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Yutu photographed from the Chang'e-3 lander in December 2013. Both solar wings are deployed horizontally, the lunar penetrating radar dipole antennas project fore and aft, the steerable dish sits on the mast, and three of the six grousered wheels are visible CNSA / China Lunar Exploration Program [14].

Yutu is the six-wheeled rover carried by the Chang’e-3 lander, the second phase of the Chinese Lunar Exploration Program and China’s first soft landing on the Moon [8], [1]. Chang’e-3 was launched on a Long March 3B on 2 December 2013 and landed on 14 December 2013; the lander and rover separated and imaged one another on 15 December 2013 [13]. The rover carried four instruments: a Panoramic Camera, a Visible and Near-Infrared Imaging Spectrometer, an Active Particle-induced X-ray Spectrometer, and a Lunar Penetrating Radar. It drove 114.8 m and stopped moving at the end of its second lunar day [5], [6].

ParameterValueSource
Wheelssix, three per side, front, middle and rear[12]
Wheel radius0.13 m
Wheel width0.16 m
Wheel surfacegrousers in an alternating distribution pattern
Suspensiontwo-arm linkage per wheel to the chassis
Total mass used in the published multibody model137.0 kg
Instruments4[8]
Dead-reckoning sensorswheel odometer and IMU[10]
Localization sensorsstereo navigation cameras

No CNSA page gives the rover mass, dimensions, rated speed, gradeability or obstacle height. The 137.0 kg figure is the total mass adopted in the multibody dynamics model of the vehicle, not an agency specification [12]. The combined dry mass of the Chang’e-3 lander and rover is 1.22 t [6].

ParameterValueSource
LaunchLong March 3B, 2 December 2013[8]
Landing14 December 2013
Landing regionSinus Iridum region, northern Mare Imbrium, on the rim of Zi Wei crater[6], [3]
Lander and rover mutual imaging15 December 2013[8]
Surface operations start15 December 2013[6]
Distance driven, cross-site visual localization114.8 m
Distance driven, DOM matching111.2 m
Farthest VNIS target from the landerabout 40 m[3]
Mobile period23 December 2013 to 14 January 2014 for VNIS measurements

Sinus Iridum was selected against combined scientific and engineering constraints, among them the requirement that the landing site lie within the geographic area visible to the tracking stations; Chang’e-3 used two ground stations [6]. The rover made four VNIS soil measurements, at sites 5, 6, 7 and 8, during the period it was mobile [3].

The vehicle is a chassis, a suspension system and six wheels, three per side in front, middle and rear positions, each wheel connected to the main body through a two-arm suspension linkage [12]. Wheel radius is 0.13 m and width 0.16 m, with grousers laid out in an alternating distribution pattern rather than uniformly spaced.

Published mobility analysis of the configuration is simulation rather than flight data. A continuum representation model solved by smoothed particle hydrodynamics, run in Chrono against lunar soil parameter sets of 1627 to 1839 kg per cubic meter bulk density and 37.8 to 47.8 degree friction angle, gives tractive force, wheel torque, wheel sinkage and traction slope over slip ratios from 0 to 0.8 at 0.2 m/s translational velocity [12]. Both tractive force and the amplitude of its oscillation rise with soil friction angle and bulk density, and full-vehicle oscillation amplitudes are smaller than single-wheel ones because the suspension adds degrees of freedom. Single-wheel tests in that work loaded the wheel to 11.415 kg of wheel mass plus 11.415 kg on the axis, 22.83 kg total, under lunar gravity [12]. A wheel-geometry sweep over slopes to 17 degrees run in the same model shows that a larger rim diameter or a wider wheel both reduce the slip needed to climb a given slope, and that doubling grouser count from 20 to 40 changes almost nothing [12].

