activity
20212024
most citedIntegrating Physics-Based Modeling with Machine Learning for Lithium-Ion Batteries

188 citations · 226 across the 6 of their papers we have counts for

collaborators

6 papers

eess.SY2024

On Simulation of Power Systems and Microgrid Components with SystemC-AMS

Rahul Bhadani, Satyaki Banik, Hao Tu +2

Cyber-physical systems such as microgrids consist of interconnected components, localized power systems, and distributed energy resources with clearly defined electrical boundaries…

eess.SY2024

Model-based Design Tool for Cyber-physical Power Systems using SystemC-AMS

Rahul Bhadani, Satyaki Banik, Hao Tu +2

Cyber-physical power systems, such as grids, integrate computational and communication components with physical systems to introduce novel functions and improve resilience and faul…

eess.SY2022★ 37 cited

Impact of Virtual Inertia on DC Grid Stability with Constant Power Loads

Hao Tu, Hui Yu, Srdjan Lukic

Virtual inertia is an effective control approach to attenuate sudden voltage changes during transient events in low-inertia DC grids. While methods have been proposed to implement…

cs.DC2022

An Automated Deployment and Testing Framework for Resilient Distributed Smart Grid Applications

Purboday Ghosh, Hao Tu, Timothy Krentz +2

Executing distributed cyber-physical software processes on edge devices that maintains the resiliency of the overall system while adhering to resource constraints is quite a challe…

cs.CE2021★ 188 cited

Integrating Physics-Based Modeling with Machine Learning for Lithium-Ion Batteries

Hao Tu, Scott Moura, Yebin Wang +1

Mathematical modeling of lithium-ion batteries (LiBs) is a primary challenge in advanced battery management. This paper proposes two new frameworks to integrate physics-based model…

eess.SY2021★ 1 cited

Integrating Electrochemical Modeling with Machine Learning for Lithium-Ion Batteries

Hao Tu, Scott Moura, Huazhen Fang

Mathematical modeling of lithium-ion batteries (LiBs) is a central challenge in advanced battery management. This paper presents a new approach to integrate a physics-based model w…