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Optimization Algorithms AI techniques for design, planning, and control problems (MEAP v11) - Alaa Khamis 2023 PDF Manning Publications BOOKS
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Optimization Algorithms AI techniques for design, planning, and control problems (MEAP v11)
Author: Alaa Khamis
Year: 2023
Pages: 741
Format: PDF
File size: 38.6 MB
Language: ENG



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The book "Optimization Algorithms AI Techniques for Design Planning and Control Problems MEAP v11" is a comprehensive guide to understanding the latest advancements in optimization algorithms and their applications in artificial intelligence (AI) for solving complex design planning and control problems. The book provides a thorough overview of the current state of the field, discussing the most recent developments and trends in optimization algorithms and their applications in various industries. It covers topics such as linear programming, gradient descent, genetic algorithms, simulated annealing, and ant colony optimization, among others, and demonstrates how these techniques can be used to solve real-world problems in fields like engineering, logistics, finance, and computer science. The book begins by introducing the fundamental concepts of optimization algorithms and their importance in modern technology. It explains how these algorithms have evolved over time and how they are now being applied to solve increasingly complex problems. The author highlights the need for a personal paradigm for perceiving the technological process of developing modern knowledge, emphasizing the significance of understanding the evolution of technology and its impact on society. This perspective is essential for survival in a rapidly changing world. The book then delves into the details of various optimization algorithms, explaining how each one works and its strengths and weaknesses. It covers linear programming, which is widely used in operations research and management science, and gradient descent, a powerful tool for optimizing functions.
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