Autonomous Research for Real-World Science Workshop
The Autonomous Research for Real-World Science (ARROWS) Workshop will bring together leading experts in materials science, chemistry, and autonomous experimentation to explore practical, real-world applications of autonomous research.
NREL is hosting the workshop to explore key themes such as science drivers, domain-specific analytics, decision-making, and technical implementations, all while fostering new collaborations and groundbreaking research in autonomous systems.
When
Where
Green Center at Colorado School of Mines,
924 16th Street,
Golden, CO 80401
(and a tour of the National Renewable Energy Laboratory)
Agenda
A detailed agenda will be posted closer to the workshop date.
Workshop Themes

Materials and Chemical Science Grand Challenges: This theme focuses on the pressing grand challenges in materials science and chemical research that can be addressed through autonomous experimentation. These challenges include accelerating the discovery of new materials, optimizing chemical reactions, and enhancing energy storage and conversion technologies.
Domain-Specific Analytics and Visualization: This theme highlights the crucial role of advanced data analytics and visualization techniques in autonomous experimentation. Real-time data processing, analytics, and innovative visualization methods can help researchers make faster, more accurate decisions in experimental workflows.
Autonomous Decision-Making: At the heart of autonomous research is the ability for systems to make intelligent, real-time decisions during experiments. This theme will explore the latest advancements in AI-guided decision-making, focusing on how these systems can improve the discovery power of experiments.
Real-World Technical Implementations: This theme addresses the practical, real-world applications of autonomous systems in research labs and industry. It will focus on current successes, challenges, and the scalability of autonomous technologies in materials science and chemical experimentation.
Speakers
Invited and confirmed speakers at the workshop will include:
- Sergei V. Kanlinin, University of Tennessee, Knoxville
- Ichiro Takeuchi, University of Maryland
- Vinayak Dravid, Northwestern University
- Shijing Sun, University of Washington
- Olexandr Isayev, Carnegie Mellon University
- Ayana Ghosh, Oak Ridge National Laboratory
- Santiago Miret, Intel Company
- Milad Abolhasani, North Carolina State University
- Matthew Olszta, Pacific Northwest National Laboratory
- Taro Hitsugi, University of Tokyo
- Rama Vasudevan, Oak Ridge National Laboratory
- Mary Scott, Lawrence Berkeley National Laboratory
- Ryan Comes, University of Delaware.
Lodging and Transportation
The workshop has a room block available at the Denver Marriott West. Attendees can reserve a discounted room on the Marriott website.
For travel to NREL, see local information on lodging and transportation.
Visiting NREL
See NREL's security procedures.
Registration
To register for this event, please complete and submit this form.
You will then need to pay a $350 registration fee to complete your registration.
Data and Privacy Notice
NREL staff will use the information you provide only to plan the workshop. NREL will not share this information, and most information will be retained for one month after the event. Names and email addresses of attendees will be retained to send out invitations to a possible future workshop on a similar topic. See NREL’s security and privacy policy.
Contact
If you have any questions about the workshop, please contact [email protected].
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Last Updated Feb. 27, 2025