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Vermeulen, Gail

 
9798887158570: Solving Optimization Problems Using Dynamic Programming

Sinopsis

"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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Acerca del autor

Gail Vermeulen is a UK-based researcher with post-doctoral experience. Their expertise encompasses fundamental computational aspects of dynamic programming, numerical methods, and optimal control theory. They also specialize in discrete, continuous, and stochastic dynamic programming models, including resource allocation.

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