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… 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