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Lunar Vertex rover

Reiner Gamma is a crustal magnetic anomaly colocated with the type example of a lunar swirl, and the competing explanations for both, an ancient dynamo against impact- or plasma-related processes, are separated by how the magnetic field varies across the anomaly and by what the regolith looks like away from a single landing point [28]. A fixed lander payload measures one location; answering the question requires a second measurement some distance away, which is what the rover is for.

Lunar Vertex is the first delivery selected under NASA’s Payloads and Research Investigations on the Surface of the Moon program, the line the 2023-2032 planetary science decadal survey names alongside Endurance-A as the vehicle for CLPS-delivered lunar science [4]. The rover is the mobile half of that payload, riding to Reiner Gamma on an Intuitive Machines Nova-C lander under NASA’s Commercial Lunar Payload Services initiative, the same delivery arrangement Intuitive Machines advertises as carrying science instruments, rovers and a short-range hopper on one lander bus with roughly 130 kg of surface payload capacity and hazard-avoidance landing to a 10-degree maximum slope [1]. The vehicle itself is a variant of Lunar Outpost’s Mobile Autonomous Prospecting Platform (MAPP), a product line the company markets as capable of high payload capacity at low mass and terrain access into craters and rugged outcroppings [2]: Lunar Outpost builds and operates it on the surface, and the Johns Hopkins Applied Physics Laboratory integrated the science instruments into the chassis and ran environmental testing on the assembled system [28].

That division of labor, a laboratory buying a small commercial rover as an instrument carrier rather than building a chassis, is a pattern repeated elsewhere on the same Nova-C class of lander: CADRE, three small JPL rovers sharing state through a SQLite-backed database over a mesh radio limited to roughly 1 Mbps aggregate, flew as a technology demonstration on the following Intuitive Machines mission rather than as a chassis built in-house [13], and it follows from the same CLPS economics that make a lunar swirl investigation affordable at all, a fixed-price commercial ride rather than a dedicated agency mission; the same lander family has also carried a hopper, S. P. Hopper, as a separate IM-2 payload element built with Arizona State University and DLR rather than by Intuitive Machines itself [11]. The chassis arrived at APL in spring 2023, instrument integration and environmental testing followed, and the integrated rover was delivered to Intuitive Machines in January 2024 [29].

Neither of the science-team abstracts publishes a chassis specification for this flight unit. The APL project page gives a stowed or deployed height of 35 cm, read off an artist’s impression rather than measured, and a planned maximum traverse range of 2 km from the lander, stated as a mission target rather than a demonstrated distance [30]. No mass, wheel diameter, drive speed, slope limit, obstacle capability, power, battery capacity or processor figure has been published for this vehicle at all. The closest thing to a general chassis figure, 10 kg total mass and a top speed of 10 cm/s for the MAPP product line, comes from a payload team riding a sibling rover on the previous Intuitive Machines lander, quoted secondhand from the vendor with no independent measurement behind it [3], and it is not stated to apply to this flight unit. That earlier flight, Lunar Voyage 1 on Intuitive Machines’ second lander, is the only account of a MAPP-family vehicle actually operating: the lander came down on its side with the rover’s garage wedged shut, so the rover was powered up, commanded and returned telemetry within a total mission data budget of 6 Mb, but it never drove off the lander and the company’s own TRL 9 assertions for its avionics rest on that undeployed, wedged operation rather than on driving [3]. The lander-side account puts the touchdown on 6 March 2025 about 250 m from the intended site, on its side in a crater, with the mission declared over the next day [20]. The MIT Media Lab page for its payloads on that rover quotes the same 10 kg and 10 cm/s and an intended range of several kilometers from the landing site, with no source given for either number [14].

ParameterValueSource
ChassisLunar Outpost MAPP variant[28]
Height35 cm (artist’s impression)[30]
Planned traverse range2 km from lander (mission target)[30]
Magnetometer mast height20 cm[29]
Rover instruments2[29]
Surface mission duration10 to 13 Earth days[28]

No mass, wheel diameter, drive speed, slope limit, obstacle capability, power, battery capacity or processor parameter for this specific flight unit appears in the Lunar Vertex publications.

ParameterValueSource
DeliveryIntuitive Machines, CLPS CP-11, third IM lander[28]
Landing siteReiner Gamma, 7.585 N, 58.725 W[29]
Arrivalshortly after local sunrise[29]
Mission duration10 to 13 Earth days, ending at sunset[29]
Night survivalnone, by design[29]

The lander and the whole payload are designed for one lunar daylight period. Arrival shortly after sunrise and an end 10 to 13 Earth days later is the entire operating window, which sets the traverse the rover has to complete and removes any need for night survival hardware [28]. A single-daylight-period design is also a hedge against the CLPS program’s own failure record: the most detailed public account of a lost CLPS lander, Peregrine Mission 1, traces the loss to a single helium pressure control valve that let helium flow uncontrolled into an oxidizer tank until it ruptured, found and replicated only after the fact even though the rest of the lander flew to TRL 9 [12], and a mission that asks nothing of its payload beyond ten-odd days of daylight operation has less exposure to that kind of single-point failure than one that must additionally survive a lunar night.

Four wheels, from the MAPP product line [28]. The Lunar Vertex publications state nothing further: no suspension description, speed, gradeability, obstacle height or terramechanics result appears in them for this vehicle. A rover-agnostic wheel-soil model built for lunar terrain vehicle simulation fixes the constants a wheeled chassis of any size is designed against: cohesion 170 N/m2, friction modulus 830000 N/m3 and a sinkage exponent of 1, values meant to represent lunar mare regolith generally rather than Reiner Gamma specifically [9]. A dedicated wheel-geometry testbed built to the same end, a 20.4 kg four-wheeled platform with an adjustable center of gravity, found that a 10 percent forward weight shift turned a failed step-obstacle crossing at low attack angle into a full pass, and that in loose simulant every configuration passed a level slope but only partly managed 10 degrees and failed at 20 [6]; neither result is stated to describe this vehicle, only the general design space it was built in. The regolith itself is characterized only at the equatorial and near-side Apollo and Luna sites that underlie every published lunar geotechnical reference: a top-layer bulk density near 1.5 g/cm3 rising with depth and a friction angle in the 40s of degrees, none of it specific to Reiner Gamma [5].

