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Approximate Dynamic Programming [PDF]

open access: yes, 2018
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
openaire   +2 more sources

Dynamic Power Management for Portable Hybrid Power-Supply Systems Utilizing Approximate Dynamic Programming

open access: yesEnergies, 2015
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
doaj   +1 more source

The Long-Term Optimization Model of Pumped-Hydro Power Storage System Based on Approximate Dynamic Programming [PDF]

open access: yesE3S Web of Conferences, 2021
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
doaj   +1 more source

Approximate dynamic programming solution for the optimal nitrogen oxides/particulate matter trade-off control of a WAPS engine

open access: yesAdvances in Mechanical Engineering, 2018
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
doaj   +1 more source

State of the Art of Adaptive Dynamic Programming and Reinforcement Learning

open access: yesCAAI Artificial Intelligence Research, 2022
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
doaj   +1 more source

Approximate dynamic programming for container stacking

open access: yesEuropean Journal of Operational Research, 2023
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
RenĂ© Boschma   +2 more
openaire   +3 more sources

The Linear Programming Approach to Approximate Dynamic Programming [PDF]

open access: yesOperations Research, 2003
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
openaire   +2 more sources

Approximate Dynamic Programming in Tracking Control of a Robotic Manipulator

open access: yesInternational Journal of Advanced Robotic Systems, 2016
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
doaj   +1 more source

Application of Differential Games in Mechatronic Control System

open access: yesInternational Journal of Applied Mechanics and Engineering, 2016
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
doaj   +1 more source

Adaptive-Dynamic-Programming-Based Robust Control for a Quadrotor UAV with External Disturbances and Parameter Uncertainties

open access: yesApplied Sciences, 2023
Thiswork addresses the trajectory-tracking-control problem for a quadrotor unmanned aerial vehicle with external disturbances and parameter uncertainties.
Shaoyu Yang   +4 more
doaj   +1 more source

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