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DNA Computing Based Genetic Algorithm - Applications in Industrial Process Modeling and Control (Paperback, 1st ed. 2020)
Loot Price: R4,437
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DNA Computing Based Genetic Algorithm - Applications in Industrial Process Modeling and Control (Paperback, 1st ed. 2020)
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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.
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