The only in-situ estimate of soil strength at the Chang’e-3 site comes from later analysis of the follow-on Chang’e-4 rover: track-imagery-derived cohesive modulus at the CE-3 site (kD^0.39 = 0.55 to 1.19 N/cm^2.8) came out markedly weaker than at the CE-4 farside site and weaker than the Apollo 15 value, attributed to lesser regolith maturity at CE-3 [9]. A separate terramechanical fit to a Yutu-2 slip event gives farside regolith a bearing capacity near 4 kPa, above the 2 to 3 kPa measured along the Lunokhod 1 traverse, a comparison point for the same wheel class as Yutu’s [4].

Mobility ended after the second lunar day. Wang and colleagues record that the rover traveled about 114 m before a technical problem, while the lander continued to work for a long period afterwards [6]. VNIS soil measurements were taken between 23 December 2013 and 14 January 2014, described as the period during which Yutu was mobile [3]. The rover continued to return data after that date but did not add odometry.

Both solar wings are deployed to either side of the chassis. The Active Particle-induced X-ray Spectrometer sensor head carries a radioisotope heater unit to keep it warm [2], which places the vehicle in the class of Chinese lunar surface vehicles that use radioisotope heating rather than electrical heating for lunar night survival. No generation capacity or battery capacity is published on the CNSA pages or in the literature retrieved for this entry.

The published thermal detail is instrument level. The APXS sensor head is warmed by a radioisotope heater unit mounted with it at the end of the robotic arm [2]. Survival of the lunar night required stowing the mast and folding the solar wings over the warmed electronics compartment. The survival temperature limits are not published.

No processor part, memory size or radiation tolerance approach for Yutu is published. The main body hosts the scientific instruments, the power system, the onboard computer and navigation system and the cameras [12]. The onboard sensing that is documented is the dead reckoning chain, a wheel odometer and an inertial measurement unit, whose output provided real-time rover position along the traverse [10].

Yutu was teleoperated rather than autonomous. The rover was driven from the Beijing Aerospace Control Center, with the Planetary Remote Sensing team at the Institute of Remote Sensing and Digital Earth supplying the geospatial products [3]. Dead reckoning from the wheel odometer and IMU accumulates error from wheel slip and IMU drift, so two visual methods were applied on top of it: cross-site visual localization, based on ASIFT feature matching and bundle adjustment of navigation camera images taken at adjacent waypoints, and DOM matching, based on matching digital orthophoto maps generated from navigation camera stereo pairs against basemaps built from orbital or descent imagery. Cross-site visual localization ran in near real time, a couple of minutes after image downlink, at every waypoint, and so was the method available to the drive cycle; DOM matching was applied only where distinguishing features such as small craters or large rocks were present in the local area, and returned the most accurate result.

Cross-site visual localization matched tie points between adjacent-waypoint stereo pairs with ASIFT inside search regions predicted from dead reckoning, rejected outliers by an inter-point distance test, and closed the pose with a two-site bundle adjustment. Measured against indoor truth in a simulated lunar field, its error ran 1 to 4 percent of traverse with a 3.3 percent mean, against 15 percent for dead reckoning alone; in flight the pipeline ran on a 32-core ground workstation in under 2 minutes per site including data transfer [10].

The two methods disagree by 3.6 m over the full traverse, 114.8 m against 111.2 m, and both are more accurate than dead reckoning [10].

The rover communicated through the Chang’e-3 lander and the ground stations of the Chinese deep space network. Chang’e-3 mission design constrained the landing site to lie within the area visible from the tracking stations, of which two were used [6]. No rover link frequencies or data rates are published.

InstrumentFunctionSource
Panoramic Cameraclose-up surface imaging[1], [8]
Visible and Near-Infrared Imaging Spectrometer (VNIS)mineralogy from reflectance spectra[1], [3]
Active Particle-induced X-ray Spectrometer (APXS)elemental abundances by X-ray fluorescence[1], [2]
Lunar Penetrating Radar (LPR)subsurface structure[1], [8]

VNIS combines a visible and near-infrared imaging spectrometer covering 450 to 950 nm with a shortwave infrared spectrometer covering 900 to 2395 nm and a white calibration panel; the visible channel has 100 channels and the shortwave channel 300, both at 5 nm sampling interval [3]. VNIS spectra of freshly excavated soil against the surrounding weathered material at the rover’s location measured the optical effect of lunar space weathering directly, the same maturity-driven change in reflectance that any rover-borne spectrometer or vision system operating on old regolith has to account for [7].

