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portada Solving Optimization Problems Using Dynamic Programming
Type
Physical Book
Publisher
Author
Language
English
Pages
352
Format
Hardcover
ISBN13
9798887158570

Solving Optimization Problems Using Dynamic Programming

Vermeulen, Gail (Author) · Orysonpress · Hardcover

Solving Optimization Problems Using Dynamic Programming - Vermeulen, Gail

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Synopsis "Solving Optimization Problems Using Dynamic Programming"

"Solving Optimization Problems Using Dynamic Programming addresses the fundamental challenge of finding optimal solutions in complex systems, a critical endeavor across engineering, economics, computer science, and operations research. Traditional combinatorial methods often become intractable due to the exponential growth of possibilities, necessitating more efficient approaches. Dynamic programming offers a powerful paradigm to overcome these computational hurdles by breaking down complex problems into simpler, overlapping subproblems.\n\nThis book systematically explores the core computational principles, contrasting dynamic programming's efficiency with other methods. It delves into practical numerical techniques for discrete, continuous, and stochastic models, illustrating their application in control systems, resource allocation, and optimal control theory. Advanced topics include approximation methods for high-dimensional problems, techniques for dimensionality reduction, and the integration of dynamic programming with linear programming, providing a comprehensive understanding of its theoretical foundations and practical implementations.\n\nThis comprehensive resource is invaluable for students, researchers, and practitioners seeking to master dynamic programming for real-world optimization challenges.",

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