A path planning algorithm fusion of obstacle avoidance and memory functions

Abstract In this study, to address the issues of sluggish convergence and poor learning efficiency at the initial stages of training, the authors improve and optimise the Deep Deterministic Policy Gradient (DDPG) algorithm. First, inspired by the Artificial Potential Field method, the selection stra...

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Bibliographic Details
Main Authors: Qingchun Zheng, Shubo Li, Peihao Zhu, Wenpeng Ma, Yanlu Wang
Format: Article
Language:English
Published: Wiley 2023-12-01
Series:Cognitive Computation and Systems
Subjects:
Online Access:https://doi.org/10.1049/ccs2.12098