APXS parameters [2]:

ParameterValue
Detectorsilicon drift detector
Effective area7 square millimeters
Energy resolutionbetter than 140 eV at 5.9 keV
Energy range0.5 to 20 keV
Detection distance10 to 30 mm
Excitation sources4 x 70 mCi 55Fe and 4 x 5 mCi 109Cd
Sensor head mass754 g

The APXS sensor head is carried on a robotic arm at the front of the rover, which places it against a target on the lunar surface for a measurement [2]. Ground verification against blind samples established that major-element abundances are recovered with relative deviations below 15 weight percent at 30 mm detection distance and 30 minutes of acquisition, with detection limit rising as standoff grows and falling as integration time grows, leading to the operational recommendation to keep the sensor head under 50 mm from the target [5].

The Lunar Penetrating Radar was the first ground-penetrating radar operated on the lunar surface, and its dipole antennas are the booms visible fore and aft of the chassis [1].

The documented cycle is waypoint-based: drive to a waypoint, acquire navigation camera stereo pairs, downlink, localize, plan the next segment [10]. Instrument measurements were made at stops, with the APXS arm deployed to the surface [2] and VNIS pointed at a soil target [3]. Survival of each lunar night required a hibernation configuration with the mast stowed and the solar wings folded.

Rover teleoperation was performed at the Beijing Aerospace Control Center by a rover teleoperation team, working with the Planetary Remote Sensing team of the State Key Laboratory of Remote Sensing Science at the Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences [3]. The geospatial products supporting operations were landing site mapping, topographic analysis, hazard detection, path planning, rover localization and navigation, built from orbital data, descent imagery and rover navigation camera stereo pairs.

The localization chain built for Yutu was carried directly into Chang’e-4. Cross-site visual localization and DOM matching, developed and applied at Beijing Aerospace Control Center for Chang’e-3, were the same techniques used to localize Yutu-2, which traveled 190.66 m by odometer and 186.66 m by visual localization through its fifth lunar day, and 345.059 m as of 3 December 2019 [3], [11]. Chang’e-4 was built as the backup spacecraft to Chang’e-3 and reused its landing site selection method [6]. In Yutu-2 operations the two channels were kept as a cross-check rather than a handoff: onboard dead reckoning and ground-based visual positioning agreed to the centimeter or decimeter level over the up to 10 m between neighboring waypoints, and diverged by more than 1 m only where the rover had slipped badly, which is when the visual correction mattered [11].

The Lunar Penetrating Radar established subsurface sounding from a rover as a lunar technique [1], and the APXS design, a 754 g silicon drift detector head on a deployable arm with a radioisotope heater unit and 55Fe and 109Cd excitation sources, was the basis for the instrument carried on Yutu-2 [2].

