verify a final project using state of the art commercial VLSI CAD tools for ASIC and FPGA (Altera). Prerequisite: ECE 6240. (Fall, Every Year).
ECE 6214. High-Level VLSI Design Methodology. 3 Credits.
High-level ASIC–FPGA design methodology. RTL modeling of VLSI circuits, using HDL for synthesis. Detailed discussion of logic synthesis. Architectural tradeoff for large VLSI circuits. Advanced optimization techniques. VLSI design flow, using the state-of-the-art, front-end design entry and simulation tools and back-end logic synthesis. Prerequisite: ECE 6213. (Spring, Every Year).
ECE 6215. Introduction to MEMS. 3 Credits.
Introduction to microelectromechanical and nanoelectromechanical systems (MEMS/NEMS). Basic principles of simulating, designing, and fabricating MEMS/NEMS. Prerequisite: ECE 6240. (Spring, Every Year).
ECE 6216. RF/VLSI Circuit Design. 3 Credits.
Introduction to radio frequency systems. RF design, specifications, S-parameters, gain, noise, stability, matching concepts, small signal amplifiers, low noise amplifiers, power amplifiers, system-level design. Students use CAD tools such as ADS and other industrial tools to design class project. Prerequisite: ECE 6240. (Spring, Odd Years).
ECE 6218. Advanced Analog VLSI Circuit Design. 3 Credits.
MOS technology: building blocks, devices, capacitors, limitations; perational amplifiers and other analog systems; layout examples and design principles; mixed-signal A/D and D/A. Students use the CAD VLSI laboratory to design and simulate circuits. Prerequisite: ECE 6240. (Spring, even years).
ECE 6221. Introduction to Physical Electronics. 3 Credits.
Theoretical principles underlying the operation of electronic devices. Postulates of quantum mechanics: wave–particle duality, uncertainty relations, electronic band structure. Free-carrier statistics; electron–photon interaction. Physical principles of semiconductor and optoelectronic devices. (Fall, Every Year).
ECE 6240. VLSI Design and Simulation. 3 Credits.
Study of VLSI circuit design including PMOS and NMOS transistor analysis, switch and gate logic design, understanding of semiconductor fabrication processes and design rules, CAD system, speed and power considerations, scaling of transistors to the nano-scale, and designing with highly variable process parameters. Each student will design a VLSI chip, simulate the design and submit a GDS II file for Chip fabrication. (Same as ECE 4140) (Fall, Every Year).
ECE 6245. Micro and Nano Fabrication Technology. 3 Credits.
Introduction to the basic fabrication principles at the micro and nano scale; students practice and fabricate simple devices. Restricted to graduate students. Prerequisite: ECE 2150. (Fall, Every Year).
ECE 6250. ASIC Design and Testing of VLSI Circuits. 3 Credits.
ASIC and mixed-signal design methodology, use of ASIC design CAD tools; logic synthesis, styles of synthesis, power/area/speed constraints; MIPS CPU HDL implementation/verification/testing; VLSI testing, fault models, design for testability techniques, scan path, built-in self-test. Chips designed and fabricated in ECE 4140 or ECE 6240 or equivalent course are tested. Prerequisites: ECE 4140 or ECE 6240. (Spring, Every Year).
ECE 6260. Introduction to Nanoelectronics. 3 Credits.
Nanoscience and technology and nanoelectronics. Basic nanofabrication steps; techniques to build devices such as carbon nanotubes, graphene device, and other 2D nanoelectronic devices. Tools for performing design and characterizations of nanodevices, including scanning electron microscopy (SEM), atomic force microscopy (AFM), and transmission electron microscope (TEM). (Same as ECE 4160) (Fall, Every Year).
ECE 6500. Information Theory. 3 Credits.
Introduction to the mathematical representation of information, including the concepts of entropy, mutual information and information transfer over noisy media; mathematical representation of information sources; entropy and mutual information; noiseless and noisy coding theorems; data compression; communication channels and their capacity to convey information; and rate distortion theory. Prerequisite: ECE 6015. (Spring, odd years).
ECE 6505. Error Control Coding. 3 Credits.
Introduction to the principles governing the mathematical theory of error detecting and correcting errors occurring in the transfer of information over digital communication channels. Prerequisite: ECE 6015. (Spring, Every Year).
ECE 6510. Communication Theory. 3 Credits.
Principles of digital communications. Channels, digital modulation; optimum receivers and algorithms in the AWGN; coherent, non-coherent, and fading channels. Correlation detectors, matched filters; diversity. Bounds on performance of communications, comparison of communications systems and implementation issues. Prerequisite: ECE 6015. (Spring, Every Year).
