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A lunar lava tube offers shielding from radiation and temperature swing, and a possible cache of ancient volatiles. Reaching the interior means descending a skylight or crossing a rockfall into terrain a wheeled vehicle cannot cross, with no line of sight to a lander for communication or sunlight. A robot there has to place discrete footholds on rubble, hold a grip or a stance on slopes of loose material, and keep working through link dropouts and darkness. Mass is limited by the delivery vehicle: Asagumo was sized to a single-unit CubeSat frame, 10 cm on a side, at 1.3 kg [1].

Legs are chosen for this because a leg treats the ground as a set of footholds, not a rolling contact. Analysis of quadruped creeping gaits showed that three of the six nonsingular creeping gaits can keep a rigid point-foot machine statically stable at all times, and that a quadruped needs four legs for a positive stability margin when leg transfer takes nonzero time [4]. Running and hopping machines kept the footfall-placement premise and added dynamic balance, first demonstrated on a one-legged hopper on a flat laboratory floor [5]. Legs and grippers cost more mechanism and control than wheels, so they are chosen only where the destination requires a foothold or grip a wheel cannot make.

No legged rover has operated on the Moon, and Asagumo did not. Spacebit developed it as a four-legged walking micro-rover for a program aimed at a swarm of walking rovers deployed from a wheeled carrier to map lava tube interiors, and it was manifested on Astrobotic’s Peregrine lander as a technology demonstration [1]. The planned demonstration was to deploy, walk at least 10 m from the lander under teleoperation over the lander’s wireless network, and exercise the legs, wide-field cameras and three-dimensional lidar for up to eight days [1].

Peregrine Mission 1 launched on 8 January 2024 and lost its landing capability when a helium pressure control valve failed, about 92 minutes after separation [2]. The lander operated for 10 days 14 hours in cislunar space and returned data from all nine active payloads before a controlled re-entry on 18 January 2024; its legs and terrain relative navigation were among the subsystems not exercised [2]. Asagumo’s status is canceled, and no surface operation of any kind took place.

The nearest flown analogue is Colmena-1, five reversible 12 cm micro-rovers and a deployment module on the same lander [17]. After the landing was lost, no lunar surface operation occurred, so its mobility, deployment and traction objectives were untested; the authors report that 75 percent of technical objectives were met through improvised cruise operations [17]. Flight heritage for small rovers on Peregrine is therefore cruise-phase only. Wheeled flight heritage elsewhere is the JPL lineage from the 11.5 kg Sojourner to the 1025 kg Perseverance [3], none of which carried legs.

None of the families below has flown on the Moon. Each is labeled by how far it has been tested.

Lava tube legged and limbed rovers. Ground tested: LIMBERO is a 9.7 kg quadruped with single-motor spine grippers that climbed pumice and lava rock at 0.017 m/s under 1 G, teleoperated, with spine wear after 100 cycles [19]. A hexapod with tendon-driven micro-spine feet, SCAR-E, was characterized on a bench: a 66 N static load sank a foot 12.98 mm into silica sand on flat ground and 36.19 mm at 35 degrees, near the angle of repose [8]. Microspine anchors themselves have held basalt above 150 N in any orientation and survived over 100 engage and release cycles, and cored upside down to 83 mm [7]. Proposal: ReachBot, a boom-limbed climber, has a notional Mars lava tube mission concept with no hardware operated for that study [9]. Proposal with design targets only: LunarLeaper, a CubeSat-sized legged ETH Zurich robot aimed at a lunar pit, is at the thermal trade study stage, with a 32 kg mass and 164 W peak power as design estimates, and dust kick-off from walking legs unmeasured [16].

Hybrid legged and wheeled rovers. Field tested: DLR’s Scout rover uses a rimless-wheel spoke; a redesigned spoke was deployed near end to end in a Lanzarote lava tube in 2024, with durability and traction not yet quantified [18]. A preview paper described the planned integration of lidar-inertial SLAM for the October 2024 campaign and reports design targets, not results [10]. The program’s stated reason for walking matches Asagumo’s: the destination, not the landing site surface, sets the architecture [1].

Learned and model-based locomotion in low gravity. Ground tested with gravity offload: Magnecko, 15.65 kg, ran gravity-scaled reinforcement-learning controllers on flat mats with a spring offload at 0.4 m/s, with legs not offloaded [20]. A pronking controller for a 12.5 kg Unitree A1 was tested on a cable-offload and treadmill rig, with survival time as the only hardware result [21]. Simulation: reinforcement-learning policies for a 13.5 kg quadruped on a granular regolith contact model [11], and walking and jumping policies for the 14.5 kg Olympus under Mars gravity, of which only the attitude policy reached hardware, a 90 degree roll in 2.6 s against 0.96 s in simulation [12].

