An LLM-Based Digital Twin for Optimizing Human-in-the Loop Systems

arXiv:2403.16809v1 Announce Type: cross
Abstract: The increasing prevalence of Cyber-Physical Systems and the Internet of Things (CPS-IoT) applications and Foundation Models are enabling new applications that leverage real-time control of the environment. For example, real-time control of Heating, Ventilation and Air-Conditioning (HVAC) systems can reduce its usage when not needed for the comfort of human occupants, hence reducing energy consumption. Collecting real-time feedback on human preferences in such human-in-the-loop (HITL) systems, however, is difficult in practice. We propose the use …

abstract applications arxiv control cs.ai cs.lg cs.sy cyber digital digital twin eess.sy enabling environment example foundation human hvac internet internet of things iot llm loop real-time reduce systems the environment twin type usage