References

  1. (2017). CNSA: Chang'e-3 probe. cnsa.gov.cn/n6758824/n6759008/n6759013/c6794310/content.html
    BibTeX
    @misc{anon2017cnsa,
      title = {CNSA: Chang'e-3 probe},
      organization = {cnsa.gov.cn},
      year = {2017},
      url = {https://www.cnsa.gov.cn/n6758824/n6759008/n6759013/c6794310/content.html}
    }
  2. (2017). CNSA: Yutu lunar rover. cnsa.gov.cn/n6758823/n6758842/c6797048/content.html
    BibTeX
    @misc{anon2017cnsab,
      title = {CNSA: Yutu lunar rover},
      organization = {cnsa.gov.cn},
      year = {2017},
      url = {https://www.cnsa.gov.cn/n6758823/n6758842/c6797048/content.html}
    }
  3. 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.}
    }
  4. Ding, L., Zhou, R., Yu, T., Yang, H., He, X., Gao, H., Wang, J., Yuan, Y. and Wang, J. (2024). Lunar rock investigation and tri-aspect characterization of lunar farside regolith by a digital twin . Nature Communications. Source
    BibTeX
    @article{ding2024lunar,
      title = {Lunar rock investigation and tri-aspect characterization of lunar farside regolith by a digital twin},
      author = {Ding, Liang and Zhou, Ruyi and Yu, Tianyi and Yang, Huaiguang and He, Ximing and Gao, Haibo and Wang, Juntao and Yuan, Ye and Wang, Jia},
      journal = {Nature Communications},
      volume = {15},
      pages = {1547},
      year = {2024},
      doi = {10.1038/s41467-024-46233-8},
      abstract = {Abstract Yutu-2 rover conducted an exciting expedition on the 41st lunar day to investigate a fin-shaped rock at Longji site (45.44°S, 177.56°E) by extending its locomotion margin on perilous peaks. The varied locomotion encountered, especially multi-form wheel slippage, during the journey to the target rock, established unique conditions for a fin-grained lunar regolith analysis regarding bearing, shear and lateral properties based on terramechanics. Here, we show a tri-aspect characterization of lunar regolith and infer the rock’s origin using a digital twin. We estimate internal friction angle within 21.5°−42.0° and associated cohesion of 520-3154 Pa in the Chang’E-4 operational site. These findings suggest shear characteristics similar to Apollo 12 mission samples but notably higher cohesion compared to regolith investigated on most nearside lunar missions. We estimate external friction angle in lateral properties to be within 8.3°−16.5°, which fills the gaps of the lateral property estimation of the lunar farside regolith and serves as a foundational parameter for subsequent engineering verifications. Our in-situ spectral investigations of the target rock unveil its composition of iron/magnesium-rich low-calcium pyroxene, linking it to the Zhinyu crater (45.34°S, 176.15°E) ejecta. Our results indicate that the combination of in-situ measurements with robotics technology in planetary exploration reveal the possibility of additional source regions contributing to the local materials at the Chang’E-4 site, implying a more complicated geological history in the vicinity.}
    }
  5. Fu, X.-H., Li, C.-L., Zhang, G.-L., Peng, W.-X., Wang, H.-Y. and Cui, X.-Z. (2015). Ground-based verification and data processing of Yutu rover Active Particle-induced X-ray Spectrometer . Chinese Physics C. Source
    BibTeX
    @article{fu2015ground,
      title = {Ground-based verification and data processing of Yutu rover Active Particle-induced X-ray Spectrometer},
      author = {Fu, Xiao-Hui and Li, Chun-Lai and Zhang, Guang-Liang and Peng, Wen-Xi and Wang, Huan-Yu and Cui, Xing-Zhu},
      journal = {Chinese Physics C},
      volume = {39},
      pages = {076002},
      year = {2015},
      doi = {10.1088/1674-1137/39/7/076002},
      abstract = {The Active Particle-induced X-ray Spectrometer (APXS) is one of the payloads on board the Yutu rover of the Chang'E-3 mission. In order to assess the instrumental performance of APXS, a ground verification test was performed for two unknown samples (basaltic rock, mixed powder sample). In this paper, the details of the experiment configurations and data analysis method are presented. The results show that the elemental abundance of major elements can be well determined by the APXS with relative deviations <15 wt.% (detection distance=30 mm, acquisition time=30 min). The derived detection limit of each major element is inversely proportional to acquisition time and directly proportional to detection distance, suggesting that the appropriate distance should be <50 mm.}