Proprioceptive terrain sensing. This is the family closest to Asagumo’s stated approach of navigating through communication loss from proprioceptive sensors and position data rather than camera and lidar input [1]. Simulation: a quadruped framework estimates elevation, slip and cost of transport at lunar gravity for permanently shadowed regions at 0.2 m/s [25]. Field analog: LASSIE legged robots estimate regolith strength from leg forces at White Sands and Mount Hood, with three geoscientists in the shared-autonomy test [24]. Field analog with arm payloads: three ANYmal quadrupeds mapped 1800 m2 at a space resources challenge final, locating seven of eight boulders over 358 m under simulated 5.0 s round-trip delay [23]. Field campaign: quadrupeds covered over 700 m on volcanic ash at Vulcano [22].

Link and coordination under non-line-of-sight. Terrestrial subterranean programs predict radio signal strength from lidar geometry, with up to 44 percent lower error than baselines [14], and drop relay radios when the measured link degrades [15]. Neither was qualified for flight. Field operations concepts for suited crews were exercised at a terrestrial lava tube in Oregon [13].

QuantityValueStatusSource
Asagumo mass1.3 kgdesign[1]
Asagumo envelope10 x 10 x 10 cm, four legsdesign[1]
Planned traverse and durationat least 10 m, up to 8 daysplan[1]
Peregrine separation to attitude excursion92 minmeasured[2]
Peregrine cislunar operation10 days 14 hoursmeasured[2]
SCAR-E foot sinkage, 0 degrees12.98 mmbench test[8]
SCAR-E foot sinkage, 20 degrees17.31 mmbench test[8]
SCAR-E foot sinkage, 35 degrees36.19 mmbench test[8]
Microspine anchor holdabove 150 Nlab test[7]
LIMBERO mass and climb speed9.7 kg, 0.017 m/slab test[19]
Magnecko mass and test speed15.65 kg, 0.4 m/slab test[20]
Olympus roll, hardware vs simulation2.6 s vs 0.96 slab test[12]
LunarLeaper mass and peak power32 kg, 164 Westimate[16]
ANYmal field area mapped1800 m2analog field[23]

No mass breakdown, actuator count, gait, walking speed, step height, power budget, thermal limit, processor or radio parameter for Asagumo is published, and the only primary source is a conference abstract; Spacebit’s descriptive material is no longer online [1]. Whether the proprioceptive navigation approach was implemented in simulation or on hardware is not documented.

For the field as a whole: every locomotion result above is at 1 g or under spring or cable offload that does not reproduce leg dynamics, on mats, sand, ash or rock rather than lunar regolith [20][21][22][24]. The granular contact models are calibrated on poppy seeds, not simulant [11]. Sinkage was measured on a static bench load, with lunar gravity only in simulation [8]. No walking robot has been tested in vacuum, dust and thermal extremes, and the dust kick-off of legs is unmeasured [16]. Whether a CubeSat-scale legged rover can walk usefully inside a lunar lava tube remains open.