ECE 6520. Mobile and Wireless Communication Systems. 3 Credits.
Characterization of mobile and wireless channels. Indoor and outdoor path loss models. Multipath propagation. Fading. Fading countermeasures (coding and equalization). Power control. Cellular design and frequency reuse. Modulation and coding techniques. Spread spectrum and orthogonal frequency-division multiplexing (OFDM). Space-code division multiple access (SCDMA), multiple-input and multiple-output (MIMO). Prerequisite: ECE 6510. (Fall, Odd Years).
ECE 6525. Satellite Communication Systems. 3 Credits.
Low earth orbit and geostationary satellite systems; transmission systems; RF link budgets; modulation and multiplexing; multiple access techniques, including FDMA, TDMA, and CDMA; satellite transponders, antennas, and earth stations. Prerequisite: ECE 6510. (Fall, Every Year).
ECE 6530. Electronic Warfare. 3 Credits.
Electronic attack and protection of information; countermeasures and counter-countermeasures; attacks on ranging and tracking radar systems; jamming and jamming defense; attacks on communications systems; defensive techniques, signal design, spread spectrum; attack and defense of optical and high-energy systems. Offered as arranged. Prerequisite: ECE 6510. (Fall and spring, Every Year).
ECE 6550. Network Architectures and Protocols. 3 Credits.
Network topologies and control structures; switching and routing of information streams; Internet transmission protocols; data representations and codes; application protocols; mail and file transfer protocols; and network management systems. Prerequisite: ECE 6035. (Spring, Every Year).
ECE 6560. Network Performance Analysis. 3 Credits.
Telecommunications traffic models: arrival and service time distributions, Poisson and Erlang formulas. Topological design algorithms. Delay and blocking models and probabilities for packet switched networks. Routing, relaying, and flow control algorithms: delay and cost minimization, throughput optimization. Prerequisite: ECE 6015, ECE 6035. (Fall, Every Year).
ECE 6565. Telecommunications Security. 3 Credits.
Speech and data scrambling. Linear and nonlinear transformations. Cryptographic techniques. Block and stream ciphers. The Data Encryption Standard (DES). Key management, digital signatures, message authentication, hash functions. Public key algorithms. Prerequisite: graduate standing in science or engineering or consent of instructor.
ECE 6570. Telecommunications Security Protocols. 3 Credits.
The OSI security architecture: services and mechanisms, risk analysis; Internet protocol mechanisms; Ipv4 and Ipv6 security, security associations, authentication, MD5; encapsulating security payload (ESP); e-mail security: PGP, S/MIME, PEM, MSP; secure voice communications algorithms; security in Internet commerce: SSL, SET. Offered as arranged. Prerequisites: ECE 6035 and ECE 6565. (Fall and spring, Every Year).
ECE 6575. Optical Communication Networks. 3 Credits.
Wave propagation through fiber, dispersion, and polarization; multiplexing techniques, WDM; optical networking components; optical transmission systems design; all-optical networking, broadcast star, and wavelength routing networks. Performance analysis, survivability, control, and management; optical access networks. (Fall, Every Year).
ECE 6580. Wireless Networks. 3 Credits.
Traffic models for wireless networks; wireless network architectures; physical, MAC, and link layer protocols for wireless networks; TDMA, CDMA, and OFDM-based cellular networks; third- and fourth-generation cellular networks; wireless local area networks; IEE 802.11, 802.15 and 802/16 developments; Wi-Fi, Bluetooth, and WiMAX; cordless telephone technology. Prerequisite: ECE 6035. (Spring, Every Year).
ECE 6610. Electrical Energy Conversion. 3 Credits.
Three-phase and single-phase AC rotating machines and transformers, DC machines, rotating machines as circuit elements, power semiconductor converters. Renewable generation, utility grid integration, smart grid applications. May be taken for graduate credit by students in fields other than electrical engineering. (Spring, Every Year).
ECE 6620. Electrical Power Systems. 3 Credits.
AC power grids, transmission line parameters, load flow, economic dispatch voltage, frequency, and power flow control. Voltage, current, and power limitations. Fault analysis and stability considerations. Effect of independent power producers and variable energy sources and energy storage. (Same as ECE 4620) (Fall, Every Year).
ECE 6662. Power Electronics. 3 Credits.
The application of electronics to energy conversion. Principles of operation, analysis, and control of circuits including solid-state electronic switches. Methods of solving power electronic circuits and finding the steady-state values of important quantities. Deriving the linear model of the studied power electronic circuits and designing controllers for these devices. A general knowledge of electric circuits and linear control theory is required. (Spring, Every Year).
