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Nat Wannawas
Observed name:
Wannawas, Nat
Institution:
Walailak University
Observed institutions:
Imperial College London,
Walailak University
ORCID:
0000-0003-4639-3551
Observed ORCID:
0000-0003-4639-3551
OpenAlex ID:
A5023006555
Neuromechanics-based Deep Reinforcement Learning of Neurostimulation Control in FES cycling
2021
·
Nat Wannawas
, Mahendran Subramanian
, et al.
·
International IEEE/EMBS Conference on Neural Engineering
·
26
PDF
Controlling FES of arm movements using physics-informed reinforcement learning via co-kriging adjustment
2024
·
Nat Wannawas
, Clara Diaz-Pintado
, et al.
·
Proceedings - IEEE International Conference on Robotics and Automation/Proceedings
·
12
Towards AI-Controlled Movement Restoration: Learning FES-Cycling Stimulation with Reinforcement Learning
2023
·
Nat Wannawas
, A. Aldo Faisal
·
International Conference on Rehabilitation Robotics
·
11
PDF
Towards AI-controlled FES-restoration of arm movements: neuromechanics-based reinforcement learning for 3-D reaching
2023
·
Nat Wannawas
, A. Aldo Faisal
·
International IEEE/EMBS Conference on Neural Engineering
·
8
PDF
Neuromuscular Reinforcement Learning to Actuate Human Limbs through FES
2022
·
Wannawas, Nat
, Shafti, Ali
, et al.
·
arXiv (Cornell University)
·
8
PDF
Accessible FES Cycling: Leveraging Cost-Effective Crank Angle Measurement and Reinforcement Learning for Stimulation Optimization
2024
·
Nat Wannawas
, Clara Diaz-Pintado
, et al.
·
IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob)
·
5
Towards AI-Controlled FES-Restoration of Arm Movements: Controlling for Progressive Muscular Fatigue with Gaussian State-Space Models
2023
·
Nat Wannawas
, A. Aldo Faisal
·
International IEEE/EMBS Conference on Neural Engineering
·
5
PDF
Identifying the Nature of Grip Force Signals in EEG & fNIRS with Multi-Modal Graph Fusion Network
2025
·
Ziyue Zhu
, Jinpei Han
, et al.
·
Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
·
3
I am Robot: Neuromuscular Reinforcement Learning to Actuate Human Limbs through Functional Electrical Stimulation
2021
·
Wannawas, Nat
, Shafti, Ali
, et al.
·
arXiv (Cornell University)
·
2
PDF
Improving Diagnostic Transparency in Tomato Crop Health Using Gradient-Weighted Class Activation Mapping (Grad-CAM) and Transfer Learning with Convolutional Neural Networks
2026
·
Pensiri Akkajit
, Nat Wannawas
, et al.
·
Engineered Science
·
1
PDF
Context-Aware Gaussian Process for Physics-Informed Reinforcement Learning With Heterogeneous Data
2025
·
Nat Wannawas
, Jinpei Han
, et al.
·
IEEE Access
·
1
ByteScope: Detection-Aware Learning for Robust Visual Malware Recognition Under Leakage-Audited, Open-World Evaluation
2026
·
Arsanchai Sukkuea
, Pensiri Akkajit
, et al.
·
Machine Learning and Knowledge Extraction
Scaling Functional Electrical Stimulation Control for Diverse Users Through Offline Distributional Reinforcement Learning
2026
·
Nat Wannawas
, Jyotindra Narayan
, et al.
·
Robotics
Inverted Pendulum
2024
·
Wannawas, Nat
·
TIB Data Manager
Physics-informed reinforcement learning via probabilistic co-adjustment functions
2024
·
Wannawas, Nat
·
TIB Data Manager
Forrester function
2024
·
Wannawas, Nat
·
TIB Data Manager
Planar Arm Control
2024
·
Wannawas, Nat
·
TIB Data Manager
Physics-informed reinforcement learning via probabilistic co-adjustment functions
2023
·
Wannawas, Nat
, Faisal, A. Aldo
·
arXiv (Cornell University)
PDF
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Works count:
19
Citation count:
82
H-index:
5
I10-index:
3
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