Current Research Dynamic Energy Management for MicrogridsAI-Enhanced Disaster Power RestorationDigital Twin-Based Battery Incipient Fault Detection and Diagnosis Hierarchical Collaborative Distributed Energy Management Systems (H-CoDEMS) more … Intent-Based Energy Management for Smart Grids more … Microgrid Communication Network Optimization more … Adaptive Objective Function more … Cyber-Physical Microgrid Restoration via Strategic Link Addition more… Battery Incipient Fault Digital Twin (BIF-DT) more… Electrochemical Model more… Circuit Model more… Fuzzy Logic Based Incipient Fault Model more… Battery Agent more… Completed Projects Collaborative Distributed Energy Management Systems (CoDEMS)Smart Battery Gauge (SBG)iSpace Collaborative Distributed Energy Management Systems (CoDEMS) more … Neighborhood Watch more … Resilient Energy Magament in ugrid Simulator (REMμS) more … Siemens Project – Battery Incipient Fault Detection and Diagnosis (BIF-DD) more… Co-Estimation Algorithm more … First Principle Based Four Dimensional Battery Degradation Model (4DM) more … Samsung Project – Big Data Based Remaining Driving Range Estimation more … iSpace more… CoDEMS Research Milestones and Timeline SBG Research Milestones and Timeline