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DNA Computing Based Genetic Algorithm

Applications in Industrial Process Modeling and Control

Produktform: Buch / Einband - fest (Hardcover)

This book focuses on the implementation, evaluation and application of DNA/RNA-based genetic algorithms in connection with neural network modeling, fuzzy control, the Q-learning algorithm and CNN deep learning classifier. It presents several DNA/RNA-based genetic algorithms and their modifications, which are tested using benchmarks, as well as detailed information on the implementation steps and program code. In addition to single-objective optimization, here genetic algorithms are also used to solve multi-objective optimization for neural network modeling, fuzzy control, model predictive control and PID control. In closing, new topics such as Q-learning and CNN are introduced. The book offers a valuable reference guide for researchers and designers in system modeling and control, and for senior undergraduate and graduate students at colleges and universities. weiterlesen

Sprache(n): Englisch

ISBN: 978-9811554025 / 978-9811554025 / 9789811554025

Verlag: Springer Singapore

Erscheinungsdatum: 01.07.2020

Seiten: 274

Auflage: 1

Autor(en): YONG ZHU, Ridong Zhang, Jili Tao

160,49 € inkl. MwSt.
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lieferbar - Lieferzeit 10-15 Werktage

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