Fundamentals of Optimization Techniques with Algorithms

Fundamentals of Optimization Techniques with Algorithms

by Sukanta Nayak
Epub (Kobo), Epub (Adobe)
Publication Date: 01/09/2020

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Optimization is a key concept in mathematics, computer science, and operations research, and is essential to the modeling of any system, playing an integral role in computer-aided design. Fundamentals of Optimization Techniques with Algorithms presents a complete package of various traditional and advanced optimization techniques along with a variety of example problems, algorithms and MATLABĀ© code optimization techniques, for linear and nonlinear single variable and multivariable models, as well as multi-objective and advanced optimization techniques. It presents both theoretical and numerical perspectives in a clear and approachable way. In order to help the reader apply optimization techniques in practice, the book details program codes and computer-aided designs in relation to real-world problems. Ten chapters cover, an introduction to optimization; linear programming; single variable nonlinear optimization; multivariable unconstrained nonlinear optimization; multivariable constrained nonlinear optimization; geometric programming; dynamic programming; integer programming; multi-objective optimization; and nature-inspired optimization. This book provides accessible coverage of optimization techniques, and helps the reader to apply them in practice.



  • Presents optimization techniques clearly, including worked-out examples, from traditional to advanced

  • Maps out the relations between optimization and other mathematical topics and disciplines

  • Provides systematic coverage of algorithms to facilitate computer coding

  • Gives MATLABĀ© codes in relation to optimization techniques and their use in computer-aided design

  • Presents nature-inspired optimization techniques including genetic algorithms and artificial neural networks

ISBN:
9780128224922
9780128224922
Category:
Applied mathematics
Format:
Epub (Kobo), Epub (Adobe)
Publication Date:
01-09-2020
Language:
English
Publisher:
Elsevier Science

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