{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T14:54:23Z","timestamp":1784213663548,"version":"3.55.0"},"reference-count":145,"publisher":"MDPI AG","issue":"23","license":[{"start":{"date-parts":[[2021,12,4]],"date-time":"2021-12-04T00:00:00Z","timestamp":1638576000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Recent scientific and technological advancements driven by the Internet of Things (IoT), Machine Learning (ML) and Artificial Intelligence (AI), distributed computing and data communication technologies have opened up a vast range of opportunities in many scientific fields\u2014spanning from fast, reliable and efficient data communication to large-scale cloud\/edge computing and intelligent big data analytics. Technological innovations and developments in these areas have also enabled many opportunities in the space industry. The successful Mars landing of NASA\u2019s Perseverance rover on 18 February 2021 represents another giant leap for humankind in space exploration. Emerging research and developments of connectivity and computing technologies in IoT for space\/non-terrestrial environments is expected to yield significant benefits in the near future. This survey paper presents a broad overview of the area and provides a look-ahead of the opportunities made possible by IoT and space-based technologies. We first survey the current developments of IoT and space industry, and identify key challenges and opportunities in these areas. We then review the state-of-the-art and discuss future opportunities for IoT developments, deployment and integration to support future endeavors in space exploration.<\/jats:p>","DOI":"10.3390\/s21238117","type":"journal-article","created":{"date-parts":[[2021,12,6]],"date-time":"2021-12-06T03:10:38Z","timestamp":1638760238000},"page":"8117","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":80,"title":["Internet of Things in Space: A Review of Opportunities and Challenges from Satellite-Aided Computing to Digitally-Enhanced Space Living"],"prefix":"10.3390","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9699-9418","authenticated-orcid":false,"given":"Jonathan","family":"Kua","sequence":"first","affiliation":[{"name":"School of Information Technology, Deakin University, Geelong, VIC 3220, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5339-9305","authenticated-orcid":false,"given":"Seng W.","family":"Loke","sequence":"additional","affiliation":[{"name":"School of Information Technology, Deakin University, Geelong, VIC 3220, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1466-7386","authenticated-orcid":false,"given":"Chetan","family":"Arora","sequence":"additional","affiliation":[{"name":"School of Information Technology, Deakin University, Geelong, VIC 3220, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3668-1242","authenticated-orcid":false,"given":"Niroshinie","family":"Fernando","sequence":"additional","affiliation":[{"name":"School of Information Technology, Deakin University, Geelong, VIC 3220, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chathurika","family":"Ranaweera","sequence":"additional","affiliation":[{"name":"School of Information Technology, Deakin University, Geelong, VIC 3220, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2021,12,4]]},"reference":[{"key":"ref_1","unstructured":"NASA (2021, December 02). NASA Astronauts Safely Splash Down after First Commercial Crew Flight to Space Station, Available online: https:\/\/www.nasa.gov\/press-release\/nasa-astronauts-safely-splash-down-after-first-commercial-crew-flight-to-space-station."},{"key":"ref_2","unstructured":"Orion (2021, December 02). Orion Span Announces the World\u2019s First Ever Luxury Space Hotel. Available online: https:\/\/www.orionspan.com\/orion-span-announces-space-hotel."},{"key":"ref_3","unstructured":"Galeon, D. (2021, December 02). Two Space Hotels Could Open as Early as 2021. Available online: https:\/\/futurism.com\/space-hotels-open-2021."},{"key":"ref_4","unstructured":"Curtis, C. (2021, December 02). Meet Alyssa Carson, the 18-Year-Old Training to Become the First Human on Mars. Available online: https:\/\/thenextweb.com\/space\/2019\/07\/26\/meet-alyssa-carson-the-18-year-old-training-to-become-the-first-human-on-mars\/."},{"key":"ref_5","unstructured":"NASA (2015). NASA Journey to Mars: Pioneering Next Steps in Space Exploration."