CAREER: Learning-Enabled Medical Cyber-Physical Systems

The research project aims to develop foundational tools and methodologies to accelerate the design and analysis of learning-enabled medical cyber-physical systems (MCPS), recognizing the transformative potential of these technologies in healthcare. By addressing the significant resource challenges associated with clinical research and system development, particularly for complex systems with integrated learned components, the project seeks to create more efficient pathways for developing advanced medical technologies that can deliver safer, more precise, and cost-effective patient care.

The research will be structured across four key themes: Data for Learning, which focuses on data acquisition and preparation; Learning for Cyber-Physical Systems, exploring advanced learning methodologies; Platform Support and System Integration, developing technological infrastructure; and Learning-Enabled MCPS Case Studies, which will provide practical validation of the research approaches. Led by the Vanderbilt University Team, the project aims to reduce the financial, time, and engineering barriers that currently impede the development of sophisticated, intelligent medical systems, ultimately working to advance the next generation of healthcare technologies.