References

1. References

1

D. Baioni and M. Tramontana. Evaporite karst in three interior layered deposits in iani chaos, mars. Geomorphology, 245:15–22, 2015. doi:10.1016/j.geomorph.2015.05.018.

2

L. Burlaga, E. Sittler, F. Mariani, and R. Schwenn. Magnetic loop behind an interplanetary shock - Voyager, Helios, and IMP8 observations. J. Geophys. Res., 86:6673–6684, 1981.

3

B. De Toffoli, R. Pozzobon, M. Massironi, F. Mazzarini, S. Conway, and G. Cremonese. Surface expressions of subsurface sediment mobilization rooted into a gas hydrate-rich cryosphere on mars. Sci. Rep., 9:8603, 2019. doi:10.1038/s41598-019-45057-7.

4

R. Greeley. Lava tubes and channels in the lunar marius hills. Moon, 3:289–314, 1971. doi:10.1007/BF00561842.

5

H. Ismail Fawaz, G. Forestier, J. Weber, L. Idoumghar, and P.-A. Muller. Deep learning for time series classification: a review. Data Min. Knowl. Disc., 33:917–963, 2019. doi:10.1007/s10618-019-00619-1.

6

D. Jha, P. H. Smedsrud, M. A. Riegler, D. Johansen, T. De Lange, P. Halvorsen, and H. D. Johansen. Resunet++: an advanced architecture for medical image segmentation. In 2019 IEEE International Symposium on Multimedia (ISM), volume, 225–2255. 2019. doi:10.1109/ISM46123.2019.00049.

7

C. L. Johnson, M. E. Purucker, H. Korth, B. J. Anderson, R. M. Winslow, M. M. H. Al Asad, J. A. Slavin, I. I. Alexeev, R. J. Phillips, M. T. Zuber, and S. C. Solomon. Messenger observations of mercury's magnetic field structure. J. Geophys. Res., 2012. doi:10.1029/2012JE004217.

8

O. Kruparova, V. Krupar, J. Šafránková, Z. Němeček, M. Maksimovic, O. Santolik, J. Soucek, F. Němec, and J. Merka. Statistical survey of the terrestrial bow shock observed by the cluster spacecraft. Journal of Geophysical Research: Space Physics, 124(3):1539–1547, 2019. doi:https://doi.org/10.1029/2018JA026272.

9

B. Lim and S. Zohren. Time-series forecasting with deep learning: a survey. Phil. Trans. R. Soc. A., 2021. doi:10.1098/rsta.2020.0209.

10

R. J. Léveillé and S. Datta. Lava tubes and basaltic caves as astrobiological targets on earth and mars: a review. Planet. Space Sci., 58(4):592–598, 2010. doi:https://doi.org/10.1016/j.pss.2009.06.004.

11

V. Q. Nguyen, Linh V. M., Jin-young K., Kwangki K., and Jinsul K. Applications of anomaly detection using deep learning on time series data. In 2018 IEEE 16th Intl Conf on Dependable, Autonomic and Secure Computing, 16th Intl Conf on Pervasive Intelligence and Computing, 4th Intl Conf on Big Data Intelligence and Computing and Cyber Science and Technology Congress (DASC/PiCom/DataCom/CyberSciTech), 393–396. 2018. doi:10.1109/DASC/PiCom/DataCom/CyberSciTec.2018.00078.

12

L. C. Philpott, C. L. Johnson, B. J. Anderson, and R. M. Winslow. The shape of mercury's magnetopause: the picture from messenger magnetometer observations and future prospects for bepicolombo. J. Geophys. Res., 125(5):e2019JA027544, 2020. doi:https://doi.org/10.1029/2019JA027544.

13

R. Pozzobon, F. Mazzarini, M. Massironi, A. Pio Rossi, M. Pondrelli, G. Cremonese, and L. Marinangeli. Fluids mobilization in arabia terra, mars: depth of pressurized reservoir from mounds self-similar clustering. Icarus, 321:938–959, 2019. doi:10.1016/j.icarus.2018.12.023.

14

O. Ronneberger, P. Fischer, and T. Brox. U-net: convolutional networks for biomedical image segmentation. In Medical Image Computing and Computer-Assisted Intervention (MICCAI), volume 9351 of LNCS, 234–241. Springer, 2015. (available on arXiv:1505.04597 [cs.CV]). URL: http://lmb.informatik.uni-freiburg.de/Publications/2015/RFB15a.

15

A. P. Rouillard. Relating white light and in situ observations of coronal mass ejections: a review. J. Atmos. Sol. Terr. Phys., 73:1201–1213, 2011. doi:10.1016/j.jastp.2010.08.015.

16

T. Waltham, F. G. Bell, and M. G. Culshaw. Sinkholes and Subsidence, chapter Sinkhole classification and nomenclature. Springer Berlin Heidelberg, 2005. doi:10.1007/b138363.

17

R. M. Winslow, B. J. Anderson, C. L. Johnson, J. A. Slavin, H. Korth, M. E. Purucker, D. N. Baker, and S. C. Solomon. Mercury's magnetopause and bow shock from messenger magnetometer observations. J. Geophys. Res., 118(5):2213–2227, 2013. doi:10.1002/jgra.50237.

18

J. Zhong, W. X. Wan, J. A. Slavin, Y. Wei, R. L. Lin, L. H. Chai, J. M. Raines, Z. J. Rong, and X. H. Han. Mercury's three-dimensional asymmetric magnetopause. Journal of Geophysical Research: Space Physics, 120(9):7658–7671, 2015. doi:10.1002/2015JA021425.