Solar, as a property of the chassis. No generation or storage figure is published for this vehicle, and none is needed for night survival, which is not attempted [28].

Not published. Environmental testing of the integrated rover is mentioned without a single condition or result [28]. A comparably sized solar-powered lunar micro-rover built independently of this one, MoonRanger, was designed to a surface operating band of -10 to 35 C and found its instrument electronics the limiting element in permanently shadowed terrain, exceeding that band after a few hours regardless of avionics state [8]; nothing establishes whether Lunar Vertex’s own thermal margins resemble it. The lunar diurnal environment the rover is built to survive during its short daylight window is otherwise known only from the Apollo-era record: surface temperature swinging between roughly 92 K and 374 K over a lunation, with regolith conductivity low enough that thirty centimeters of cover damps the swing to a few kelvin [5]. A NASA Glenn survey of rover concepts compiles the design envelope of +120 to -150 C at the surface, -63 to -43 C at polar sites that avoid the lunar night, and dust grains below 70 micrometers, as design bounds rather than measurements [24]. Lunar Vertex avoids the hardest part of that envelope by design. A modeling study of a 70 kg equatorial rover shows what surviving the roughly 350 hour night would take: an unshielded thermal wadi does not hold the electronics above 243 K, and a shield emissivity of 0.03 is needed [16]. That study is a simulation, and nothing in the Lunar Vertex publications indicates a wadi or any night strategy is used.

Not published.

Not described in the Lunar Vertex publications. Autonomous navigation is a claim made for the MAPP product line, not a measured property of this vehicle. Where Reiner Gamma sits alongside another cooperative-autonomy technology demonstration on a Nova-C mission, CADRE, that vehicle’s own multi-rover data layer is documented down to its bandwidth and interference constraints, deliberately keeping time-sensitive command traffic out of the shared database because motor-driven electromagnetic interference makes reliable transfer possible only in specific windows [13], a level of published detail neither Lunar Vertex publication offers for its own vehicle.

Not published. The rover operates within range of the lander during a single daylight period. The one number that exists for how little bandwidth a MAPP-class rover mission has had to work with is 6 Mb total, across transit and surface operations combined, on the earlier Lunar Voyage 1 flight of the same product line [3]; nothing establishes whether Lunar Vertex shares that allocation.

InstrumentProviderFunctionSource
Vector Magnetometer-RoverJohns Hopkins APLtetrahedral array of four commercial fluxgate sensors on a 20 cm mast[29]
Rover Multispectral MicroscopeCanadensys Aerospaceclose-up imaging of soil texture, and reflectance at five ultraviolet to near-infrared LED wavelengths for composition and maturity[29]

The tetrahedral array is a gradiometer arrangement: four sensors at known separations let the rover’s own magnetic signature be distinguished from the field it is there to measure. The same design is used on the lander, where four commercial fluxgates sit at the base of a 0.5 m mast beneath a science-grade dual ring-core magnetometer at the top [28]. The rover carries the commercial array alone, on a much shorter mast, and its value is the second measurement point rather than the better sensor.

The microscope is mounted inside the rover body rather than on an arm or a mast, so its working distance is fixed by the vehicle’s ground clearance [29].

Not published.

Lunar Outpost operates the rover on the Moon [28]. No planning cycle or tooling is described, and the operating window is short enough that the traverse plan is effectively fixed before landing. Lunar Outpost’s own reporting of its previous Nova-C flight describes its mission control software, Stargate, running at 99.998 percent uptime commanding an undeployed rover [3]; no equivalent figure has been published for Lunar Vertex ground operations. Elsewhere in the same product line, Lunar Outpost supplies a Rover Mobility Element derived from MAPP to a terrestrial site-preparation project, drawing on the dust mitigation and thermal work done for the rover line generally rather than for this flight unit [10].

The result this vehicle is built to produce is scientific rather than engineering: a magnetic field profile measured at more than one point across a crustal anomaly, with colocated close-up regolith imaging, which is what separates the competing origin hypotheses for lunar swirls [28]. The engineering point of interest is the arrangement itself, a small commercial rover chassis bought as a product and used as an instrument carrier by a laboratory that built neither the vehicle nor the lander, with the vehicle’s builder operating it on the surface [28]. That arrangement is what the decadal survey’s technology chapter is describing when it treats CLPS-delivered mobility as a category distinct from an agency-built rover: the science team’s contribution is the payload and the investigation, not the chassis or its autonomy [4]. A comparable small commercial chassis on the same kind of delivery, CubeRover, was pushed through more than 150 wheel-set trials in a simulant bin precisely because its scale sits below anything that had already flown and only extrapolations from larger NASA rovers existed beforehand [7]; Lunar Vertex’s own publications state no equivalent mobility test program for its flight unit.

The Lunar Vertex rover sits in a class of sub-50 kg lunar vehicles that is large on paper and small in flight heritage. The Science Robotics update on space robotics counts nine lunar landers and rovers launched between 2019 and 2024, four of them failures [23]. Within that class the evidence falls into four groups.

