Physics Based Machine Learning

Physics-informed machine learning based identification and reinforcement learning based control of flexibility in smart grid applications
Learning physics-informed simulation models for soft robotic manipulation: A case study with dielectric elastomer actuators
Learning physics-informed simulation models for soft robotic manipulation: A case study with dielectric elastomer actuators
Physics Informed LSTM Network for Flexibility Identification in Evaporative Cooling Systems
Physics Informed LSTM Network for Flexibility Identification in Evaporative Cooling Systems
Physics informed simulation & control - Soft Robotics
Research Visit - Robust Autonomy and Decisions Group, University of Edinburgh.
Jul 1, 2021
Physics informed simulation & control - Soft Robotics
Physics-informed Recurrent Neural Networks for The Identification of a Generic Energy Buffer System
Physics-informed Recurrent Neural Networks for The Identification of a Generic Energy Buffer System
Physics RL - Demand Response
Project - Building Information aGGregation, harmonization and analytics platform (BIGG).
Feb 23, 2021
Physics RL - Demand Response
Physics LSTM - Process Modelling
Project - InduFlexControl, Design for flexibility for carbon-free energy-intensive industry
Mar 1, 2020
Physics LSTM - Process Modelling