ECE 6666. Power System Transmission, Control, and Security. 3 Credits.
Analysis of AC networks, load flow, transient stability, economic dispatch, reactive compensation, FACTS, effects of alternative generation, voltage and frequency control, N-1 contingency, restoration techniques. Offered as arranged. Prerequisite: ECE 6620. (Fall and spring, Every Year).
ECE 6667. Nuclear Power Generation. 3 Credits.
Review of nuclear reactor engineering, traditional and developing reactor design, issues regarding the safe operation of nuclear plant, and control and regulatory aspects of nuclear power generation. Prerequisites: ECE 6620 or permission of the instructor. (Fall, Even Years).
ECE 6668. Power Distribution Grids. 3 Credits.
Equipment for power distribution for industrial, commercial, and residential applications; switching and safety at the distribution voltage level; bulk insulation level and insulation coordination principles; smart grid innovations; remote metering. Prerequisite: ECE 6620. (Fall, odd years).
ECE 6669. Smart Power Grids. 3 Credits.
Probability theory; basic power market reliability modeling and evaluation; generation supply reliability techniques, modeling and evaluation; reliability of transmission system and delivery of supply; loss of load probability evaluation; forced and maintenance outages and impact on system reliability; load forecasting and probability of interconnected systems; risk evaluation in power system operation; operating reserve techniques and indices; distribution system reliability including substations; composite system reliability modeling; reliability worth and value. (Spring, odd years).
ECE 6670. Power System Protection. 3 Credits.
Main philosophy for protection of power systems. Protection systems and approaches; reliability and security of protection systems; protection of generators, transformers, motors and transmission lines; requirements for distributed source generation (DSG); and requirements for system protection to prevent grid blackouts and enhance power system security. Prerequisite: ECE 6620 or permission of instructor. (Spring, Even Years).
ECE 6690. Power Systems Economics. 3 Credits.
Overview of electrical power market economics and market participants; production pricing and market clearing pricing; market ancillary service pricing. Location marginal pricing and zonal pricing schemes; new electrical generation entrant impact; investing in generation and in transmission; independent power producers and independent transmission owners. Offered as arranged. (Summer, Every Year).
ECE 6691. Power Systems Reliability. 3 Credits.
Probability theory; basic power market reliability modeling and evaluation; generation supply reliability techniques, modeling and evaluation; reliability of transmission system and delivery of supply; loss of load probability evaluation; forced and maintenance outages and impact on system reliability; load forecasting and probability of interconnected systems; risk evaluation in power system operation; operating reserve techniques and indices; distribution system reliability including substations; composite system reliability modeling; reliability worth and value (Spring, even years).
ECE 6699. Energy and Sustainability. 3 Credits.
Energy sources; consumptions; societal and environmental impacts; energy generation and harvesting technology; thermodynamics and efficiency limits; nanotechnology for sustainability; emission and pollution; growth models; learning curves; life-cycle-analysis; energy in an international perspective. Offered as arranged. Recommended background: A basic understanding of energy and thermodynamics such as material covered in ECE 4620 and MAE 2131. (Summer, Every Year).
ECE 6710. Microwave Engineering. 3 Credits.
Transmission line theory, transmission lines and waveguides, waveguide discontinuities, microwave networks, impedance matching and tuning, microwave resonators, power dividers and directional couplers, and microwave filters and active microwave circuits. Prerequisite: ECE 6020. (Fall, even years).
ECE 6715. Antennas. 3 Credits.
Antenna circuits, radiation pattern, reciprocity, gain, receiving cross-section, scattering by antennas, mutual coupling, arrays; polarization; radiation from current distributions, equivalent aperture currents, dipoles, patch antennas, large phased arrays. Restricted to graduate students in electrical engineering. Prerequisite: ECE 6020. (Spring, odd years).
ECE 6720. Remote Sensing. 3 Credits.
Active and passive remote-sensing systems: scatterometers, real-aperture imaging, and synthetic-aperture radars. Sensing of surface, subsurface, and atmospheric parameters at microwave, infrared, and optical frequencies. Analysis of radiometric techniques using radiative transport theory, inverse scattering methods, profile inversion. Prerequisite: ECE 6020. (Spring, even years).
ECE 6725. Electromagnetic Radiation and Scattering. 3 Credits.
Alternative representations of solutions to Maxwell equations, Fourier transforms and spherical mode representations, field equivalence principle, dyadic Green’s functions, radiation and scattering by simple shapes, geometrical theory of diffraction, integral equations and the moment method. Offered as arranged. Prerequisite: ECE 6020. (Summer, Every Year).
ECE 6730. Waves in Random Media. 3 Credits.
