Nat Wannawas

15 papers A* 1Journal 9Unranked 5

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Scaling Functional Electrical Stimulation Control for Diverse Users Through Offline Distributional Reinforcement Learning. Robotics Nat Wannawas, Jyotindra Narayan, Warakom Nerdnoi, Arsanchai Sukkuea
2025	J	`jnl`	Context-Aware Gaussian Process for Physics-Informed Reinforcement Learning With Heterogeneous Data. IEEE Access Nat Wannawas, Jinpei Han, Jyotindra Narayan, Buntoeng Srikarun
2024	—	`conf`	Accessible FES Cycling: Leveraging Cost-Effective Crank Angle Measurement and Reinforcement Learning for Stimulation Optimization. BioRob Nat Wannawas, Clara Diaz-Pintado, Jyotindra Narayan, A. Aldo Faisal
2024	A*	`conf`	Controlling FES of arm movements using physics-informed reinforcement learning via co-kriging adjustment. ICRA Nat Wannawas, Clara Diaz-Pintado, Jyotindra Narayan, A. Aldo Faisal
2023	J	`jnl`	Physics-informed reinforcement learning via probabilistic co-adjustment functions. CoRR Nat Wannawas, A. Aldo Faisal
2023	—	`conf`	Towards AI-Controlled FES-Restoration of Arm Movements: Controlling for Progressive Muscular Fatigue with Gaussian State-Space Models. NER Nat Wannawas, A. Aldo Faisal
2023	—	`conf`	Towards AI-Controlled Movement Restoration: Learning FES-Cycling Stimulation with Reinforcement Learning. ICORR Nat Wannawas, A. Aldo Faisal
2023	J	`jnl`	Towards AI-controlled FES-restoration of arm movements: Controlling for progressive muscular fatigue with Gaussian state-space models. CoRR Nat Wannawas, A. Aldo Faisal
2023	—	`conf`	Towards AI-controlled FES-restoration of arm movements: neuromechanics-based reinforcement learning for 3-D reaching. NER Nat Wannawas, A. Aldo Faisal
2023	J	`jnl`	Towards AI-controlled FES-restoration of arm movements: neuromechanics-based reinforcement learning for 3-D reaching. CoRR Nat Wannawas, A. Aldo Faisal
2023	J	`jnl`	Towards AI-controlled FES-restoration of movements: Learning cycling stimulation pattern with reinforcement learning. CoRR Nat Wannawas, A. Aldo Faisal
2022	J	`jnl`	Neuromuscular Reinforcement Learning to Actuate Human Limbs through FES. CoRR Nat Wannawas, Ali Shafti, A. Aldo Faisal
2021	J	`jnl`	I am Robot: Neuromuscular Reinforcement Learning to Actuate Human Limbs through Functional Electrical Stimulation. CoRR Nat Wannawas, Ali Shafti, A. Aldo Faisal
2021	—	`conf`	Neuromechanics-based Deep Reinforcement Learning of Neurostimulation Control in FES cycling. NER Nat Wannawas, Mahendran Subramanian, A. Aldo Faisal
2021	J	`jnl`	Neuromechanics-based Deep Reinforcement Learning of Neurostimulation Control in FES cycling. CoRR Nat Wannawas, Mahendran Subramanian, A. Aldo Faisal