Flown and driven. Chang’e-3 Yutu and Chang’e-4 Yutu-2 are the lunar rovers whose operations are documented in detail. Their Pancam and Navcam share a mast bar with a 270 mm stereo base, Pancam images 2352 by 1728 pixels over 22.9 by 16.9 degrees, and the landers’ descent cameras returned about 4600 and 5300 images [21]. The Yutu-2 command loop shows what a relay-limited surface operation costs: a response begins about 10 s after a command, the first telemetry frame arrives 80 to 100 s later and refreshes every 24 s, so the ground needs 3 to 4 minutes to confirm execution, and every drive command carries a time limit as well as a distance [26]. A rover with a 13-day window and a lander-relayed link works under the same kind of loop. The Lunar Vertex publications do not describe theirs.

Flown but not driven. MAPP on IM-2 is the case closest to this vehicle and is described above [3][20]. The first Rashid rover was lost with the HAKUTO-R Mission 1 lander, and the Emirates Lunar Mission continues with Rashid 2, whose published description is a list of objectives with no mass, wheel or power figure [17].

Built or manifested, not flown. The Canadian Lunar Rover is a solar powered vehicle of about 42 kg and 0.4 cubic meters with six payloads, assigned to a 2029 Firefly CLPS flight and stated as an attempt to be the first solar-only rover to survive the lunar night; an earlier abstract from the same agency gave 35 kg, and the change is not explained [18]. CADRE, three small rovers on a following Intuitive Machines flight, is a technology demonstration [13]. CubeRover reached only a simulant-bin wheel test campaign in the sources held [7].

Designed or simulated only. AMALIA, the Team Italia candidate for the Google Lunar X Prize, is a conceptual design with a 30.9 kg mass budget, 5.3 kg for wheels and suspension, and drive power of 1.15 W in lunar gravity against 19 W on a 14 percent slope; all figures are analytical estimates and no prototype was built or measured [15]. A released tradespace tool for sub-50 kg lunar rovers couples a Bekker-Wong wheel-soil kernel to mass, power, thermal and traverse models, runs in about 30 ms per mission, and finds rigid four-wheel layouts Pareto-dominant across the mission profiles it covers; every input is digitized from published data and no hardware was built [25]. That finding bears on a four-wheeled chassis such as this one only as a statement about the design class, not about the flight unit.

No navigation method is published for Lunar Vertex. The methods studied for rovers of this class are mostly pre-flight. Crater-based absolute localization (LunarNav) matches craters detected from lidar or stereo against an orbital landmark database, beat a 2 percent of distance traveled dead-reckoning baseline in simulated traverses and converged near 0.75 to 2 m, and was raised from TRL 2 to TRL 4; the stereo detector failed on real Chang’e imagery, so the evidence is simulation and small hand-labeled sets [22]. A transfer-learning scheme for wheel-slip classification fuses models from earlier rovers with a short post-landing calibration set, and was tested only inside a simulator [27]. A 500 m minimum traverse requirement sets the scale the Lunar Vertex rover must clear: it must leave the roughly 30 m lander exhaust disturbance zone, estimated from the Chang’e-3 analog, before its second measurement point is useful [28].

A 2022 JPL seminar deck surveys cooperative distributed rover exploration with distributed mapping among four multi-robot projects; it is a slide deck with single data points and no trial counts, and Lunar Vertex uses one rover [19].

Nothing about this specific flight unit’s mass, dimensions, drive performance, power budget, thermal margins, processor, communications data rate or autonomy behavior has been published; every number available for the MAPP product line comes from a different flight of a different rover [3], and neither publication states whether APL’s integration changed it. The traverse distance the rover is expected to cover between landing and sunset is not stated in any held source. Whether the rover will complete a second magnetic-field measurement point at all depends on Lunar Vertex surviving the landing and deploying, the two steps that failed on the most recent flight of this rover family [3] and, on the CLPS program’s own most thoroughly documented failure, on hardware unrelated to the payload it carried [12]. The IM-2 lander’s tipped touchdown shows the same dependence from the lander side [20]. The comparison rovers above are mostly designs, simulations or vehicles that did not drive, so none establishes a performance expectation for this unit; only the Yutu rovers supply operating data from the lunar surface [21][26].