19

Davide Baioni and Mario Tramontana. Possible karst landforms in two unnamed craters in Tyrrhena Terra, Mars. Planet. Space Sci., 132:57–65, 2016. doi:10.1016/j.pss.2016.08.011.

20

N. G. Barlow, S. N. Ferguson, R. M. Horstman, and A. Maine. Comparison of central pit craters on Mars, Mercury, Ganymede, and the Saturnian satellites. Meteoritics & Planetary Science, 52(7):1371–1387, 2017. doi:10.1111/maps.12857.

21

J. Blamont. A roadmap to cave dwelling on the Moon and Mars. Adv. Space Res., 54(10):2140–2149, 2014. doi:10.1016/j.asr.2014.08.019.

22

L. Carrer, C. Gerekos, and L. Bruzzone. A multi-frequency radar sounder for lava tubes detection on the Moon: Design, performance assessment and simulations. Planet. Space Sci., 152:1–17, 2018. doi:10.1016/j.pss.2018.01.011.

23

M. H. Carr, R. Greeley, K. R. Blasius, J. E. Guest, and J. B. Murray. Some Martian volcanic features as viewed from the Viking orbiters. J. Geophys. Res., 82(B28):3985–4015, 1977. doi:10.1029/JS082i028p03985.

24

Loic Chappaz, Rohan Sood, Henry J. Melosh, Kathleen C. Howell, David M. Blair, Colleen Milbury, and Maria T. Zuber. Evidence of large empty lava tubes on the Moon using GRAIL gravity. Geophys. Res. Lett., 44(1):105–112, 2017. doi:10.1002/2016GL071588.

25

D. P. Cruikshank and C. A. Wood. Lunar Rilles and Hawaiian Volcanic Features: Possible Analogues. Moon, 3(4):412–447, 1972. doi:10.1007/BF00562463.

26

G. E. Cushing, T. N. Titus, J. J. Wynne, and P. R. Christensen. THEMIS observes possible cave skylights on Mars. Geophys. Res. Lett., 34:17201, 2007. doi:10.1029/2007GL030709.

27

Glen Cushing. Candidate Cave Entrances on Mars. Journal of Cave and Karst Studies, 74:33–47, 2012.

28

Glen E. Cushing, Chris H. Okubo, and Timothy N. Titus. Atypical pit craters on Mars: New insights from THEMIS, CTX, and HiRISE observations. J. Geophys. Res., 120(6):1023–1043, 2015. doi:10.1002/2014JE004735.

29

M. Díaz Michelena, R. Kilian, O. Baeza, F. Rios, M. Ángel Rivero, J. L. Mesa, V. González, A. A. Ordoñez, B. Langlais, M. C. L. Rocca, and R. D. Acevedo. The formation of a giant collapse caprock sinkhole on the Barda Negra plateau basalts (Argentina): Magnetic, mineralogical and morphostructural evidences. Geomorphology, 2020. doi:10.1016/j.geomorph.2020.107297.

30

J. J. Gillis-Davis, D. T. Blewett, R. W. Gaskell, B. W. Denevi, M. S. Robinson, R. G. Strom, S. C. Solomon, and A. L. Sprague. Pit-floor craters on Mercury: Evidence of near-surface igneous activity. Earth and Planetary Science Letters, 285(3-4):243–250, 2009. doi:10.1016/j.epsl.2009.05.023.

31

T. M. Hare, A. P. Rossi, A. Frigeri, and C. Marmo. Interoperability in planetary research for geospatial data analysis. Planet. Space Sci., 150:36–42, 2018. arXiv:1706.02683, doi:10.1016/j.pss.2017.04.004.

32

H. A. Lauterbach, D. Borrmann, A. Nüchter, A. P. Rossi, V. Unnithan, P. Torrese, and R. Pozzobon. Mobile Mapping of the la Corona Lavatube on Lanzarote. ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences, 42W5:381–387, 2019. doi:10.5194/isprs-annals-IV-2-W5-381-2019.

33

G. Nguyen, N. Aunai, D. Fontaine, E. Le Pennec, J. Van den Bossche, A. Jeandet, B. Bakkali, L. Vignoli, and B. Regaldo-Saint Blancard. Automatic Detection of Interplanetary Coronal Mass Ejections from In Situ Data: A Deep Learning Approach. Astrophys. J., 874(2):145, 2019. doi:10.3847/1538-4357/ab0d24.

34

F. Sauro, R. Pozzobon, M. Massironi, P. De Berardinis, T. Santagata, and J. De Waele. Lava tubes on Earth, Moon and Mars: A review on their size and morphology revealed by comparative planetology. Earth Science Reviews, 2020. doi:10.1016/j.earscirev.2020.103288.

35

W. C. Sawford, R. E. Ernst, C. Samson, and S. C. Davey. Pit Crater Chains in the Nyx Mons Region, Venus. In 46th Annual Lunar and Planetary Science Conference, Lunar and Planetary Science Conference, 1283. 2015.

36

R. V. Wagner and M. S. Robinson. Distribution, formation mechanisms, and significance of lunar pits. Icarus, 237:52–60, 2014. doi:10.1016/j.icarus.2014.04.002.

37

Danielle Wyrick, David A. Ferrill, Alan P. Morris, Shannon L. Colton, and Darrell W. Sims. Distribution, morphology, and origins of Martian pit crater chains. J. Geophys. Res., 2004. doi:10.1029/2004JE002240.

previous

2. Summary and Discussion