Performing innovation in algorithm development, data analytics, modeling and simulation for lighting IoT. Developing and implementing quality system processes and executing projects using Lean and Scrum.• Innovation, IoT connected systems, machine learning, sensor fusion, data-driven applications• Project management (PMP certified), Agile / Scrum and Lean processes, ISO9001 certified QMS• Government grants and contractsPredictive analytics and sensor fusion in connected LED lighting and sensor systems• Multi-modality fusion algorithms for IoT applications utilizing time-series sensor data• Prediction of catastrophic failure in complex electronic systems using machine learning• Computationally efficient physics-based lifetime models• Use cases, value propositions, business casesShort and long term energy variability in LED-based systems• Short and long term energy variability and degradation models for LEDs• Modeling and simulation frameworks• Quantify risk in performance-based service contractsRisk analysis in service contracts• Energy consumption variability and risk in energy savings based service contracts• Financial risks in project execution• Monte Carlo-based simulation tools for risk quantification - probability and financial impact

Mobile device-based auditing tools• Android-based tablet application for lighting audits• iOS-based tablet and cloud applications for lighting audits and retrofit solution designMulti-channel LED design and optimization• Tools for optimal design of multi-channel LED systemsModeling and simulation• Building energy simulation, integrated control of building subsystems• Dynamic occupancy and behavioral modeling• Impact of occupancy behavior on building energy consumptionImage-guided minimally invasive therapies in healthcare• Electromagnetic tracking of minimally invasive medical instruments• Quantification and mitigation of metal distortion artifacts using three axis robot• Established research imaging laboratory including CT, MR, Interventional X-ray, ultrasound modalitiesPower conversion for alternative energy systems• Scalable modular photovoltaic systemsPower electronics• Next generation energy efficient and miniaturized circuit topologies for discharge lamps• Controls for discharge arc stability