References

  1. Bussey, D. B. J. and Martin, T. (2024). Intuitive Machines: Commercially Enabling International Lunar Scientific Exploration . Lunar and Planetary Science Conference, 1931. Source
    BibTeX
    @inproceedings{bussey2024intuitive,
      title = {Intuitive Machines: Commercially Enabling International Lunar Scientific Exploration},
      author = {Bussey, D. B. J. and Martin, Thierry},
      booktitle = {Lunar and Planetary Science Conference},
      number = {1931},
      year = {2024},
      url = {https://www.hou.usra.edu/meetings/lpsc2024/pdf/1931.pdf}
    }
  2. (2026). Lunar Outpost: MAPP. lunaroutpost.com/mapp
    BibTeX
    @misc{lunaroutpostmapp,
      title = {Lunar Outpost: MAPP},
      organization = {lunaroutpost.com},
      year = {2026},
      url = {https://www.lunaroutpost.com/mapp}
    }
  3. (2025). Lunar Outpost: Lunar Voyage 1 Update. lunaroutpost.com/post/lunar-voyage-1-update
    BibTeX
    @misc{lunaroutpostlunar,
      title = {Lunar Outpost: Lunar Voyage 1 Update},
      organization = {lunaroutpost.com},
      year = {2025},
      url = {https://www.lunaroutpost.com/post/lunar-voyage-1-update}
    }
  4. National Academies of Sciences, E. M. C. O. T. P. S. &. A. D. S. (2022). Origins, Worlds, and Life: A Decadal Strategy for Planetary Science and Astrobiology 2023-2032 . The National Academies Press, Washington, DC. Source
    BibTeX
    @techreport{nasem2022origins,
      title = {Origins, Worlds, and Life: A Decadal Strategy for Planetary Science and Astrobiology 2023-2032},
      author = {{National Academies of Sciences, Engineering, Medicine, Committee on the Planetary Science & Astrobiology Decadal Survey}},
      institution = {The National Academies Press, Washington, DC},
      year = {2022},
      doi = {10.17226/26522}
    }
  5. Heiken, G. H., Vaniman, D. T. and French, B. M. (1991). Lunar Sourcebook: A User's Guide to the Moon . Endeavour. Source
    BibTeX
    @book{heiken1991lunar,
      title = {Lunar Sourcebook: A User's Guide to the Moon},
      author = {Heiken, Grant H. and Vaniman, David T. and French, Bevan M.},
      journal = {Endeavour},
      volume = {16},
      pages = {96},
      publisher = {Cambridge University Press},
      year = {1991},
      doi = {10.1016/0160-9327(92)90014-g}
    }
  6. Gerdts, S., Breckenridge, J. and Johnson, K. (2022). Lunar Rover Optimization Platform for Wheel Traction Studies . NASA Glenn Research Center, 20200003006. Source
    BibTeX
    @techreport{gerdts2022lunar,
      title = {Lunar Rover Optimization Platform for Wheel Traction Studies},
      author = {Gerdts, Stephen and Breckenridge, John and Johnson, Kyle},
      number = {20200003006},
      institution = {NASA Glenn Research Center},
      year = {2022},
      doi = {10.26226/m.632b0aa4f30377bc3bafa246},
      abstract = {Robotic mobility systems expand the reach of future scientific and exploration missions to celestial bodies. Understanding the traction performance of these systems is necessary knowledge that informs mission-level requirements, such as power budgets and navigation envelopes. This paper covers the design, development, and verification of the four wheeled Lunar Rover Optimization Platform (LROP). This mass optimized platform is targeted to emulate future medium class rovers weighing up to 90 kg. The LROP has the ability to conduct various wheel design experiments such as obstacle traversal, slope ascent, and drawbar pull over a wheel loading range of 4.5 to 22.7 kg. The platform also has the ability to shift its center of gravity (CG) laterally and longitudinally to explore the CG shift effects on mobility performance. This knowledge is valuable for future rover designers exploring different payload packaging solutions. In this paper results from obstacle traversal test with varying angle of attack (AOA) and longitudinal CG position are reported along with results from slope ascent testing which proved-out the LROPs capabilities.}
    }
  7. (2020). Astrobotic: CubeRover Completes Successful Mobility Testing. astrobotic.com/astrobotics-cuberover-completes-successful-mobility-te...
    BibTeX
    @misc{astroboticcuberover2,
      title = {Astrobotic: CubeRover Completes Successful Mobility Testing},
      organization = {astrobotic.com},
      year = {2020},
      url = {https://www.astrobotic.com/astrobotics-cuberover-completes-successful-mobility-testing/}
    }
  8. Fisch, P. R. M., Bitanga, J. M. and Whittaker, W. L. (2020). Thermal Modeling and Design of a Micro-Rover for Lunar Polar Exploration . International Symposium on Artificial Intelligence, Robotics and Automation in Space. Source
    BibTeX
    @inproceedings{fisch2020thermal,
      title = {Thermal Modeling and Design of a Micro-Rover for Lunar Polar Exploration},
      author = {Fisch, Paulo R. M. and Bitanga, Jasmine M. and Whittaker, William L.},
      booktitle = {International Symposium on Artificial Intelligence, Robotics and Automation in Space},
      year = {2020},
      url = {https://www.hou.usra.edu/meetings/isairas2020fullpapers/pdf/5058.pdf}
    }
  9. Li, Z. Q. and Bingham, L. K. (2022). NASA White Paper: Terramechanics for LTV Modeling and Simulation . NASA, 20220010732. Source
    BibTeX
    @techreport{li2022nasa,
      title = {NASA White Paper: Terramechanics for LTV Modeling and Simulation},
      author = {Li, Zu Qun and Bingham, Lee K.},
      number = {20220010732},
      institution = {NASA},
      year = {2022},
      url = {https://ntrs.nasa.gov/citations/20220010732},
      abstract = {Simulating the interaction between wheel and soil is critical to the overall rover dynamics. This paper presented simple models for wheel soil interaction including the rolling resistances on the wheel due to soil compression and bull- dozing and the maximum tractive force between wheel and soil. Summary of typical lunar soil properties were presented in this paper and the wheel resis- tance model implementation and integration were also discussed. Integrating the wheel resistance model with the rover simulation will improve its dynamics and wheel slip models and enable the capability simulate the situation where wheel got stuck in the soil.}