},{"key":"ref_6","unstructured":"Gohd, C. (2021, December 02). A Space Race to Mars? Not Quite\u2014Here\u2019s Why. Available online: https:\/\/www.space.com\/mars-space-race-nasa-china-uae.html."},{"key":"ref_7","unstructured":"Galactic, V. (2021, December 02). Virgin Galactic Vehicles. Available online: https:\/\/www.virgingalactic.com\/learn\/."},{"key":"ref_8","unstructured":"SpaceX (2021, December 02). Falcon 9. Available online: https:\/\/www.spacex.com\/vehicles\/falcon-9\/."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Alvarez, J., and Walls, B. (2016, January 5\u201312). Constellations, clusters, and communication technology: Expanding small satellite access to space. Proceedings of the 2016 IEEE Aerospace Conference, Big Sky, MT, USA.","DOI":"10.1109\/AERO.2016.7500896"},{"key":"ref_10","unstructured":"Cobb, W.W. (2019). How SpaceX Lowered Costs and Reduced Barriers to Space, The Conversation."},{"key":"ref_11","unstructured":"Ekblaw, A. (2021, December 02). Democratizing Access to Space. Available online: https:\/\/www.media.mit.edu\/posts\/democratizing-access-to-space\/."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3389\/frspt.2020.00001","article-title":"Current Challenges and Opportunities for Space Technologies","volume":"1","author":"Aglietti","year":"2020","journal-title":"Front. Space Technol."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1007\/s10796-014-9492-7","article-title":"The internet of things: A survey","volume":"17","author":"Li","year":"2015","journal-title":"Inf. Syst. Front."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"2787","DOI":"10.1016\/j.comnet.2010.05.010","article-title":"The internet of things: A survey","volume":"54","author":"Atzori","year":"2010","journal-title":"Comput. Netw."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"2347","DOI":"10.1109\/COMST.2015.2444095","article-title":"Internet of things: A survey on enabling technologies, protocols, and applications","volume":"17","author":"Guizani","year":"2015","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1016\/j.dcan.2017.07.001","article-title":"Edge computing technologies for Internet of Things: A primer","volume":"4","author":"Ai","year":"2018","journal-title":"Digit. Commun. Netw."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Salman, O., Elhajj, I., Kayssi, A., and Chehab, A. (2015, January 14\u201316). Edge computing enabling the Internet of Things. Proceedings of the 2015 IEEE 2nd World Forum on Internet of Things (WF-IoT), Milan, Italy.","DOI":"10.1109\/WF-IoT.2015.7389122"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"439","DOI":"10.1109\/JIOT.2017.2767608","article-title":"Future edge cloud and edge computing for internet of things applications","volume":"5","author":"Pan","year":"2017","journal-title":"IEEE Internet Things J."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"6900","DOI":"10.1109\/ACCESS.2017.2778504","article-title":"A Survey on the Edge Computing for the Internet of Things","volume":"6","author":"Yu","year":"2018","journal-title":"IEEE Access"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"70375","DOI":"10.1109\/ACCESS.2020.2986090","article-title":"IoT-Enabled Flood Severity Prediction via Ensemble Machine Learning Models","volume":"8","author":"Khalaf","year":"2020","journal-title":"IEEE Access"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1109\/COMST.2020.3028247","article-title":"Satellite Communications in the New Space Era: A Survey and Future Challenges","volume":"23","author":"Kodheli","year":"2021","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"2714","DOI":"10.1109\/COMST.2018.2841996","article-title":"Space-air-ground integrated network: A survey","volume":"20","author":"Liu","year":"2018","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Cornwell, D.M. (2017, January 14\u201316). NASA\u2019s optical communications program for 2017 and beyond. Proceedings of the 2017 IEEE International Conference on Space Optical Systems and Applications (ICSOS), Naha, Japan.","DOI":"10.1109\/ICSOS.2017.8357203"},{"key":"ref_24","unstructured":"Elbert, B. (2008). Introduction to Satellite Communication, Artech House."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"67646","DOI":"10.1109\/ACCESS.2020.2985932","article-title":"IoT Connectivity Technologies and Applications: A Survey","volume":"8","author":"Ding","year":"2020","journal-title":"IEEE Access"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"263","DOI":"10.3389\/fmars.2017.00263","article-title":"A Review of the Tools Used for Marine Monitoring in the UK: Combining Historic and Contemporary Methods with Modeling and Socioeconomics to Fulfill Legislative Needs and Scientific Ambitions","volume":"4","author":"Bean","year":"2017","journal-title":"Front. Mar. Sci."