ECE Course Outline
Intelligent Control (3-0-3)
- ECE 6550
- Catalog Description
- Principles of intelligent systems and their utility in modeling, identification and control of complex systems; neuro-fuzzy tools applied to supervisory control; hands-on laboratory experience.
- No Textbook Specified.
- Topical Outline
* What is Intelligence? (1 week) - Attributes of intelligent behavior - learning, adaptation, fault- tolerance, self-organization * Learning Automata and Neural Networks (2 weeks) - Demonstration of intelligent attributes * Review of Basic Artificial Concepts (1 week) - Heuristic Search - Expert Systems - Knowledge representation - Problem solving * Intelligent Control (2 weeks) - Auto-tuning - Expert control - Adaptive control * Neuro-Fuzzy Control (2 weeks) - Principles of neuro-fuzzy systems - Application to identification and control * Genetic Algorithms (1 week) - Global optimization techniques * Intelligent Systems in Sensor Fusion and Data Management (1 week) * Intelligent Planning and Scheduling (2 weeks) - Examples in the manufacturing arena * Supervisor Control (2 weeks) - Diagnostics/Prognostics - Fault-tolerant control * Class Projects (1 week)
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