References

  1. (2026). IAF: Small Robotic Swarm Technologies for Lunar Surface Exploration. iafastro.directory/iac/archive/browse/IAC-21/A3/2A/66979
    BibTeX
    @misc{iafsmall,
      title = {IAF: Small Robotic Swarm Technologies for Lunar Surface Exploration},
      organization = {iafastro.directory},
      year = {2026},
      url = {https://iafastro.directory/iac/archive/browse/IAC-21/A3/2A/66979/}
    }
  2. 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}
    }
  3. Nesnas, I. (2023). Robotics and Autonomy for Space Applications . Root. doi.org/10.48577/jpl.oikho7
    BibTeX
    @misc{nesnas2023robotics,
      title = {Robotics and Autonomy for Space Applications},
      author = {Nesnas, Issa},
      journal = {Root},
      year = {2023},
      doi = {10.48577/jpl.oikho7},
      abstract = {No abstract available.}
    }
  4. McGhee, R. B. and Frank, A. A. (1968). On the Stability Properties of Quadruped Creeping Gaits . Mathematical Biosciences. Source
    BibTeX
    @article{mcghee1968stability,
      title = {On the Stability Properties of Quadruped Creeping Gaits},
      author = {McGhee, Robert B. and Frank, Andrew A.},
      journal = {Mathematical Biosciences},
      volume = {3},
      pages = {331-351},
      year = {1968},
      doi = {10.1016/0025-5564(68)90041-2}
    }
  5. Raibert, M. H., Brown, H. B., Chepponis, M., Hastings, E., Koechling, J., Murphy, K. N., Murthy, S. S. and Stentz, A. (1983). Dynamically Stable Legged Locomotion . The Robotics Institute, Carnegie-Mellon University, CMU-RI-TR-83-20. Source
    BibTeX
    @techreport{raibert1983dynamically,
      title = {Dynamically Stable Legged Locomotion},
      author = {Raibert, Marc H. and Brown, H. Benjamin and Chepponis, Michael and Hastings, Eugene and Koechling, Jeff and Murphy, Karl N. and Murthy, Seshashayee S. and Stentz, Anthony},
      number = {CMU-RI-TR-83-20},
      institution = {The Robotics Institute, Carnegie-Mellon University},
      year = {1983},
      url = {https://apps.dtic.mil/sti/citations/ADA136644}
    }
  6. Parness, A., Frost, M., Thatte, N. and King, J. P. (2012). Gravity-independent mobility and drilling on natural rock using microspines . IEEE International Conference on Robotics and Automation. Source
    BibTeX
    @inproceedings{parness2012gravity,
      title = {Gravity-independent mobility and drilling on natural rock using microspines},
      author = {Parness, Aaron and Frost, Matthew and Thatte, Nitish and King, Jonathan P.},
      booktitle = {IEEE International Conference on Robotics and Automation},
      pages = {3437-3442},
      publisher = {IEEE},
      year = {2012},
      doi = {10.1109/icra.2012.6224933},
      abstract = {To grip rocks on the surfaces of asteroids and comets, and to grip the cliff faces and lava tubes of Mars, a 250 mm diameter omni-directional anchor is presented that utilizes a hierarchical array of claws with suspension flexures, called microspines, to create fast, strong attachment. Prototypes have been demonstrated on vesicular basalt and a'a lava rock supporting forces in all directions away from the rock. Each anchor can support >;160 N tangent, >;150 N at 45°, and >;180 N normal to the surface of the rock. A two-actuator selectively-compliant ankle interfaces these anchors to the Lemur IIB robot for climbing trials. A rotary percussive drill was also integrated into the anchor, demonstrating self-contained rock coring regardless of gravitational orientation. As a harder-than-zero-g proof of concept, 20mm diameter boreholes were drilled 83 mm deep in vesicular basalt samples, retaining a 12 mm diameter rock core in 3-6 pieces while in an inverted configuration, literally drilling into the ceiling.}
    }
  7. Candalot, A., Hurrell, J., Hashim, M.-M., Hickey, B., Laine, M. and Yoshida, K. (2024). Sinkage Study in Granular Material for Space Exploration Legged Robot Gripper . International and Asia-Pacific Regional Conference of the International Society for Terrain-Vehicle Systems. Source
    BibTeX
    @inproceedings{candalot2024sinkage,
      title = {Sinkage Study in Granular Material for Space Exploration Legged Robot Gripper},
      author = {Candalot, Arthur and Hurrell, James and Hashim, Malik-Manel and Hickey, Brigid and Laine, Mickael and Yoshida, Kazuya},
      booktitle = {International and Asia-Pacific Regional Conference of the International Society for Terrain-Vehicle Systems},
      address = {Yokohama},
      year = {2024},
      doi = {10.56884/fluruda3}
    }
  8. Di, J., Cuevas-Quiñones, S., Newdick, S., Chen, T. G., Pavone, M., Lapôtre, M. G. A. and Cutkosky, M. R. (2024). Martian Exploration of Lava Tubes (MELT) with ReachBot: Scientific Investigation and Concept of Operations . International Conference on Space Robotics. Source
    BibTeX
    @inproceedings{di2024martian,
      title = {Martian Exploration of Lava Tubes (MELT) with ReachBot: Scientific Investigation and Concept of Operations},
      author = {Di, Julia and Cuevas-Quiñones, Sara and Newdick, Stephanie and Chen, Tony G. and Pavone, Marco and Lapôtre, M. G. A. and Cutkosky, Mark R.},