    }
  10. Rusch, E. (2026). Mines, Lunar Outpost Developing Technology for Autonomous Lunar Excavation and Construction. minesnewsroom.com/news/mines-lunar-outpost-developing-technology-auto...
    BibTeX
    @misc{minesaspect2021,
      title = {Mines, Lunar Outpost Developing Technology for Autonomous Lunar Excavation and Construction},
      author = {Rusch, Emilie},
      organization = {Colorado School of Mines Newsroom},
      year = {2026},
      url = {https://www.minesnewsroom.com/news/mines-lunar-outpost-developing-technology-autonomous-lunar-excavation-and-construction}
    }
  11. Martin, T. D., Atwell, M. J., Oelke, M. L., Crain, T. P., Robinson, M. S., Wagner, R. V., Speyerer, E. J., Estes, N. M., Grott, M., Hamm, M. and Knollenberg, J. (2022). S. P. Hopper: First In-Situ Exploration of Lunar Polar Terrain . Lunar and Planetary Science Conference, 2007. Source
    BibTeX
    @inproceedings{martin2022hopper,
      title = {S. P. Hopper: First In-Situ Exploration of Lunar Polar Terrain},
      author = {Martin, T. D. and Atwell, M. J. and Oelke, M. L. and Crain, T. P. and Robinson, Mark S. and Wagner, R. V. and Speyerer, E. J. and Estes, N. M. and Grott, Matthias and Hamm, Maximilian and Knollenberg, J.},
      booktitle = {Lunar and Planetary Science Conference},
      number = {2007},
      year = {2022},
      url = {https://www.hou.usra.edu/meetings/lpsc2022/pdf/2007.pdf}
    }
  12. Astrobotic Technology. (2024). Peregrine Mission 1 Post-Mission Report . Astrobotic Technology. Source
    BibTeX
    @techreport{astrobotic2024peregrine,
      title = {Peregrine Mission 1 Post-Mission Report},
      author = {{Astrobotic Technology}},
      institution = {Astrobotic Technology},
      month = {August},
      year = {2024},
      url = {https://www.astrobotic.com/wp-content/uploads/2024/08/PM1_Post-Mission-Report_2024-1.pdf}
    }
  13. Saboia, M., Rossi, F., Nguyen, V., Lim, G., Aguilar, D. and de la Croix, J.-P. (2024). CADRE MoonDB: Distributed Database for Multi-Robot Information-Sharing and Map-Merging for Lunar Exploration . International Conference on Autonomous Agents and Multiagent Systems. Source
    BibTeX
    @inproceedings{saboia2024cadre,
      title = {CADRE MoonDB: Distributed Database for Multi-Robot Information-Sharing and Map-Merging for Lunar Exploration},
      author = {Saboia, Maíra and Rossi, Federico and Nguyen, Viet and Lim, Grace and Aguilar, Dustin and de la Croix, Jean-Pierre},
      booktitle = {International Conference on Autonomous Agents and Multiagent Systems},
      address = {Auckland, New Zealand},
      year = {2024},
      doi = {10.48577/jpl.vnepa2},
      abstract = {We introduce MoonDB, a distributed database designed to support cooperative robotic exploration and distributed measurements for NASA’s upcoming Cooperative Autonomous Distributed Exploration Rovers (CADRE) mission. MoonDB stores, shares, and fuses information from multiple robots, providing multi-agent planning algorithms with a consistent view of the robotic team. It does so without assuming continuous communication, and significantly limiting bandwidth use through judicious selection of the state variables to share and of the sharing policy and frequency. Further, MoonDB integrates with a pose graph optimization module, allowing mapping information collected by individual robots to be re-localized a posteriori based on refined localization information. Map-merging and reconciliation of inconsistent mapping information uses OpenGL acceleration, resulting in excellent performance on embedded systems. Overall, MoonDB provides a spaceflight-quality solution to the problem of information-sharing for CADRE, addressing one of the key challenges in coordination of multi-agent systems.}
    }
  14. (2026). MIT Media Lab To The Moon To Stay: Lunar Outpost MAPP rover. tothemoon.mit.edu/lunar-outpost-mapp-rover
    BibTeX
    @misc{mitmedialabtothemoontostaylunar,
      title = {MIT Media Lab To The Moon To Stay: Lunar Outpost MAPP rover},
      organization = {tothemoon.mit.edu},
      year = {2026},
      url = {https://www.tothemoon.mit.edu/lunar-outpost-mapp-rover}
    }
  15. Saboia da Silva, M. (2022). Multi-Robot Coordination under Extreme Conditions . Root. doi.org/10.48577/jpl.3twdxr
    BibTeX
    @misc{saboiadasilva2022multi,
      title = {Multi-Robot Coordination under Extreme Conditions},
      author = {Saboia da Silva, Maira},
      journal = {Root},
      year = {2022},
      doi = {10.48577/jpl.3twdxr},
      abstract = {No abstract available.}
    }
  16. Jones, H. L., Thornton, J. P., Balasubramaniam, R., Gokoglu, S. A., Sacksteder, K. R. and Whittaker, W. L. (2011). Enabling Long-Duration Lunar Equatorial Operations With Thermal Wadi Infrastructure . AIAA Aerospace Sciences Meeting including The New Horizons Forum and Aerospace Exposition, NASA/TM-2011-216994. Source
    BibTeX
    @inproceedings{jones2011enabling,
      title = {Enabling Long-Duration Lunar Equatorial Operations With Thermal Wadi Infrastructure},
      author = {Jones, Heather L. and Thornton, John P. and Balasubramaniam, Ramaswamy and Gokoglu, Suleyman A. and Sacksteder, Kurt R. and Whittaker, William L.},
      booktitle = {AIAA Aerospace Sciences Meeting including The New Horizons Forum and Aerospace Exposition},
      number = {NASA/TM-2011-216994},
      institution = {NASA Glenn Research Center},
      year = {2011},
      doi = {10.2514/6.2011-703},
