Deep Ensemble Reinforcement Learning with Multiple Deep Deterministic Policy Gradient Algorithm

• Published in: Mathematical problems in engineering Vol. 2020; no. 2020; pp. 1 - 12
• Main Authors: Wu, Junta, Li, Huiyun
• Format: Journal Article
• Language: English
• Published: Cairo, Egypt Hindawi Publishing Corporation 2020; Hindawi; John Wiley & Sons, Inc
• Subjects: Algorithms; Computer simulation; Dynamic programming; Efficiency; Interactive learning; Machine learning; Mathematical problems; Methods; Neural networks; Race cars; Robot arms; Statistical methods; Training

Deep deterministic policy gradient algorithm operating over continuous space of actions has attracted great attention for reinforcement learning. However, the exploration strategy through dynamic programming within the Bayesian belief state space is rather inefficient even for simple systems. Anothe...