      booktitle = {International Conference on Space Robotics},
      pages = {36-41},
      year = {2024},
      doi = {10.1109/isparo60631.2024.10687389},
      abstract = {As natural access points to the subsurface, lava tubes and other caves have become premier targets of planetary missions for astrobiological analyses. Few existing robotic paradigms, however, are able to explore such challenging environments. ReachBot is a robot that enables navigation in planetary caves by using extendable and retractable limbs to locomote. This paper outlines the potential science return and mission operations for a notional mission that deploys ReachBot to a martian lava tube. In this work, the motivating science goals and science traceability matrix are provided to guide payload selection. A Concept of Operations (ConOps) is also developed for ReachBot, providing a framework for deployment and activities on Mars, analyzing mission risks, and developing mitigation strategies.}
    }
  9. Lichtenheldt, R., Schütt, M., Lizio, D., Koch, J., Franke, D., Pauling, F., Dungavell, R. and Talbot, F. (2024). Exploration of Martian Caves with the Scout Rover: Robust Design and Advanced Navigation. elib.dlr.de/210918/1/iSairas_Lichtenheldt_Scout_fina.pdf
    BibTeX
    @misc{lichtenheldt2024exploration,
      title = {Exploration of Martian Caves with the Scout Rover: Robust Design and Advanced Navigation},
      author = {Lichtenheldt, Roy and Schütt, Manuel and Lizio, Dario and Koch, Johannes and Franke, Dennis and Pauling, Frederick and Dungavell, Ross and Talbot, Fletcher},
      year = {2024},
      url = {https://elib.dlr.de/210918/1/iSairas_Lichtenheldt_Scout_fina.pdf}
    }
  10. Vyas, Y. J. (2026). Locomotion analysis of a quadruped interacting with the lunar granular surface . arXiv. Source
    BibTeX
    @article{vyas2026locomotion,
      title = {Locomotion analysis of a quadruped interacting with the lunar granular surface},
      author = {Vyas, Yash J},
      journal = {arXiv},
      year = {2026},
      doi = {10.48550/arxiv.2606.10273},
      abstract = {Deploying legged robots in extra-terrestrial environments includes many challenges due to complex terrain interactions, energy, and thermal constraints. For effective mechanical design of a lunar exploration quadrupedal robot, careful consideration of motor torques, energy expenditure, and cost of transport is required. The lunar surface is composed of granular regolith, which impacts the locomotion of legged robots and their performance. Locomotion algorithms trained with rigid contact assumptions are also ineffective when applied to environments with soft contacts, such as granular surfaces, which can result in instability and poor tracking. In this report, the physical modelling of the granular lunar surface-robot foot contacts is applied to a simulation environment with locomotion trained using Reinforcement Learning. A comparison is conducted between the policy trained on rigid contact and soft contact environments, analysing the gait and locomotion performance metrics. The analysis demonstrates that soft contacts simulating regolith surfaces pose additional challenges for Reinforcement Learning based training, result in a qualitatively different gait, and increase the overall energy expenditure.}
    }
  11. Olsen, J. A. and Alexis, K. (2026). Towards Low-Gravity Planetary Exploration using Reinforcement Learning for Walking, Jumping, and In-flight Attitude Control . arXiv. Source
    BibTeX
    @article{olsen2026towards,
      title = {Towards Low-Gravity Planetary Exploration using Reinforcement Learning for Walking, Jumping, and In-flight Attitude Control},
      author = {Olsen, Jørgen Anker and Alexis, Kostas},
      journal = {arXiv},
      organization = {Autonomous Robots Lab, Norwegian University of Science and Technology},
      year = {2026},
      doi = {10.48550/arxiv.2605.24643},
      abstract = {This paper presents reinforcement learning (RL) policies for dynamic quadrupedal locomotion in planetary exploration scenarios. Building on a taskoptimized quadruped with a 5-bar leg design, we develop RL policies for walking, vertical jumping, forward jumping, and in-flight attitude control, explicitly tailored to the reduced gravity on Mars. These policies jointly enable such robots to overcome obstacles larger than themselves through coordinated jumping and precise in-flight reorientation for safe landings. We demonstrate Sim2Real transfer of the attitude control policy on the Olympus quadruped through single-axis reorientation tests, while all locomotion policies are validated in simulation. A complete Mars exploration mission scenario demonstrates coordinated policy deployment across challenging terrain. Experimental results show 90° attitude reorientation in 2.6 seconds, with simulations demonstrating 3.1 meter vertical jumps and 3.9 meter forward jumps under Martian gravity conditions. - Supplementary video: https://www.youtube.com/watch?v=qlSJ3P87A4A}
