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Approximate Dynamic Programming [PDF]
This chapter contains a brief review of dynamic programming in continuous time and space. In particular, traditional dynamic programming algorithms such as policy iteration, value iteration, and actor-critic methods are presented in the context of continuous-time optimal control.
Rushikesh Kamalapurkar +3 more
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Recently, the optimization of power flows in portable hybrid power-supply systems (HPSSs) has become an important issue with the advent of a variety of mobile systems and hybrid energy technologies.
Jooyoung Park +3 more
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The Long-Term Optimization Model of Pumped-Hydro Power Storage System Based on Approximate Dynamic Programming [PDF]
Based on the hypothesis that pumped storage power station is available for multi-day optimization and adjustment, the paper has proposed a long-term operation optimization model of pumped-hydro power storage (PHPS) system based on approximate dynamic ...
Liang Zhencheng +4 more
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Approximate dynamic programming is an effective optimal control method. This article researches a data-driven approximate dynamic programming. The method is extended to a nonlinear multi-input multi-output form.
Zhijian Huang +6 more
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State of the Art of Adaptive Dynamic Programming and Reinforcement Learning
This article introduces the state-of-the-art development of adaptive dynamic programming and reinforcement learning (ADPRL). First, algorithms in reinforcement learning (RL) are introduced and their roots in dynamic programming are illustrated.
Derong Liu, Mingming Ha, Shan Xue
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Approximate dynamic programming for container stacking
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
René Boschma +2 more
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The Linear Programming Approach to Approximate Dynamic Programming [PDF]
The curse of dimensionality gives rise to prohibitive computational requirements that render infeasible the exact solution of large-scale stochastic control problems. We study an efficient method based on linear programming for approximating solutions to such problems.
Daniela Pucci de Farias +1 more
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Approximate Dynamic Programming in Tracking Control of a Robotic Manipulator
This article focuses on the implementation of an approximate dynamic programming algorithm in the discrete tracking control system of the three-degrees of freedom Scorbot-ER 4pc robotic manipulator.
Marcin Szuster, Piotr Gierlak
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Application of Differential Games in Mechatronic Control System
Differential games are a combination of game theory and optimum control methods. Their solutions are based on Bellman's principle of optimality. In this paper, the zero-sum differential game theory has been used for the purposes of controlling a ...
Z. Hendzel, P. Penar
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Thiswork addresses the trajectory-tracking-control problem for a quadrotor unmanned aerial vehicle with external disturbances and parameter uncertainties.
Shaoyu Yang +4 more
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