    }
  6. Ip, W.-H., Yan, J., Li, C.-L. and Ouyang, Z.-Y. (2014). Preface: The Chang'e-3 lander and rover mission to the Moon . Research in Astronomy and Astrophysics, 12. Source
    BibTeX
    @article{ip2014preface,
      title = {Preface: The Chang'e-3 lander and rover mission to the Moon},
      author = {Ip, Wing-Huen and Yan, Jun and Li, Chun-Lai and Ouyang, Zi-Yuan},
      journal = {Research in Astronomy and Astrophysics},
      volume = {14},
      number = {12},
      pages = {1511--1513},
      year = {2014},
      doi = {10.1088/1674-4527/14/12/001},
      abstract = {The Chang'e-3 (CE-3) lander and rover mission to the Moon was an intermediate step in China's lunar exploration program, which will be followed by a sample return mission. The lander was equipped with a number of remote-sensing instruments including a pair of cameras (Landing Camera and Terrain Camera) for recording the landing process and surveying terrain, an extreme ultraviolet camera for monitoring activities in the Earth's plasmasphere, and a first-ever Moon-based ultraviolet telescope for astronomical observations. The Yutu rover successfully carried out close-up observations with the Panoramic Camera, mineralogical investigations with the VIS-NIR Imaging Spectrometer, study of elemental abundances with the Active Particle-induced X-ray Spectrometer, and pioneering measurements of the lunar subsurface with Lunar Penetrating Radar. This special issue provides a collection of key information on the instrumental designs, calibration methods and data processing procedures used by these experiments with a perspective of facilitating further analyses of scientific data from CE-3 in preparation for future missions.}
    }
  7. Li, C., Liu, D., Liu, B., Ren, X., Liu, J., He, Z., Zuo, W., Zeng, X., Xu, R., Tan, X., Zhang, X., Chen, W., Zhang, H. and Wen, W. (2018). Space weathering of the Moon from in situ detection . arXiv preprint arXiv:1812.04198. Source
    BibTeX
    @article{li2018space,
      title = {Space weathering of the Moon from in situ detection},
      author = {Li, Chunlai and Liu, Dawei and Liu, Bin and Ren, Xin and Liu, Jianjun and He, Zhiping and Zuo, Wei and Zeng, Xingguo and Xu, Rui and Tan, Xu and Zhang, Xiaoxia and Chen, Wangli and Zhang, Hongbo and Wen, Weibin},
      journal = {arXiv preprint arXiv:1812.04198},
      year = {2018},
      doi = {10.48550/arxiv.1812.04198},
      abstract = {Space weathering is an important surface process occurring on the Moon and other airless bodies, especially those that have no magnetic field. The optical effects of the Moon's space weathering have been largely investigated in the laboratory for lunar samples and lunar analogues. However, duplication of the pristine regolith on Earth is not possible. Here we report the space weathering from the unique perspective of the Chang'E-3's (CE-3) "Yutu" rover, building on our previous work (Wang et al. 2017; Wu and Hapke 2018). Measurement of the visually undisturbed uppermost regolith as well as locations that have been affected by rocket exhaust from the spacecraft by the Visible-Near Infrared Spectrometer (VNIS) revealed that the returned samples bring a biased information about the pristine lunar regolith. The uppermost surficial regolith is much more weathered than the regolith immediately below, and the finest fraction is rich in space weathered products. These materials are very dark and attenuated throughout the visible and near-infrared (VNIR) wavelengths, hence reduce the reflectance and mask the absorption features. The effects on the spectral slope caused by space weathering are wavelength-dependent: the visible and near-infrared continuum slope (VNCS) increases while the visible slope (VS) decreases. In the visible wavelength, the optical effects of space weathering and TiO2 are identical: both reduce albedo and blue the spectra. This suggests that developing new TiO2 abundance algorithm is needed. Optical maturity indices are composition related and hence only locally meaningful. Since optical remote sensing can only sense the uppermost few microns of regolith and since this surface tends to be very weathered, the interpretation of surface composition using optical remote sensing data needs to be carefully evaluated. Sampling the uppermost surface is suggested.}