      abstract = {Long duration missions on the Moon’s equator must survive lunar nights. With 350 hr of cryogenic temperatures, lunar nights present a challenge to robotic survival. Insulation is imperfect, so it is not possible to passively contain enough heat to stay warm through the night. Components that enable mobility, environmental sensing and solar power generation must be exposed, and they leak heat. Small, lightweight rovers cannot store enough energy to warm components throughout the night without some external source of heat or power. Thermal wadis, however, can act as external heat sources to keep robots warm through the lunar night. Electrical power can also be provided to rovers during the night from batteries stored in the ground beside wadis. Buried batteries can be warmed by the wadi’s heat. Results from analysis of the interaction between a rover and a wadi are presented. A detailed three-dimensional (3D) thermal model and an easily configurable two-dimensional (2D) thermal model are used for analysis.}
    }
  17. Della Torre, A., Finzi, A. E., Genta, G., Curti, F., Schirone, L., Capuano, G., Sacchetti, A. and Vukman, I. (2010). AMALIA Mission Lunar Rover—The conceptual design of the Team ITALIA Rover, candidate for the Google Lunar X Prize Challenge . Acta Astronautica. Source
    BibTeX
    @article{dellatorre2010amalia,
      title = {AMALIA Mission Lunar Rover—The conceptual design of the Team ITALIA Rover, candidate for the Google Lunar X Prize Challenge},
      author = {Della Torre, Alberto and Finzi, A. Ercoli and Genta, Giancarlo and Curti, Fabio and Schirone, L. and Capuano, G. and Sacchetti, A. and Vukman, Igor},
      journal = {Acta Astronautica},
      volume = {67},
      pages = {961-978},
      year = {2010},
      doi = {10.1016/j.actaastro.2010.05.023}
    }
  18. (2026). MBRSC: Rashid Rover. mbrsc.ae/rashid-rover
    BibTeX
    @misc{mbrscrashid,
      title = {MBRSC: Rashid Rover},
      organization = {mbrsc.ae},
      year = {2026},
      url = {https://www.mbrsc.ae/rashid-rover/}
    }
  19. Morisset, C.-E., Haltigin, T., Hill, P., Picard, M., Lamarche, T., Hamilton, D., Moroso, F., Sevigny, J., Podwalski, K. and Saint-Jacques, D. (2026). Updates on Canada's Rover Development for the Lunar South Pole . Ices in the Solar System, 4019. Source
    BibTeX
    @inproceedings{csa2026updates,
      title = {Updates on Canada's Rover Development for the Lunar South Pole},
      author = {Morisset, C.-E. and Haltigin, Timothy and Hill, P. and Picard, M. and Lamarche, T. and Hamilton, D. and Moroso, F. and Sevigny, J. and Podwalski, K. and Saint-Jacques, D.},
      booktitle = {Ices in the Solar System},
      number = {4019},
      year = {2026},
      url = {https://www.hou.usra.edu/meetings/ices2026/pdf/4019.pdf}
    }
  20. (2026). Spaceflight Now: Intuitive Machines' IM-2 Moon mission ends with lander on its side. spaceflightnow.com/2025/03/07/intuitive-machines-im-2-mission-ends-wi...
    BibTeX
    @misc{spaceflightnowintuitive,
      title = {Spaceflight Now: Intuitive Machines' IM-2 Moon mission ends with lander on its side},
      organization = {spaceflightnow.com},
      year = {2026},
      url = {https://spaceflightnow.com/2025/03/07/intuitive-machines-im-2-mission-ends-with-lander-on-its-side-on-the-moon/}
    }
  21. Di, K., Liu, Z., Wan, W., Peng, M., Liu, B., Wang, Y., Gou, S. and Yue, Z. (2020). Geospatial technologies for Chang'e-3 and Chang'e-4 lunar rover missions . Geo-spatial Information Science, 1. Source
    BibTeX
    @article{di2020geospatial,
      title = {Geospatial technologies for Chang'e-3 and Chang'e-4 lunar rover missions},
      author = {Di, Kaichang and Liu, Zhaoqin and Wan, Wenhui and Peng, Man and Liu, Bin and Wang, Yexin and Gou, Sheng and Yue, Zongyu},
      journal = {Geo-spatial Information Science},
      volume = {23},
      number = {1},
      pages = {87--97},
      year = {2020},
      doi = {10.1080/10095020.2020.1718002},
      abstract = {This paper presents a brief overview of the geospatial technologies developed and applied in Chang’e-3 and Chang’e-4 lunar rover missions. Photogrammetric mapping techniques were used to produce topographic products of the landing site with meter level resolution using orbital images before landing, and to produce centimeter-resolution topographic products in near real-time after landing. Visual positioning techniques were used to determine the locations of the two landers using descent images and orbital basemaps immediately after landing. During surface operations, visual-positioning-based rover localization was performed routinely at each waypoint using Navcam images. The topographic analysis and rover localization results directly supported waypoint-to-waypoint path planning, science target selection and scientific investigations. A GIS-based digital cartography system was also developed to support rover teleoperation.}
    }
  22. Reifschneider, J. (2026). RoverDevKit: An open, physics-grounded tradespace toolkit for conceptual design of lunar micro-rovers . arXiv preprint. Source
    BibTeX
    @article{reifschneider2026roverdevkit,
      title = {RoverDevKit: An open, physics-grounded tradespace toolkit for conceptual design of lunar micro-rovers},
      author = {Reifschneider, Jon},
      journal = {arXiv preprint},
      year = {2026},
      doi = {10.48550/arxiv.2606.21755},
      abstract = {Lunar micro-rovers under 50 kg are a rapidly growing vehicle class, yet open, benchmarked tools for running optimization across design trades remain scarce. Rover sizing is a highly coupled problem with a feedback loop specific to surface vehicles: a heavier rover sinks deeper into loose regolith, deeper sinkage costs more power, more power requires a larger array, and the array adds mass. We present RoverDevKit, a tradespace exploration toolkit with an open evaluator that couples a closed-form wheel-soil model with bottom-up mass, solar-power, thermal-survival, and traverse models. It is fast enough to serve as the fitness function of a multi-objective genetic algorithm (NSGA-II): one search of 3000 mission evaluations takes under a minute on a single laptop core. We use it to map the trades among distance traveled, vehicle mass, and slope capability on mare, polar, highland, and crater-rim missions. Across those missions the limiting factor changes: energy storage at high latitude, slope traction on loose highland regolith, and traverse range on mare and crater-rim terrain. The wheel-soil model matches measured single-wheel drawbar pull on two independent datasets to within the 20-30% error typically reported for this class of model, and the mass model predicts published 5-50 kg rover masses to 10.5% median absolute error. A check against five published in-class designs places them near the designs the optimizer selects. Re-running the search after applying that wheel-soil comparison error leaves these conclusions unchanged.}
