Applications of Machine Learning in Chemical and Biological Oceanography

no code implementations • 23 Sep 2022 • Balamurugan Sadaiappan, Preethiya Balakrishnan, Vishal CR, Neethu T Vijayan, Mahendran Subramanian, Mangesh U Gauns

Machine learning (ML) refers to computer algorithms that predict a meaningful output or categorize complex systems based on a large amount of data.

Gaze-contingent decoding of human navigation intention on an autonomous wheelchair platform

no code implementations • 4 Mar 2021 • Mahendran Subramanian, Suhyung Park, Pavel Orlov, Ali Shafti, A. Aldo Faisal

We have pioneered the Where-You-Look-Is Where-You-Go approach to controlling mobility platforms by decoding how the user looks at the environment to understand where they want to navigate their mobility device.

Motor Imagery Navigate +1

Neuromechanics-based Deep Reinforcement Learning of Neurostimulation Control in FES cycling

no code implementations • 4 Mar 2021 • Nat Wannawas, Mahendran Subramanian, A. Aldo Faisal

Functional Electrical Stimulation (FES) can restore motion to a paralysed person's muscles.

reinforcement-learning Reinforcement Learning (RL)