    }
  12. Lee, P., Quinn, G., Rohrig, J., Schuster, A. H., Dalal, S. and Kahn, S. (2024). Caving on the Moon and Mars: First Analog Field Study of EVA Systems and Operations Requirements for Moon and Mars Cave and Pit Exploration at Skylight Cave Lava Tube, Oregon . International Conference on Environmental Systems. Source
    BibTeX
    @inproceedings{lee2024caving,
      title = {Caving on the Moon and Mars: First Analog Field Study of EVA Systems and Operations Requirements for Moon and Mars Cave and Pit Exploration at Skylight Cave Lava Tube, Oregon},
      author = {Lee, Pascal and Quinn, Gregory and Rohrig, Jake and Schuster, Ashley Himmelmann and Dalal, Sawan and Kahn, Saad},
      booktitle = {International Conference on Environmental Systems},
      publisher = {International Conference on Environmental Systems},
      year = {2024},
      doi = {10.32865/2346/99020},
      abstract = {Over 300 caves and pits are known to exist on the Moon, and close to 1000 on Mars. Lunar and planetary caves and pits are sheltered microenvironments on planetary bodies offering environmental conditions that differ greatly from those prevailing at the surface, in particular shielding from ionizing space radiation and micro-meteoritic bombardment, dampened diurnal temperature variations, generally colder temperatures, and the possibility in some cases of volatile cold-trapping and maybe even life. On the Moon, high-latitude caves represent a type of permanently shadowed region (PSR) in which H2O and other volatile ices might be sequestered. On Mars, volcanic caves might be astrobiological oases, offering sheltered habitats for even extant life. On both worlds, caves and pits thus represent high priority targets for science and future robotic and human exploration. We report here on the first field study engaging an EVA spacesuit system manufacturer of requirements for EVA systems and operations to enable safe and productive cave and pit exploration on the Moon and Mars. Analog field tests were conducted in the context of the NASA Haughton-Mars Project in collaboration with Collins Aerospace at Skylight Cave lava tube in Deschutes National Forest, Oregon. Recommended augmentations to spacesuit features include LED lighting at several key locations on the upper and lower torso, glove and boot tips; additional abrasion-resistant outer garments; and a removable shield cage to protect the helmet visor. Lessons learned for lunar and Mars caving operations will also be presented.}
    }
  13. Clark, L., Edlund, J. A., Sanchez Net, M., Vaquero, T. S. and Agha-mohammadi, A.-A. (2022). PropEM-L: Radio Propagation Environment Modeling and Learning for Communication-Aware Multi-Robot Exploration . I-SAIRAS : A New Space Odyssey. Source
    BibTeX
    @inproceedings{clark2022radio,
      title = {PropEM-L: Radio Propagation Environment Modeling and Learning for Communication-Aware Multi-Robot Exploration},
      author = {Clark, Lillian and Edlund, Jeffrey A. and Sanchez Net, Marc and Vaquero, Tiago Stegun and Agha-mohammadi, Ali-akbar},
      booktitle = {I-SAIRAS : A New Space Odyssey},
      publisher = {JPL Open Repository},
      year = {2022},
      doi = {10.48577/jpl.tdtdvj},
      abstract = {Multi-robot exploration of complex, unknown environments benefits from the collaboration and cooperation offered by inter-robot communication. Accurate radio signal strength prediction enables communication-aware exploration. Models which ignore the effect of the environment on signal propagation or rely on a priori maps suffer in unknown, communication-restricted (e.g. subterranean) environments. In this work, we present Propagation Environment Modeling and Learning (PropEM-L), a framework which leverages real-time sensor-derived 3D geometric representations of an environment to extract information about line of sight between radios and attenuating walls/obstacles in order to accurately predict received signal strength (RSS). Our data-driven approach combines the strengths of well-known models of signal propagation phenomena (e.g. shadowing, reflection, diffraction) and machine learning, and can adapt online to new environments. We demonstrate the performance of PropEM-L on a six-robot team in a communicationrestricted environment with subway-like, mine-like, and cave-like characteristics, constructed for the 2021 DARPA Subterranean Challenge. Our findings indicate that PropEM-L can improve signal strength prediction accuracy by up to 44% over a logdistance path loss model.}
    }
  14. Saboia, M., Clark, L., Thangavelu, V., Edlund, J. A., Otsu, K., Correa, G. J., Varadharajan, V. S., Santamaria-Navarro, A., Touma, T., Bouman, A., Melikyan, H., Pailevanian, T., Kim, S.-K., Archanian, A., Vaquero, T. S., Beltrame, G., Napp, N., Pessin, G. and Agha-mohammadi, A.-A. (2022). ACHORD: Communication-Aware Multi-Robot Coordination with Intermittent Connectivity . AIAA SciTech. Source
    BibTeX
    @inproceedings{saboia2022achord,