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1065","DOI":"10.1109\/JSAC.2018.2832798","article-title":"Centralized Rainfall Estimation Using Carrier to Noise of Satellite Communication Links","volume":"36","author":"Gharanjik","year":"2018","journal-title":"IEEE J. Sel. Areas Commun."},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Lee, Y.M., Ku, B.J., and Ahn, D.S. (2010, January 17\u201319). A satellite core network system for emergency management and disaster recovery. Proceedings of the 2010 International Conference on Information and Communication Technology Convergence, Jeju, Korea.","DOI":"10.1109\/ICTC.2010.5674753"},{"key":"ref_29","first-page":"113","article-title":"Satellite communications supporting internet of remote things","volume":"3","author":"Cianca","year":"2015","journal-title":"IEEE Internet Things J."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"1842","DOI":"10.1109\/COMST.2017.2685630","article-title":"A Survey of Rate Adaptation Techniques for Dynamic Adaptive Streaming Over HTTP","volume":"19","author":"Kua","year":"2017","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1399","DOI":"10.1109\/JIOT.2017.2722683","article-title":"Using Active Queue Management to Assist IoT Application Flows in Home Broadband Networks","volume":"4","author":"Kua","year":"2017","journal-title":"IEEE Internet Things J."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3344381","article-title":"Adaptive Chunklets and AQM for Higher-Performance Content Streaming","volume":"15","author":"Kua","year":"2019","journal-title":"ACM Trans. Multimed. Comput. Commun. Appl."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Kua, J., and Armitage, G. (August, January 31). Optimising DASH over AQM-Enabled Gateways Using Intra-Chunk Parallel Retrieval (Chunklets). Proceedings of the 2017 26th International Conference on Computer Communication and Networks (ICCCN), Vancouver, BC, Canada.","DOI":"10.1109\/ICCCN.2017.8038403"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1002\/sat.982","article-title":"WISECOM: A rapidly deployable satellite backhauling system for emergency situations","volume":"29","author":"Berioli","year":"2011","journal-title":"Int. J. Satell. Commun. Netw."},{"key":"ref_35","unstructured":"3GPP TS 22.891 V14.2.0 (2016). Technical Specification Group Services and System Aspects, Feasibility Study on New Services and Markets Technology Enablers."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Fraire, J.A., C\u00e9spedes, S., and Accettura, N. (2019). Direct-To-Satellite IoT-A Survey of the State of the Art and Future Research Perspectives. International Conference on Ad-Hoc Networks and Wireless, Springer.","DOI":"10.1007\/978-3-030-31831-4_17"},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Giotti, D., Lamorte, L., Soua, R., Palattella, M.R., and Engel, T. (2018, January 26\u201328). Performance analysis of CoAP under satellite link disruption. Proceedings of the 2018 25th IEEE International Conference on Telecommunications (ICT), Saint-Malo, France.","DOI":"10.1109\/ICT.2018.8464881"},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Soua, R., Palattella, M.R., and Engel, T. (2018, January 23\u201325). IoT application protocols optimisation for future integrated M2M-satellite networks. Proceedings of the 2018 IEEE Global Information Infrastructure and Networking Symposium (GIIS), Thessaloniki, Greece.","DOI":"10.1109\/GIIS.2018.8635784"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"18391","DOI":"10.1109\/ACCESS.2017.2735988","article-title":"LEO Satellite Constellation for Internet of Things","volume":"5","author":"Qu","year":"2017","journal-title":"IEEE Access"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Jin, C., He, X., and Ding, X. (2019, January 24\u201328). Traffic Analysis of LEO Satellite Internet of Things. Proceedings of the 2019 15th IEEE International Wireless Communications & Mobile Computing Conference (IWCMC), Tangier, Morocco.","DOI":"10.1109\/IWCMC.2019.8766604"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Siris, V.A., Thomas, Y., and Polyzos, G.C. (2016, January 21\u201323). Supporting the IoT over integrated satellite-terrestrial networks using information-centric networking. Proceedings of the 2016 8th IFIP IEEE International Conference on New Technologies, Mobility and Security (NTMS), Larnaca, Cyprus.","DOI":"10.1109\/NTMS.2016.7792479"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"134","DOI":"10.1109\/MNET.001.1900287","article-title":"A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problems","volume":"34","author":"Saad","year":"2020","journal-title":"IEEE Netw."