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Dynamic programming is a powerful method for solving optimization problems, but has a number of drawbacks that limit its use to solving problems of very low dim
Adaptive Dynamic Programming: Single and Multiple Controllers
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This book presents a class of novel optimal control methods and games schemes based on adaptive dynamic programming techniques. For systems with one control inp
Reinforcement Learning and Dynamic Programming Using Function Approximators
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From household appliances to applications in robotics, engineered systems involving complex dynamics can only be as effective as the algorithms that control the
Approximate Dynamic Programming
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A complete and accessible introduction to the real-world applications of approximate dynamic programming With the growing levels of sophistication in modern-day
Iterative Methods in Combinatorial Optimization
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With the advent of approximation algorithms for NP-hard combinatorial optimization problems, several techniques from exact optimization such as the primal-dual