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Optimization and Artificial Intelligence

Optimization and Artificial Intelligence
330-3601/01
čeština Optimization and Artificial Intelligence
330-3601/02
angličtina

Anotace

Welcome to a subject where technology and smart solutions are changing the game. You'll learn how to formulate optimization problems, define objective functions, and discover how artificial intelligence (AI) is revolutionizing fields such as transportation, automation, mechanics, and additive technologies. You will explore different optimization methods - from analytical and numerical approaches to advanced AI techniques. You'll learn how to deal with constraints, work efficiently with data and use image processing algorithms. Plus, you'll delve into the topological optimization, where you'll learn how to improve structural designs, minimize weight, maximize load capacity, or meet other functional goals while accounting for spatial constraints. This course will provide you with practical skills and demonstrate the software tools that can be used to create innovative solutions to complex problems in today's world.

Povinná literatura

[1] RAVINDRAN, A., RAGSDELL, K. M., REKLAITIS, G. V. Engineering Optimization: Methods and Applications. 2. vydání. Hoboken: John Wiley & Sons, 2006. ISBN 978-0-471-55814-9 .
[2] BENDSØE, Martin P. a Ole SIGMUND. Topology Optimization: Theory, Methods and Applications. Berlin: Springer, 2003. ISBN 978-3-642-07698-5 .

Doporučená literatura

[1] NOCEDAL, Jorge a WRIGHT, Stephen. Numerical Optimization. 2nd edition. Springer, 2006. ISBN 978-0387303031.
[2] YANG, Won Y., CAO, Wenwu, CHUNG, Tae-Sang, MORRIS, John. Applied Numerical Methods Using MATLAB. Hoboken: Wiley-Interscience, 2005. ISBN 978-0-471-69833-3.
[3] LYSHEVSKI, Sergey E. Engineering and Scientific Computations Using MATLAB®. Wiley-Interscience, 2003. ISBN 978-0-471-46200-2 .


zpět na vyhledávání
Language of instruction čeština, angličtina
Code 330-3601
Abbreviation OUI
Course title Optimization and Artificial Intelligence
Coordinating department Department of Applied Mechanics
Course coordinator doc. Ing. Pavel Maršálek, Ph.D.