    }
  23. Chien, S. A., Visentin, G. and Basich, C. (2024). Exploring Beyond Earth using Space Robotics: Update . Science Robotics. Source
    BibTeX
    @article{chien2024exploring,
      title = {Exploring Beyond Earth using Space Robotics: Update},
      author = {Chien, Steve A. and Visentin, Gianfranco and Basich, Connor},
      journal = {Science Robotics},
      publisher = {JPL Open Repository},
      year = {2024},
      doi = {10.48577/jpl.2ezlhn},
      abstract = {Robotic spacecraft enable exploration of our solar system, beyond our human presence. While spacecraft have explored every planet in the solar system, the frontiers of space robotics are at the cutting edge of landers, rovers, and now atmospheric explorers where robotic spacecraft must interact intimately with their environment to explore beyond the reach of flyby and orbital remote sensing.In 2017, we surveyed space robotics - telling the rich history of robotic explorers to the Moon, Mars, and beyond. In this article, we describe the tremendous growth in space robotics missions in the period 2017-2024 with many new entities participating in missions to the surface of the Moon, Mars, and beyond. We also describe the recent development of aerial missions to planets and moons as exemplified by the Ingenuity helicopter on Mars, the Dragonfly mission to Titan, and the planned Sample Recovery Helicopter to Mars. As with the 2017 survey, we seek to provide a big picture of developments and directions in space robotics. Additionally, we focus on sub orbital robotics - landers, rovers, and aerial vehicles, with associated challenges in sensing, manipulation, and mobility.}
    }
  24. Daftry, S., Chen, Z., Cheng, Y., Tepsuporn, S., Khattak, S., Matthies, L., Coltin, B., Naal, U., Ma, L. and Deans, M. (2023). LunarNav: Crater-based Localization for Long-range Autonomous Lunar Rover Navigation . IEEE Aerospace Conference. Source
    BibTeX
    @inproceedings{daftry2023lunarnav,
      title = {LunarNav: Crater-based Localization for Long-range Autonomous Lunar Rover Navigation},
      author = {Daftry, Shreyansh and Chen, Zhanlin and Cheng, Yang and Tepsuporn, Scott and Khattak, Shehryar and Matthies, Larry and Coltin, Brian and Naal, Ussama and Ma, Lanssie and Deans, Matthew},
      booktitle = {IEEE Aerospace Conference},
      publisher = {JPL Open Repository},
      year = {2023},
      doi = {10.48577/jpl.npfrjl}
    }
  25. Peng, S., Shen, Z., Jia, Y., Wen, B., Dang, Z., Li, H. and Li, Y. (2019). Integrated Ground and On-Board Safe Operation Design for the Chang'e-4 Rover . Scientia Sinica Technologica, 12. Source
    BibTeX
    @article{peng2019onboard,
      title = {Integrated Ground and On-Board Safe Operation Design for the {Chang'e-4} Rover},
      author = {Peng, Song and Shen, Zhenrong and Jia, Yang and Wen, Bo and Dang, Zhaolong and Li, Haifei and Li, Ying},
      journal = {Scientia Sinica Technologica},
      volume = {49},
      number = {12},
      pages = {1408--1417},
      year = {2019},
      doi = {10.1360/sst-2019-0078},
      abstract = {The Chinese Chang’E-4 lunar probe achieved the first landing and detection mission on the lunar far side in human history. The working of the rover faced great challenges owing to mission restrictions such as relay communication by satellite and the complicated lunar far-side terrain. In order to improve the safety and reliability of the rover, the mission characteristics were analyzed, including the control feedback delay, rugged terrain of the lunar far side, occlusion by mountains, and uncertainty of the lunar environment. The safe operation architecture was given based on two aspects: self-control onboard and intelligent control on the ground. Onboard-ground designs were prepared to solve key problems, such as the safe control of mechanisms, reliable separation of the rover and lander, safe movement on the lunar surface, autonomous thermal control, sleeping and rebooting, and safe and efficient work. These measures ensured that the Chang’E-4 rover could successfully move and detect on the lunar far side.}
    }
  26. Zakrajsek, J. J., McKissock, D. B., Woytach, J. M., Zakrajsek, J. F., Oswald, F. B., McEntire, K. J., Hill, G. M., Abel, P., Eichenberg, D. J. and Goodnight, T. W. (2005). Exploration Rover Concepts and Development Challenges . Space Exploration Conference: Continuing the Voyage of Discovery, 20050175879. Source
    BibTeX
    @inproceedings{zakrajsek2005exploration,
      title = {Exploration Rover Concepts and Development Challenges},
      author = {Zakrajsek, James J. and McKissock, David B. and Woytach, Jeffrey M. and Zakrajsek, June F. and Oswald, Fred B. and McEntire, Kelly J. and Hill, Gerald M. and Abel, Phillip and Eichenberg, Dennis J. and Goodnight, Thomas W.},
      booktitle = {Space Exploration Conference: Continuing the Voyage of Discovery},
      number = {20050175879},
      institution = {NASA Jet Propulsion Laboratory},
      year = {2005},
      doi = {10.2514/6.2005-2525},