Propagation and scattering of electromagnetic, optical, and acoustic waves in random media, scattering from rough surfaces and randomly distributed particles, turbulence; applications to propagation through rain and fog; laser beam scintillations, remote sensing, and communications channel modeling; Monte Carlo simulation. Offered as arranged. Prerequisite: ECE 6725. (Summer, Every Year).
ECE 6735. Numerical Electromagnetics. 3 Credits.
Systematic discussion of useful numerical methods in computational electromagnetics, including integral equation techniques and differential equation techniques, both in the frequency and time domains. Hands-on experience with numerical techniques, including the method of moments, finite element and finite-difference time-domain methods, and spectral integral methods. Related numerical issues such as accuracy, stability, and dispersion are discussed. Examples are drawn from various electromagnetic applications such as nanowires, waveguides, and antenna radiation. Prerequisite: ECE 6020. (Fall, Odd Years).
ECE 6745. Analysis of Nonlinear and Multivalued Devices. 3 Credits.
Numerical techniques for modeling semiconductor and magnetic devices; modeling multivalued behavior of memory materials; optimization of geometry. Offered as arranged. Prerequisite: ECE 6020. (Summer, Every Year).
ECE 6750. Modern Radar Systems. 3 Credits.
The radar range equation; radar cross section of targets, target detection and parameter estimation, detection in clutter; resolution, ambiguities, and signal design; moving-target indicators; pulse-Doppler radar; radar antennas, phased arrays; synthetic aperture and space-based radar Prerequisite: ECE 6020. (Summer, Every Year).
ECE 6760. Propagation Modeling in Wireless Communications. 3 Credits.
Fundamentals of radiowave propagation and antennas with emphasis on recent research innovations in these areas. Prerequisite: ECE 6020. (Spring, odd years).
ECE 6765. Photonics and Fiber Optics. 3 Credits.
Concepts of opto-electronic devices; light-matter-interaction and absorption; device details and applications, including laser, photodetector, and modulators; optical cavity; waveguides and optical fibers; device and link considerations include energy-per-bit, modulation speed, and nano fabrication; plasmonics and nanophotonics. Industry perspective. (Spring, even years).
ECE 6770. Applied Magnetism. 3 Credits.
Classification of magnetic materials; magnetic measurements; soft and hard magnetic materials; applications to microwave, magnetic recording, permanent magnets, magneto-optics, magnetic refrigeration, sensors, magnetostrictive devices; electric power; superconducting devices. Offered as arranged. Prerequisite: ECE 6020. (Fall, Every Year).
ECE 6800. Computational Techniques in Electrical Engineering. 3 Credits.
Introduction to linear algebra and vector spaces as applied to networks and electrical systems; orthogonal bases, projections, and least squares; fast Fourier transforms; eigenvalues and eigenvectors with applications; computations with matrices; constrained optimization in electrical systems; network models and applications; special relativity. (Fall, Every Year).
ECE 6810. Speech and Audio Processing by Computer. 3 Credits.
Introduction to computer processing of speech and audio; acoustic sensor technologies and characteristics, direction fining, speech analysis and synthesis, audio formats and compression standards, time-varying autoregressive models, speech recognition, and automatic target recognition. Restricted to graduate students. (Fall, Every Year).
ECE 6815. Multimedia Processing. 3 Credits.
Introduction to multimedia; formats, conversion and combinations; delivery and trends; servers and networks; hardware and architecture; enduser devices; digital libraries, video conferencing and collaboration; and educational and health applications. Offered as arranged. Restricted to graduate students with programming experience in C, C++ or Java. Prerequisite: ECE 6005. (Summer, Every Year).
ECE 6820. Real-Time Digital Signal Processing. 3 Credits.
Digital signals, binary number representation, fixed-point and floating-point DSP architectures; Q-format for data representation, bit allocation and arithmetic; portability of arithmetic expressions: floating point vs. fixed point; development of real-time signal processing software; applications to signal parameter estimation, signal generation, filtering, signal correlation, spectral estimation (FFT). Offered as Arranged Prerequisite: ECE 6005. Recommended background: Basic knowledge of computer architecture and DSP algorithms; knowledge of C programming language, assembly language, and Matlab is desirable. (Spring, Every Year).
ECE 6825. Computer Control Systems. 3 Credits.
Analysis of automatic control systems in which the control procedure uses on-line digital computation. Topics include single- and multirate sampling, z-transforms, responses of discrete systems, stability criteria, and discrete control design. Prerequisite or concurrent registration: ECE 6010.
ECE 6830. System Optimization. 3 Credits.
