Original ResearchPublished 5 October 2026Improving performance in SNN-based deep reinforcement learning via transition-aware embeddingsHiroto Takigasaki · Takahiro Iwata · Seankein Yoshioka · Daisuke MikiFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1929177
Original ResearchPublished 1 October 2026Voltage support strength-constrained transmission network expansion planning for renewable-integrated grids via deep reinforcement learningJiaming Li · Ke Wang · Yan Li · Xueying Guo · Kanglong Yuan · Haipan Li · Wenyun Luo · Lei ChenFrontiers in Energy Researchdoi 10.3389/fenrg.2026.1869996
Original ResearchPublished 30 September 2026Deep learning-based trustworthy dispatch model for virtual power plants in megacity power gridsYuandong Jiang · Mingyu Ou · Jiangnan LiFrontiers in Physicsdoi 10.3389/fphy.2026.1903608
Original ResearchPublished 8 July 2026Evolutionary multi-agent reinforcement learning for crisis-aware demographic policy optimizationAnton V. Dozhdikov · Arseniy M. SitkovskiyFrontiers in Big Datadoi 10.3389/fdata.2026.1842233
Original ResearchPublished 3 June 2026Research on embodied agent multimodal perception and real-time path planning algorithms for complex unstructured environmentsHexuan RenFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1846108
OpinionPublished 27 January 2026On the need for abstract, deep reinforcement learning models in neuroscienceSantina Duarte · Xena Al-Hejji · Edgar Bermudez Contreras · Eric ChalmersFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1729805
Communications and NetworksPublished 17 October 2025Intelligent path selection algorithm for tactical communication networks enhanced by link state awarenessYigang Shen · Lei Xie · Ming LiFrontiers in Communications and Networksdoi 10.3389/frcmn.2025.1635982
Antennas and PropagationPublished 24 July 2024Dynamic RIS partitioning in NOMA systems using deep reinforcement learningYarkin Gevez · Yusuf Islam Tek · Ertugrul BasarFrontiers in Antennas and Propagationdoi 10.3389/fanpr.2024.1418412
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
Aerospace EngineeringPublished 13 December 2022Exploring online and offline explainability in deep reinforcement learning for aircraft separation assuranceWei Guo · Yifei Zhou · Peng WeiFrontiers in Aerospace Engineeringdoi 10.3389/fpace.2022.1071793