      abstract = {This paper presents an overview of exploration rover concepts and the various development challenges associated with each as they are applied to exploration objectives and requirements for missions on the Moon and Mars. A variety of concepts for surface exploration vehicles have been proposed since the initial development of the Apollo-era lunar rover. This paper provides a brief description of the rover concepts, along with a comparison of their relative benefits and limitations. In addition, this paper outlines, and investigates a number of critical development challenges that surface exploration vehicles must address in order to successfully meet the exploration mission vision. These include: mission and environmental challenges, design challenges, and production and delivery challenges. Mission and environmental challenges include effects of terrain, extreme temperature differentials, dust issues, and radiation protection. Design methods are discussed that focus on optimum methods for developing highly reliable, long-life and efficient systems. In addition, challenges associated with delivering a surface exploration system is explored and discussed. Based on all the information presented, modularity will be the single most important factor in the development of a truly viable surface mobility vehicle. To meet mission, reliability, and affordability requirements, surface exploration vehicles, especially pressurized rovers, will need to be modularly designed and deployed across all projected Moon and Mars exploration missions.}
    }
  27. Riccardo Viviano, S. O. A. O. M. O.-M. (2026). Fleet-To-Lab: A Transfer Learning Framework For Lunar Rover Slippage Estimation Via Model Fusion . arXiv. Source
    BibTeX
    @article{riccardoviviano2026fleet,
      title = {Fleet-To-Lab: A Transfer Learning Framework For Lunar Rover Slippage Estimation Via Model Fusion},
      author = {Riccardo Viviano, Saki Omi, Andrej Orsula, Miguel Olivares-Mendez},
      journal = {arXiv},
      year = {2026},
      doi = {10.48550/arxiv.2609.17187},
      abstract = {Accurate wheel slip estimation is essential for autonomous lunar rover mobility and navigation. Machine Learning models trained on terrestrial data generalize poorly to lunar terrain, and real lunar datasets are scarce due to the limited number of missions and costly data acquisition. We present Fleet-to-Lab, a transfer learning framework that leverages proprioceptive data collected by previously deployed heterogeneous lunar rovers to mitigate the Earth-Moon domain gap in slip estimation for a future deployable unit. We fuse several heterogeneous expert models into a single architecture, using a modest dataset collected after the rover deployment. We propose AcoMerge, a new hybrid swarm-intelligence algorithm that performs model fusion by searching for an optimal combi- nation of expert parameters. Experiments conducted in a high- fidelity physics simulation show balanced accuracy and macro- F1 improvements compared to deep model fusion baselines. AcoMerge exhibits competitive performance with joint training on deep architectures, while achieving higher macro-F1 and balanced accuracy on a smaller model. Overall, our framework shows model fusion as a possible transfer learning alternative for slippage estimation in space robotic missions with limited data.}
    }
  28. Blewett, D. T., Halekas, J., Ho, G. C., Greenhagen, B. T., Anderson, B. J., Vines, S. K., Regoli, L., Jahn, J.-M., Kollmann, P., Denevi, B. W., Meyer, H. M., Klima, R. L., Cahill, J. T., Hood, L. L., Tikoo, S., Zou, X.-D., Wieczorek, M., Lemelin, M., Fatemi, S., Cox, A. L., Cooper, S. A. and Ames, W. F. (2022). Lunar Vertex: PRISM Exploration of Reiner Gamma . Lunar and Planetary Science Conference, 1131. Source
    BibTeX
    @inproceedings{blewett2022lunarvertex,
      title = {Lunar Vertex: PRISM Exploration of Reiner Gamma},
      author = {Blewett, David T. and Halekas, Jasper and Ho, George C. and Greenhagen, Benjamin T. and Anderson, Brian J. and Vines, Sarah K. and Regoli, Leonardo and Jahn, Jörg-Micha and Kollmann, Peter and Denevi, Brett W. and Meyer, Heather M. and Klima, Rachel L. and Cahill, Joshua T. and Hood, Lon L. and Tikoo, Sonia and Zou, Xiao-Duan and Wieczorek, Mark and Lemelin, Myriam and Fatemi, Shahab and Cox, Ann L. and Cooper, Scott A. and Ames, William F.},
      booktitle = {Lunar and Planetary Science Conference},
      number = {1131},
      year = {2022},
      url = {https://www.hou.usra.edu/meetings/lpsc2022/pdf/1131.pdf}
    }
  29. Blewett, D. T., Halekas, J., Kollmann, P., Greenhagen, B. T., Denevi, B. W., Meyer, H. M., Klima, R. L., Vines, S. K., Waller, C. D., Cahill, J. T., Anderson, B. J., Regoli, L., Ames, W. F., Cooper, S. A., Cox, A. L., Ho, G. C., Jahn, J.-M., Hood, L. L., Tikoo, S., Zou, X.-D., Wieczorek, M., Lemelin, M., Fatemi, S. and Cloutis, E. A. (2025). The Lunar Vertex PRISM Payload: Updates and Plans . Lunar and Planetary Science Conference, 1233. Source
    BibTeX
    @inproceedings{blewett2025prism,
      title = {The Lunar Vertex PRISM Payload: Updates and Plans},
      author = {Blewett, David T. and Halekas, Jasper and Kollmann, Peter and Greenhagen, Benjamin T. and Denevi, Brett W. and Meyer, Heather M. and Klima, Rachel L. and Vines, Sarah K. and Waller, C. Dany and Cahill, Joshua T. and Anderson, Brian J. and Regoli, Leonardo and Ames, William F. and Cooper, Scott A. and Cox, Ann L. and Ho, George C. and Jahn, Jörg-Micha and Hood, Lon L. and Tikoo, Sonia and Zou, Xiao-Duan and Wieczorek, Mark and Lemelin, Myriam and Fatemi, Shahab and Cloutis, Edward A.},
      booktitle = {Lunar and Planetary Science Conference},
      number = {1233},
      year = {2025},
      url = {https://www.hou.usra.edu/meetings/lpsc2025/pdf/1233.pdf}
    }
  30. (2026). Johns Hopkins APL: Lunar Vertex. jhuapl.edu/destinations/missions/lunar-vertex
    BibTeX
    @misc{johnshopkinsapllunar,
      title = {Johns Hopkins APL: Lunar Vertex},
      organization = {jhuapl.edu},
      year = {2026},
      url = {https://www.jhuapl.edu/destinations/missions/lunar-vertex}
    }