Deep reinforcement learning-based SOH-aware battery management for DER aggregation. - Shotaro Nonaka; Daichi Watari; Ittetsu Taniguchi; Takao Onoye (BuildSys, 2022)

Comfort-aware HVAC Aggregation Method based on Deep Reinforcement Learning. - Shotaro Nonaka; Ittetsu Taniguchi; Hiroki Nishikawa; Dafang Zhao; Francky Catthoor; Takao Onoye (BuildSys, 2023)

Thermal Comfort-aware Aggregation via Multi-HVAC Systems for Demand-side Flexibility. - Ren Sasaki; Shotaro Nonaka; Dafang Zhao; Hiroki Nishikawa; Ittetsu Taniguchi; Takao Onoye (e-Energy, 2024)