      title = {ACHORD: Communication-Aware Multi-Robot Coordination with Intermittent Connectivity},
      author = {Saboia, Maira and Clark, Lillian and Thangavelu, Vivek and Edlund, Jeffrey A. and Otsu, Kyohei and Correa, Gustavo J. and Varadharajan, Vivek Shankar and Santamaria-Navarro, Angel and Touma, Thomas and Bouman, Amanda and Melikyan, Hovhannes and Pailevanian, Torkom and Kim, Sung-Kyun and Archanian, Avak and Vaquero, Tiago Stegun and Beltrame, Giovanni and Napp, Nils and Pessin, Gustavo and Agha-mohammadi, Ali-akbar},
      booktitle = {AIAA SciTech},
      publisher = {JPL Open Repository},
      year = {2022},
      doi = {10.1109/lra.2022.3193240},
      abstract = {Communication is an important capability for multi-robot exploration because (1) inter-robot communication (comms) improves coverage efficiency and (2) robot-to-base comms improves situational awareness. Exploring comms-restricted (e.g., subterranean) environments requires a multi-robot system to tolerate and anticipate intermittent connectivity, and to carefully consider comms requirements, otherwise mission-critical data may be lost. In this paper, we describe and analyze ACHORD (Autonomous \& Collaborative High-Bandwidth Operations with Radio Droppables), a multi-layer networking solution which tightly co-designs the network architecture and high-level decision-making for improved comms. ACHORD provides bandwidth prioritization and timely and reliable data transfer despite intermittent connectivity. Furthermore, it exposes low-layer networking metrics to the application layer to enable robots to autonomously monitor, map, and extend the network via droppable radios, as well as restore connectivity to improve collaborative exploration. We evaluate our solution with respect to the comms performance in several challenging underground environments including the DARPA SubT Finals competition environment. Our findings support the use of robotic message ferrying to complement static relay nodes, data stratification, and flow control to improve bandwidth-usage.}
    }
  15. Cocheril, A., Krasnova, E., Brändli, E., Mittelholz, A., Naire, R., Menet, R. and Paranjape, S. (2026). LunarLeaper, Supporting Early System Level Trade-offs with a Low-order Thermal Model, for a CubeSat-Sized Moon Mission . International Conference on Environmental Systems. Source
    BibTeX
    @inproceedings{cocheril2026lunarleaper,
      title = {LunarLeaper, Supporting Early System Level Trade-offs with a Low-order Thermal Model, for a CubeSat-Sized Moon Mission},
      author = {Cocheril, Aurélie and Krasnova, Elena and Brändli, Eric and Mittelholz, Anna and Naire, Raphaël and Menet, Raffaela and Paranjape, Sidharth},
      booktitle = {International Conference on Environmental Systems},
      publisher = {International Conference on Environmental Systems},
      year = {2026},
      doi = {10.32865/2346/109052},
      abstract = {The ETH Zurich led LunarLeaper mission will make use of state-of-the-art robotic technologies to operate a CubeSat sized legged robot in the Moon’s equatorial regions. It will explore subsurface lava tubes, their suitability for human exploration or habitation and investigate the local and regional extent of the regolith. The paper describes the parametric system model implemented early in the project development to support early design trades and to stay within the budgets and potentially unlock more scientific return. The study focuses on the methodology combining a system level parametric study with simple EXCEL and MATLAB based thermal models considering in details the worst case environment. The outcome being the identification of a working concept used for the first engineering design loop and how a sequential injection of complexity supports the establishment of a technical baseline. A focus is placed on addressing the substantially higher power dissipation of legged systems, which, on average, is several times that of conventional rovers. This invalidates simple size-to-power scaling and calls for new thermal management solutions. A lot of additional trades can be made with a simple model if there are enough parameters and if the problematics are simplified enough. Some examples are presented as well in this study.}
    }
  16. Medina-Tanco, G. (2024). Validation of the lunar mission Colmena-1 in deep space . International Astronautical Congress, IAC-24-A3,2B,5,x91388. Source
    BibTeX
    @inproceedings{medina2024validation,
      title = {Validation of the lunar mission Colmena-1 in deep space},
      author = {Medina-Tanco, Gustavo},
      booktitle = {International Astronautical Congress},
      number = {IAC-24-A3,2B,5,x91388},
      pages = {170-174},
      year = {2024},
      doi = {10.52202/078357-0023}
    }
  17. Franke, D., Koch, J. and Lichtenheldt, R. (2025). Adaptive Spoke Design for Enhanced Mobility of Rimless Wheels on the Scout Rover. elib.dlr.de/221461/1/DF-astra25_final_v2.pdf
    BibTeX
    @misc{franke2025adaptive,
      title = {Adaptive Spoke Design for Enhanced Mobility of Rimless Wheels on the Scout Rover},