Parameter optimization problems, theory of minima and maxima. Optimization problems for dynamic systems, calculus of variations, the maximum principle and the Hamilton–Jacobi equation. Optimization problems with constraints, optimal feedback systems. Numerical solution of optimal problems. Prerequisite: ECE 6010.
ECE 6835. Nonlinear Systems. 3 Credits.
Definition of linear and nonlinear systems; introduction to approximate analysis of nonlinear systems—describing functions, Krylov and Bogoliubov asymptotical method, and Tsypkin locus. Forced oscillations—jump resonance. Stability analysis—Liapunov criterion. Luré problem and Popov method. Prerequisite: ECE 6010.
ECE 6840. Digital Image Processing. 3 Credits.
Properties of images and visual systems; image acquisition, sampling, quantization; one- and two-dimensional image transform techniques; enhancement and restoration; image coding and data compression; segmentation, representation, boundary and shape, texture, matching; image understanding. Prerequisite: ECE 6800. (Spring, odd years).
ECE 6842. Image Engineering. 3 Credits.
Sensor/camera design and analysis as a system. Detection and noise processes underlying the sensing of optical radiation; the engineering and physics of image formation. Topics covered include radiometry/photometry, optics and image formation, device and camera characterization, and image quality metrics and system design trades. Prerequisites: ECE 6010, ECE 6015. (Fall, even years).
ECE 6845. Image Synthesis. 3 Credits.
Introduction to techniques for synthesizing images using mathematical models and other reconstruction techniques; the image formation process and other techniques for synthesizing color textures and three-dimensional scenes. Prerequisite: ECE 6015. (Spring, Every Year).
ECE 6850. Pattern Recognition. 3 Credits.
Random vectors, transformations; hypothesis testing, error probability, sequential methods. Bayes, other linear classifiers; discriminant functions, parameter estimation, learning, and dimensionality reduction; nonparametric methods; clustering; feature selection and ordering; computer applications and projects. Prerequisite: ECE 6015. (Fall, odd years).
ECE 6855. Digital Signal Processing Techniques. 3 Credits.
Signal and system representation, sampling and quantization, transform techniques; recursive and nonrecursive digital filter design, recursive estimation, linear predictive filtering; fast algorithms for signal processing. Prerequisite: ECE 6015. (Fall, Every Year).
ECE 6860. Compression Techniques for Data, Speech, and Video. 3 Credits.
Lossless and lossy coding theorems, rate distortion bound; data compression algorithms; differential coding; transform coding; voice, audio, image, and video coding techniques; data coding standards. Offered as arranged. Prerequisites: ECE 6015 and ECE 6025. (Fall, Every Year).
ECE 6865. Statistical Signal Estimation. 3 Credits.
Minimum variance unbiased estimation; Cramer–Rao bound, statistical modeling, sufficient statistics, maximum likelihood estimation, efficient estimators, and least squares; Bayesian estimators; Wiener and Kalman filters, complex data and parameters; applications to radar, speech, image, biomedicine, and communications, control. Prerequisite: ECE 6015. (Fall, odd years).
ECE 6875. Wavelets and Their Applications. 3 Credits.
Time-frequency analysis; continuous, discrete, and discrete-time wavelet transform; multirate filter banks; multiband wavelets, two-dimensional wavelets; wavelet packets and matching pursuit; wavelets in noise filtering, compression, modeling of fractals, communications, detection, adaptive systems, neural networks, and fast computation. Prerequisites: ECE 6025 and ECE 6855. (Spring, odd years).
ECE 6880. Adaptive Signal Processing. 3 Credits.
Adaptation criteria; least mean square and recursive least square; convergence of adaptive algorithms and tracking; linear and nonlinear Kalman filters; blind source separation. Iterative (turbo) decoding and equalization; nonlinear/non-Gaussian models: particle filtering; machine learning: back propagation, support vector machines; applications in system identification, adaptive channel equalization, interference cancellation and suppression, and adaptive antenna arrays. Prerequisite: ECE 6865. (Spring, even years).
ECE 6885. Computer Vision. 3 Credits.
Image processing; edge detection, segmentation, local features, shape and region description in 2D and 3D; Insights from human vision studies; representation for vision: object models, synthetic images, matching, gaps, algorithms. Interference, production system, syntactic networks; planning spatial reasoning for robot vision. Prerequisite: ECE 6850. (Spring, even years).
ECE 6998. Thesis Research. 3 Credits.
ECE 6999. Thesis Research. 3 Credits.
ECE 8150. Advanced Topics in Computer Architecture. 3 Credits.
ECE 8999. Dissertation Research. 0-12 Credits.
Limited to Doctor of Philosophy candidates. May be repeated for credit.
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