    }
  8. Liu, J., Zeng, X., Li, C., Ren, X., Yan, W., Tan, X., Zhang, X., Chen, W., Zuo, W., Liu, Y., Liu, B., Liu, D., Zhou, Q. and Ouyang, Z. (2021). Landing Site Selection and Overview of China's Lunar Landing Missions . Space Science Reviews. Source
    BibTeX
    @article{liu2021landing,
      title = {Landing Site Selection and Overview of China's Lunar Landing Missions},
      author = {Liu, Jianjun and Zeng, Xingguo and Li, Chunlai and Ren, Xin and Yan, Wei and Tan, Xu and Zhang, Xiaoxia and Chen, Wangli and Zuo, Wei and Liu, Yuxuan and Liu, Bin and Liu, Dawei and Zhou, Qin and Ouyang, Ziyuan},
      journal = {Space Science Reviews},
      volume = {217},
      pages = {6},
      year = {2021},
      doi = {10.1007/s11214-020-00781-9},
      abstract = {Abstract Landing site selection is of fundamental importance for lunar landing mission and it is closely related to the scientific goals of the mission. According to the widely concerned lunar science goals and the landing site selection of the ongoing lunar missions; China has carried out the selection of landing site for a series of Chang’ E (CE) missions. Under this background, this paper firstly introduced the principles, process, method and result of landing site selection of China’s Lunar Exploration Program (CLEP), and then analyzed the support of the selected landing sites to the corresponding lunar research. This study also pointed out the outcomes that could possibly contribute to the key lunar questions on the basis of the selected landing sites of CE-4 and CE-5 such as deep material in South Pole-Aitken (SPA) basin, lunar chronology, volcanic thermodynamics and geological structure evolution history of the Moon. Finally, this approach analyzed the development trend of China’s follow-up lunar landing missions, and suggested that the South Pole Region of the Moon could be the landing site of high priority for the future CE missions.}
    }
  9. Tang, Z., Liu, J., Wang, X., Ren, X., Chen, W., Yan, W., Zhang, X., Tan, X., Zeng, X., Liu, D., Zhang, H., Wen, W., Zuo, W., Su, Y., Yang, J. and Li, C. (2020). Physical and Mechanical Characteristics of Lunar Soil at the Chang'E-4 Landing Site . Geophysical Research Letters. Source
    BibTeX
    @article{tang2020physical,
      title = {Physical and Mechanical Characteristics of Lunar Soil at the Chang'E-4 Landing Site},
      author = {Tang, Zhencheng and Liu, Jianjun and Wang, Xing and Ren, Xin and Chen, Wangli and Yan, Wei and Zhang, Xiaoxia and Tan, Xu and Zeng, Xingguo and Liu, Dawei and Zhang, Hongbo and Wen, Weibin and Zuo, Wei and Su, Yan and Yang, Jianfeng and Li, Chunlai},
      journal = {Geophysical Research Letters},
      volume = {47},
      year = {2020},
      doi = {10.1029/2020gl089499},
      abstract = {Abstract Chang'E‐4, with the Yutu‐2 rover, is the first lunar probe to successfully land and conduct a tour on the far side of the Moon from early 2019. We analyze the physical and mechanical characteristics of lunar soil through the in situ terrain data collected by the panoramic camera onboard the Yutu‐2 rover. With the slip ratio and wheel sinkage obtained by the derived Digital Orthophoto Map (DOM) and Digital Elevation Model (DEM), the mechanical parameters of lunar soil are derived from the slip‐sinkage model. These mechanical parameters and wheel size of the rover are used to obtain the pressure‐sinkage curves, which can estimate the lunar soil strength. The experimental results indicate that the soil strength at the Chang'E‐4 landing site is much higher than that at the Chang'E‐3 landing site. The discrepancies in lunar soil strength between the two landing sites may be related to the local surface topography and degree of space weathering.}
    }
  10. Wan, W., Liu, Z., Di, K., Wang, B. and Zhou, J. (2014). A Cross-Site Visual Localization Method for Yutu Rover . IEEE Transactions on Aerospace and Electronic Systems. Source
    BibTeX
    @article{wan2014cross,
      title = {A Cross-Site Visual Localization Method for Yutu Rover},
      author = {Wan, Wenhui and Liu, Z. and Di, Kaichang and Wang, B. and Zhou, Jianliang},
      journal = {IEEE Transactions on Aerospace and Electronic Systems},