      author = {Franke, Dennis and Koch, Johannes and Lichtenheldt, Roy},
      year = {2025},
      url = {https://elib.dlr.de/221461/1/DF-astra25_final_v2.pdf}
    }
  18. Uno, K., Imai, M. and Takada, K. (2026). LIMBERO: A Limbed Climbing Exploration Robot Toward Traveling on Rocky Cliffs . arXiv. Source
    BibTeX
    @article{uno2026limbero,
      title = {LIMBERO: A Limbed Climbing Exploration Robot Toward Traveling on Rocky Cliffs},
      author = {Uno, Kentaro and Imai, Masazumi and Takada, Kazuki},
      journal = {arXiv},
      year = {2026},
      doi = {10.48550/arxiv.2603.16531},
      abstract = {In lunar and planetary exploration, legged robots have attracted significant attention as an alternative to conventional wheeled robots, which struggle to traverse rough and uneven terrain. To enable locomotion over highly irregular and steeply inclined surfaces, limbed climbing robots equipped with grippers on their feet have emerged as a promising solution. In this paper, we present LIMBERO, a 10 kg-class quadrupedal climbing robot that employs spine-type grippers for stable locomotion and climbing on rugged and steep terrain. We first introduce a novel gripper design featuring coupled finger-closing and spine-hooking motions, tightly actuated by a single motor, which achieves exceptional grasping performance (>150 N) despite its lightweight design (525 g). Furthermore, we develop an efficient algorithm to visualize a geometry-based graspability index on continuous rough terrain. Finally, we integrate these components into LIMBERO and demonstrate its ability to ascend steep rocky surfaces under a 1 G gravity condition, a performance not previously achieved yet for limbed climbing robots of this scale.}
    }
  19. Arm, P., Fischer, O., Church, J., Fuhrer, A., Kolvenbach, H. and Hutter, M. (2025). Efficient Learning-Based Control of a Legged Robot in Lunar Gravity . arXiv. Source
    BibTeX
    @article{arm2025efficient,
      title = {Efficient Learning-Based Control of a Legged Robot in Lunar Gravity},
      author = {Arm, Philip and Fischer, Oliver and Church, Joseph and Fuhrer, Adrian and Kolvenbach, Hendrik and Hutter, Marco},
      journal = {arXiv},
      year = {2025},
      doi = {10.48550/arxiv.2509.10128},
      abstract = {Legged robots are promising candidates for exploring challenging areas on low-gravity bodies such as the Moon, Mars, or asteroids, thanks to their advanced mobility on unstructured terrain. However, as planetary robots' power and thermal budgets are highly restricted, these robots need energy-efficient control approaches that easily transfer to multiple gravity environments. In this work, we introduce a reinforcement learning-based control approach for legged robots with gravity-scaled power-optimized reward functions. We use our approach to develop and validate a locomotion controller and a base pose controller in gravity environments from lunar gravity (1.62 m/s2) to a hypothetical super-Earth (19.62 m/s2). Our approach successfully scales across these gravity levels for locomotion and base pose control with the gravity-scaled reward functions. The power-optimized locomotion controller reached a power consumption for locomotion of 23.4 W in Earth gravity on a 15.65 kg robot at 0.4 m/s, a 23 % improvement over the baseline policy. Additionally, we designed a constant-force spring offload system that allowed us to conduct real-world experiments on legged locomotion in lunar gravity. In lunar gravity, the power-optimized control policy reached 12.2 W, 36 % less than a baseline controller which is not optimized for power efficiency. Our method provides a scalable approach to developing power-efficient locomotion controllers for legged robots across multiple gravity levels.}
    }
  20. Xu, H., Zhao, Y. and Feng, W. (2026). Dual-Horizon Hybrid Internal Model for Low-Gravity Quadrupedal Jumping with Hardware-in-the-Loop Validation. arxiv.org/abs/2603.07999v1
    BibTeX
    @misc{xu2026dual,
      title = {Dual-Horizon Hybrid Internal Model for Low-Gravity Quadrupedal Jumping with Hardware-in-the-Loop Validation},
      author = {Xu, Haozhe and Zhao, Yifei and Feng, Wenhao},
      year = {2026},
      url = {https://arxiv.org/abs/2603.07999v1}
    }
  21. Vyas, S., Stark, F., Kumar, R., Isermann, H., Haack, J., Popescu, M., Middelberg, J., Mronga, D. and Kirchner, F. (2025). Quadrupeds for Planetary Exploration: Field Testing Control Algorithms on an Active Volcano. arxiv.org/abs/2510.18600v1
    BibTeX
    @misc{vyas2025quadrupeds,
      title = {Quadrupeds for Planetary Exploration: Field Testing Control Algorithms on an Active Volcano},
      author = {Vyas, Shubham and Stark, Franek and Kumar, Rohit and Isermann, Hannah and Haack, Jonas and Popescu, Mihaela and Middelberg, Jakob and Mronga, Dennis and Kirchner, Frank},
      year = {2025},
      url = {https://arxiv.org/abs/2510.18600v1}
    }
