Original ResearchPublished 9 October 2026Multi-Level Deep Deterministic Policy Gradient reinforcement learning for safety-constrained trajectory optimization of collaborative industrial robotsAkhanseri Ikramov · Sayat IbrayevFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1914042
Original ResearchPublished 24 September 2026Machine-assisted adaptive feedback consensus method for large-scale group decision making based on reinforcement learningHongyu Yu · Xuanhua Xu · Weiwei ZhangFrontiers in Big Datadoi 10.3389/fdata.2026.1921037
Original ResearchPublished 28 January 2026Autonomous federated defense for zero-day threats in IIoT: explainable agents with real-time edge inferenceWilliam Villegas-Ch · Rommel Gutierrez · Jaime Govea · Pablo PalaciosFrontiers in Communications and Networksdoi 10.3389/frcmn.2025.1697204
Original ResearchPublished 26 January 2026DDPG-based energy efficiency optimization for ABS-assisted beyond-5G cellular networks with sleep mode managementVala Saleh · Mohsen Eslami · Kamran KazemiFrontiers in Communications and Networksdoi 10.3389/frcmn.2025.1764320
Thermal EngineeringPublished 5 June 2024Home energy management strategy to schedule multiple types of loads and energy storage device with consideration of user comfort: a deep reinforcement learning based approachTingzhe Pan · Zean Zhu · Hongxuan Luo · Chao Li · Xin Jin · Zijie Meng · Xinlei CaiFrontiers in Thermal Engineeringdoi 10.3389/fther.2024.1391602
Control EngineeringPublished 15 May 2024Reinforcement learning for path planning of free-floating space robotic manipulator with collision avoidance and observation noiseAhmad Al Ali · Zheng H. ZhuFrontiers in Control Engineeringdoi 10.3389/fcteg.2024.1394668
