Could next-gen artificial intelligence help map out future space outposts?
Planning a successful trip can be challenging, especially when your destination is in outer space. Even before liftoff, space missions require extraordinary amounts of scientific preparation and data analysis to succeed, which can take years to complete. However, as space agencies race to establish a permanent presence on the moon, using artificial intelligence to combine such information into a…
Missions to outer space are complex ventures that demand extensive scientific preparation and data analysis, often taking years to complete. To streamline mission planning, scientists are turning to artificial intelligence (AI) to integrate vast amounts of information into a unified system. Gokce Inal, a Ph.D. candidate in civil, environmental and geodetic engineering at The Ohio State University, has developed an AI framework called LUMINA, which helps scientists evaluate potential lunar landing sites, identify hazardous areas for future crews, and discover geologically significant features.
AI is poised to become an indispensable tool for space exploration, capable of processing millions of images and data sets generated by future missions. LUMINA, built upon a previously developed lunar vision-language foundation model named LLaVA-LE, extends the research team's work by incorporating a framework for planning and executing complex analyses, evaluating landing sites, and explaining the rationale behind its findings.
Inal envisions LUMINA as a decision-support system rather than a semiautonomous machine, working collaboratively with human experts to make informed decisions.
While LUMINA is currently tailored for lunar missions, the AI model's potential extends beyond lunar exploration. Co-author Alper Yilmaz, a professor in civil, environmental and geodetic engineering at Ohio State, believes the framework could serve as a generalizable tool for mapping other planetary bodies, including Earth, Mars, and asteroids.
As researchers gather more advanced data sets, tools like LUMINA will be crucial for mission planners navigating the complexities of high-stakes environments, such as lunar landings.
The research team plans to test LUMINA with new high-quality lunar data and assess its effectiveness in supporting mission planning. With NASA's Artemis program generating valuable opportunities for their research, they anticipate that improved lunar data will further enhance the system's capabilities and better facilitate future mission planning.
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