Autonomous Science
Oak Ridge National Laboratory is advancing autonomous laboratories that combine AI, high-performance computing, and automated instruments to accelerate scientific discovery through self-driving experimental systems.
Autonomous laboratories at Oak Ridge National Laboratory integrate artificial intelligence with automated experimentation and advanced instrumentation to speed up scientific discovery. These systems operate in closed feedback loops, where AI proposes experiments, automated tools execute them, and machine learning analyzes results to guide the next steps. Researchers remain in control, focusing on high-impact analysis while AI accelerates workflows. The approach aims to handle complex datasets and rapidly test new ideas that traditional methods struggle to address efficiently.
Self-driving laboratories at ORNL function as interconnected research platforms, combining AI, leadership-class computing, and cutting-edge instruments into an emerging ecosystem. These prototype 'Labs of the Future' enable continuous design–build–test–learn cycles, connecting AI-driven modeling with real-world experimentation. Scientists use these systems to explore scientific spaces more rapidly, with AI and automation handling repetitive tasks while researchers interpret results and set priorities.
ORNL’s INTERSECT initiative is central to developing the infrastructure for autonomous science at scale. The program integrates AI, automated laboratory tools, and high-performance computing into a shared software and data ecosystem. Experiments, simulations, and analysis tools operate together in coordinated workflows, improving collectively over time. This shared infrastructure supports multiple scientific disciplines, enabling researchers to expand autonomous research capabilities across the laboratory.
Security and transparency are key priorities for ORNL’s autonomous science efforts. Researchers are implementing safeguards for data governance, cybersecurity, and responsible AI use to ensure reliable and valid results. These measures support the laboratory’s role in the Department of Energy’s Genesis Mission, a nationwide initiative to accelerate discovery using AI and advanced computing. ORNL’s work positions it as a leader in transforming how science is conducted through autonomous systems.