The way forward for moon exploration could also be rolling round a nondescript workplace on the CU Boulder campus. Right here, a robotic about as vast as a big pizza scoots ahead on three wheels. It makes use of an arm with a claw at one finish to select up a plastic block from the ground, then set it again down.
To make certain, this windowless workplace, full with grey carpeting, is nothing just like the moon, and the robotic, nicknamed “Armstrong,” would not final a minute on its frigid floor.
However the scene represents a brand new imaginative and prescient for area exploration—one wherein fleets of robots working in tandem with individuals crawl throughout the lunar panorama, constructing scientific observatories and even human habitats.
Xavier O’Keefe operates the robotic from a room down the corridor. He wears digital actuality goggles that permit him to see by a digital camera mounted on prime of Armstrong.
“It is impressively immersive,” stated O’Keefe, who earned his bachelor’s diploma in aerospace engineering sciences from CU Boulder this spring. “The primary couple of instances I used the VR, the robotic was sitting within the nook, and it was actually bizarre to see myself utilizing it.”
He is a part of a crew of present and former undergraduate college students tackling a difficult query: How can people on Earth get the coaching they should function robots on the hazardous terrain of the lunar floor? On the moon, gravity is just about one-sixth as robust as it’s on our planet. The panorama is pockmarked with craters, some solid in everlasting darkness.
In a brand new examine showing in Advances in Area Analysis, O’Keefe and fellow CU Boulder alumni Katy McCutchan and Alexis Muniz report that “digital twins,” or hyper-realistic digital actuality environments, may present a helpful proxy for the moon—giving individuals an opportunity to get the grasp of driving robots with out risking injury to multi-million-dollar gear.
The examine is an element of a bigger analysis effort led by Jack Burns, astrophysics professor emeritus within the Division of Astrophysical and Planetary Sciences (APS) and the Middle for Astrophysics and Area Astronomy (CASA).
“There was a whole lot of room to make errors with Armstrong because it wasn’t a million-dollar piece of {hardware} going to area,” stated McCutchan, who earned her grasp’s diploma in aerospace engineering sciences from CU Boulder in 2025. “It was a very good sandbox to fiddle in.”
Digital twin
For Burns, a co-author of the examine, Armstrong and its VR digital twin characterize an enormous leap ahead, regardless of the robotic’s humble look. Burns is a part of a crew working to design a futuristic scientific observatory on the moon known as FarView—which might be made up of an online of 100,000 antennas stretching over roughly 77 sq. miles of the lunar floor. Daniel Szafir of the College of North Carolina, Chapel Hill was additionally a co-author of the brand new examine.
“In contrast to the Apollo program, the place human astronauts did all of the heavy lifting on the moon, NASA’s twenty first century Artemis Program will mix astronauts and robotic rovers working in tandem,” Burns stated. “Our efforts at CU Boulder are supposed to make lunar robots extra environment friendly and recoverable from errors, so valuable astronaut time on the lunar floor might be higher utilized.”
The area group’s first hurdle: Making a digital twin for Armstrong to roam round in. To do this, the researchers started by making a digital reproduction of their workplace utilizing a online game engine known as Unity—proper all the way down to the beige partitions and drab carpet.
“We needed to get the digital twin as near the actual factor as potential,” stated O’Keefe, who’s now a grasp’s pupil within the Ann and H.J. Smead Division of Aerospace Engineering Sciences at CU Boulder. “For instance, we timed how briskly the robotic moved over one yard. Then we did the identical check within the digital setting and bought the robotic’s velocity to be the identical.”
Subsequent, the crew ran an experiment. In 2023 and 2024, they recruited 24 human contributors to function Armstrong whereas sitting in a room down the corridor. Donning VR goggles, the themes took the robotic by a easy activity: They picked up and adjusted a plastic block that represented one of many antennas in FarView.
Half of the contributors, nonetheless, bought a head begin. They first practiced the identical activity within the digital model of the workplace.
People who bought the possibility to function Armstrong’s digital twin earlier than driving the actual factor accomplished the duty roughly 28% sooner than contributors who solely bought the possibility to function the bodily robotic. Additionally they reported that they felt much less stress through the activity.
“That is what is basically thrilling about this—you are in a position to simulate the whole lot within the setting, from the shadows to the feel of the filth, after which prepare operators on circumstances which can be as near actual as potential,” O’Keefe stated. “That means, when you get to the moon, you might have a better probability of success.”

Actual-world expertise
McCutchan, who additionally joined the venture as an undergrad, added that the examine gave her and her fellow college students a grounding in how analysis works in the actual world.
For instance, when the researchers started the experiment, they found that the human topics stored making the identical mistake. Once they went to select up the faux antennas with Armstrong, they usually flipped the blocks over accidentally. The group hadn’t anticipated that.
“Everytime you get individuals concerned, they do issues in methods you would not count on them to,” stated McCutchan, who just lately began work as a mechanical options check engineer at BAE Techniques, an aerospace firm.
As we speak, Burns’ crew is shifting onto a brand new objective: They’re recreating the way more advanced setting of the lunar floor. The researchers are working with the Colorado-based firm Lunar Outpost to construct a digital twin of a rover on the moon in the identical sport engine. The toughest half, O’Keefe stated, is getting the lunar mud excellent.
“The rover will kick up mud with its wheels because it drives, and that might probably block sensors or cameras,” O’Keefe stated. “However it’s actually exhausting to know precisely how mud strikes on the moon as a result of you may’t simply go outdoors and measure it.”
For now, he’s joyful being part of the way forward for lunar exploration, albeit from the protection of campus.
“It is superior to be a part of this, even when it’s a small a part of getting individuals on the moon.”
Extra data:
Xavier O’Keefe et al, Observe makes good: A examine of digital twin know-how for meeting and problem-solving utilizing lunar floor telerobotics, Advances in Area Analysis (2025). DOI: 10.1016/j.asr.2025.05.048
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Robots may sooner or later crawl throughout the moon, and undergrads are laying the groundwork (2025, July 2)
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