      volume = {XL-4},
      pages = {279-284},
      publisher = {Copernicus GmbH},
      year = {2014},
      doi = {10.5194/isprsarchives-xl-4-279-2014},
      abstract = {Abstract. Localization of the rover is critical to support science and engineering operations in planetary rover missions, such as rover traverse planning and hazard avoidance. It is desirable for planetary rover to have visual localization capability with high degree of automation and quick turnaround time. In this research, we developed a visual localization method for lunar rover, which is capable of deriving accurate localization results from cross-site stereo images. Tie points are searched in correspondent areas predicted by initial localization results and determined by ASIFT matching algorithm. Accurate localization results are derived from bundle adjustment based on an image network constructed by the tie points. In order to investigate the performance of proposed method, theoretical accuracy analysis on is implemented by means of error propagation principles. Field experiments were conducted to verify the effectiveness of the proposed method in practical applications. Experiment results prove that the proposed method provides more accurate localization results (1 %~4 %) than dead-reckoning. After more validations and enhancements, the developed rover localization method has been successfully used in Chang'e-3 mission operations.}
    }
  11. Wang, J., Li, J., Wang, S., Yu, T., Rong, Z., He, X., You, Y., Zou, Q., Wan, W., Wang, Y., Gou, S., Liu, B., Peng, M., Di, K., Liu, Z., Jia, M., Xin, X., Chen, Y., Cheng, X., Feng, X., Liu, C., Han, S. and Liu, X. (2020). Computer Vision in the Teleoperation of the Yutu-2 Rover . ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Source
    BibTeX
    @article{wang2020computer,
      title = {Computer Vision in the Teleoperation of the Yutu-2 Rover},
      author = {Wang, J. and Li, Jinhua and Wang, S. and Yu, Tianyi and Rong, Z. and He, Ximing and You, Y. and Zou, Q. and Wan, Wenhui and Wang, Y. and Gou, Sheng and Liu, B. and Peng, Man and Di, Kaichang and Liu, Z. and Jia, M. and Xin, X. and Chen, Yuan and Cheng, X. and Feng, X. and Liu, Chuankai and Han, Shaojin and Liu, Xiyao},
      journal = {ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences},
      volume = {V-3-2020},
      pages = {595--602},
      year = {2020},
      doi = {10.5194/isprs-annals-v-3-2020-595-2020},
      abstract = {Abstract. On January 3, 2019, the Chang'e-4 (CE-4) probe successfully landed in the Von Kármán crater inside the South Pole-Aitken (SPA) basin. With the support of a relay communication satellite "Queqiao" launched in 2018 and located at the Earth-Moon L2 liberation point, the lander and the Yutu-2 rover carried out in-situ exploration and patrol surveys, respectively, and were able to make a series of important scientific discoveries. Owing to the complexity and unpredictability of the lunar surface, teleoperation has become the most important control method for the operation of the rover. Computer vision is an important technology to support the teleoperation of the rover. During the powered descent stage and lunar surface exploration, teleoperation based on computer vision can effectively overcome many technical challenges, such as fast positioning of the landing point, high-resolution seamless mapping of the landing site, localization of the rover in the complex environment on the lunar surface, terrain reconstruction, and path planning. All these processes helped achieve the first soft landing, roving, and in-situ exploration on the lunar farside. This paper presents a high-precision positioning technology and positioning results of the landing point based on multi-source data, including orbital images and CE-4 descent images. The method and its results have been successfully applied in an actual engineering mission for the first time in China, providing important support for the topographical analysis of the landing site and mission planning for subsequent teleoperations. After landing, a 0.03 m resolution DOM was generated using the descent images and was used as one of the base maps for the overall rover path planning. Before each movement, the Yutu-2 rover controlled its hazard avoidance cameras (Hazcam), navigation