  22. Arm, P., Waibel, G., Preisig, J., Tuna, T., Zhou, R., Bickel, V., Ligeza, G., Miki, T., Kehl, F., Kolvenbach, H. and Hutter, M. (2023). Scientific exploration of challenging planetary analog environments with a team of legged robots . Science Robotics, 80. Source
    BibTeX
    @article{arm2023scientific,
      title = {Scientific exploration of challenging planetary analog environments with a team of legged robots},
      author = {Arm, Philip and Waibel, Gabriel and Preisig, Jan and Tuna, Turcan and Zhou, Ruyi and Bickel, Valentin and Ligeza, Gabriela and Miki, Takahiro and Kehl, Florian and Kolvenbach, Hendrik and Hutter, Marco},
      journal = {Science Robotics},
      volume = {8},
      number = {80},
      pages = {eade9548--eade9548},
      publisher = {American Association for the Advancement of Science (AAAS)},
      year = {2023},
      doi = {10.1126/scirobotics.ade9548},
      abstract = {The interest in exploring planetary bodies for scientific investigation and in situ resource utilization is ever-rising. Yet, many sites of interest are inaccessible to state-of-the-art planetary exploration robots because of the robots’ inability to traverse steep slopes, unstructured terrain, and loose soil. In addition, current single-robot approaches only allow a limited exploration speed and a single set of skills. Here, we present a team of legged robots with complementary skills for exploration missions in challenging planetary analog environments. We equipped the robots with an efficient locomotion controller, a mapping pipeline for online and postmission visualization, instance segmentation to highlight scientific targets, and scientific instruments for remote and in situ investigation. Furthermore, we integrated a robotic arm on one of the robots to enable high-precision measurements. Legged robots can swiftly navigate representative terrains, such as granular slopes beyond 25°, loose soil, and unstructured terrain, highlighting their advantages compared with wheeled rover systems. We successfully verified the approach in analog deployments at the Beyond Gravity ExoMars rover test bed, in a quarry in Switzerland, and at the Space Resources Challenge in Luxembourg. Our results show that a team of legged robots with advanced locomotion, perception, and measurement skills, as well as task-level autonomy, can conduct successful, effective missions in a short time. Our approach enables the scientific exploration of planetary target sites that are currently out of human and robotic reach.}
    }
  23. Wilson, C. G., Nachon, M. and Liu, S. (2026). Legged Autonomous Surface Science In Analogue Environments (LASSIE): Making Every Robotic Step Count in Planetary Exploration. arxiv.org/abs/2603.19661v1
    BibTeX
    @misc{wilson2026legged,
      title = {Legged Autonomous Surface Science In Analogue Environments (LASSIE): Making Every Robotic Step Count in Planetary Exploration},
      author = {Wilson, Cristina G. and Nachon, Marion and Liu, Shipeng},
      year = {2026},
      url = {https://arxiv.org/abs/2603.19661v1}
    }
  24. Sanchez-Delgado, A., Soares, J. C. V., Barasuol, V. and Semini, C. (2025). Towards Proprioceptive Terrain Mapping with Quadruped Robots for Exploration in Planetary Permanently Shadowed Regions . International Conference on Space Robotics. Source
    BibTeX
    @inproceedings{sanchezdelgado2025proprioceptive,
      title = {Towards Proprioceptive Terrain Mapping with Quadruped Robots for Exploration in Planetary Permanently Shadowed Regions},
      author = {Sanchez-Delgado, Alberto and Soares, João Carlos Virgolino and Barasuol, Victor and Semini, Claudio},
      booktitle = {International Conference on Space Robotics},
      pages = {189-196},
      year = {2025},
      doi = {10.1109/isparo66239.2025.11436327},
      abstract = {Permanently Shadowed Regions (PSRs) near the lunar poles are of interest for future exploration due to their potential to contain water ice and preserve geological records. Their complex, uneven terrain favors the use of legged robots, which can traverse challenging surfaces while collecting in-situ data, and have proven effective in Earth analogs, including dark caves, when equipped with onboard lighting. While exteroceptive sensors like cameras and lidars can capture terrain geometry and even semantic information, they cannot quantify its physical interaction with the robot—a capability provided by proprioceptive sensing. We propose a terrain mapping framework for quadruped robots, which estimates elevation, foot slippage, energy cost, and stability margins from internal sensing during locomotion. These metrics are incrementally integrated into a multi-layer 2.5D gridmap that reflects terrain interaction from the robot’s perspective. The system is evaluated in a simulator that mimics a lunar environment, using the 21 kg quadruped robot Aliengo, showing consistent mapping performance under lunar gravity and terrain conditions.}
    }

Further reading

  • Howe, A. S., Wilcox, B., Barmatz, M. and Voecks, G. (2017). ATHLETE as a Mobile ISRU and Regolith Construction Platform . ASCE Earth and Space Conference. Source