cameras (Navcam), and panoramic cameras (Pancam) to capture stereo images of the lunar surface at different angles. Local digital elevation models (DEMs) with a 0.02 m resolution were routinely produced at each waypoint using the Navcam and Hazcam images. These DEMs were then used to design an obstacle recognition method and establish a model for calculating the slope, aspect, roughness, and visibility. Finally, in combination with the Yutu-2 rover mobility characteristics, a comprehensive cost map for path search was generated.By the end of the first 12 lunar days, the Yutu-2 rover has been working on the lunar farside for more than 300 days, greatly exceeding the projected service life. The rover was able to overcome the complex terrain on the lunar farside, and travelled a total distance of more than 300 m, achieving the "double three hundred" breakthrough. In future manned lunar landing and exploration of Mars by China, computer vision will play an integral role to support science target selection and scientific investigations, and will become an extremely important core technology for various engineering tasks.}
    }
  12. Zhou, L., Zhang, Y., Shi, J., Hu, W. and Negrut, D. (2025). An analysis of the Yutu lunar rover's mobility performance using a multibody dynamics framework and a physics-based terramechanics model . Research Square preprint. Source
    BibTeX
    @article{zhou2025analysis,
      title = {An analysis of the Yutu lunar rover's mobility performance using a multibody dynamics framework and a physics-based terramechanics model},
      author = {Zhou, Lebin and Zhang, Yuemin and Shi, Junwei and Hu, Wei and Negrut, Dan},
      journal = {Research Square preprint},
      year = {2025},
      doi = {10.21203/rs.3.rs-6489552/v1},
      abstract = {Abstract The interaction between wheels and soil has a significant impact on the dynamics of extraterrestrial vehicles in terrame-chanics applications. With very few exceptions, the mobility analysis of extraterrestrial rovers has been carried out using empirical terramechanics models originally established for military vehicle mobility analysis. This contribution employs a physics-based terramechanics model, the so called continuum representation model (CRM), which employs partial differential equations solved using the smoothed particle hydrodynamics (SPH) method. The resulting terramechanics model displays the speed of the simpler empirical models, yet produces results comparable in fidelity to those generated by the computationally costly discrete element method (DEM). We demonstrate the versatility of the CRM approach by simulating the single-wheel system of the Yutu lunar rover. Simulations were conducted to comparatively analyze the effects of particle size, slip control policy, and soil parameters on wheel performance. The accuracy of the single-wheel CRM results was assessed using “ground truth” DEM results. Subsequently, to gain a system-level understanding of the performance of the Yutu rover, the vehicle was modeled as a multibody system, and mobility simulations were run on de-formable CRM terrain. The performance of the full rover, as captured in tractive force, wheel torque, wheel sinkage, and traction vs. slope tests, was examined under various test conditions. Finally, we examine how various wheel features, e.g., its radius and grouser width/height/count, affect the mobility performance of the rover. All simulations were conducted using an open-source, publicly available simulator called Chrono. The scripts and models used to generate the results presented in this paper are available upon request to support reproducibility studies and further research.}
    }
  13. (2026). CNSA: Chang'e-3 probe. cnsa.gov.cn/n6758824/n6759008/n6759013/c6794310/content.html
    BibTeX
    @misc{cnsachange,
      title = {CNSA: Chang'e-3 probe},
      organization = {cnsa.gov.cn},
      year = {2026},
      url = {https://www.cnsa.gov.cn/n6758824/n6759008/n6759013/c6794310/content.html}
    }
  14. (2026). CNSA: Yutu lunar rover. cnsa.gov.cn/n6758823/n6758842/c6797048/content.html
    BibTeX
    @misc{cnsayutu,
      title = {CNSA: Yutu lunar rover},
      organization = {cnsa.gov.cn},
      year = {2026},
      url = {https://www.cnsa.gov.cn/n6758823/n6758842/c6797048/content.html}
    }