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Nayak, S., and Patgiri, R. (2020). 6G: Envisioning the key issues and challenges. arXiv.","DOI":"10.4108\/eai.11-11-2020.166959"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1109\/MNET.2019.1800418","article-title":"6G wireless communications: Vision and potential techniques","volume":"33","author":"Yang","year":"2019","journal-title":"IEEE Netw."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1038\/s41928-019-0355-6","article-title":"What should 6G be?","volume":"3","author":"Dang","year":"2020","journal-title":"Nat. Electron."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1109\/MCOM.001.1900411","article-title":"Toward 6G networks: Use cases and technologies","volume":"58","author":"Giordani","year":"2020","journal-title":"IEEE Commun. Mag."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1109\/MVT.2019.2921162","article-title":"6G: The next frontier: From holographic messaging to artificial intelligence using subterahertz and visible light communication","volume":"14","author":"Strinati","year":"2019","journal-title":"IEEE Veh. Technol. Mag."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1109\/MNET.2018.1800016","article-title":"Optimal satellite gateway placement in space-ground integrated networks","volume":"32","author":"Cao","year":"2018","journal-title":"IEEE Netw."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Gineste, M., Deleu, T., Cohen, M., Chuberre, N., Saravanan, V., Frascolla, V., Mueck, M., Strinati, E.C., and Dutkiewicz, E. (2017, January 4\u20138). Narrowband IoT Service Provision to 5G User Equipment via a Satellite Component. Proceedings of the 2017 IEEE Globecom Workshops (GC Wkshps), Singapore.","DOI":"10.1109\/GLOCOMW.2017.8269209"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1109\/MVT.2013.2295068","article-title":"Wireless Wide-Area Networks for Internet of Things: An Air Interface Protocol for IoT and a Simultaneous Access Channel for Uplink IoT Communication","volume":"9","author":"Bontu","year":"2014","journal-title":"IEEE Veh. Technol. Mag."},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Fang, X., Wei, T., Feng, W., Wei, H., Chen, Y., Ge, N., and Wang, C.X. (2020). 5G Embraces Satellites for 6G Ubiquitous IoT: Basic Models for Integrated Satellite Terrestrial Networks. arXiv.","DOI":"10.1109\/JIOT.2021.3068596"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Evans, B.G. (2014, January 8\u201310). The role of satellites in 5G. Proceedings of the 2014 7th IEEE Advanced Satellite Multimedia Systems Conference and the 13th Signal Processing for Space Communications Workshop (ASMS\/SPSC), Livorno, Italy.","DOI":"10.1109\/ASMS-SPSC.2014.6934544"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Marchese, M., Moheddine, A., and Patrone, F. (2019). IoT and UAV Integration in 5G Hybrid Terrestrial-Satellite Networks. Sensors, 19.","DOI":"10.3390\/s19173704"},{"key":"ref_54","doi-asserted-by":"crossref","unstructured":"Chiti, F., Fantacci, R., and Pierucci, L. (2019). Energy Efficient Communications for Reliable IoT Multicast 5G\/Satellite Services. Future Internet, 11.","DOI":"10.3390\/fi11080164"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1002\/sat.1245","article-title":"Use cases and scenarios of 5G integrated satellite-terrestrial networks for enhanced mobile broadband: The SaT5G approach","volume":"37","author":"Liolis","year":"2019","journal-title":"Int. J. Satell. Commun. Netw."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1109\/MNET.2018.1800182","article-title":"Heterogeneous Space and Terrestrial Integrated Networks for IoT: Architecture and Challenges","volume":"33","author":"Chien","year":"2019","journal-title":"IEEE Netw."},{"key":"ref_57","unstructured":"NASA (2021, December 02). NASA Project Recognized for Work with Internet-Equipped Satellites, Available online: https:\/\/www.nasa.gov\/topics\/technology\/features\/omni_project.html."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1109\/MWC.2019.1800297","article-title":"IoT Applications and Services in Space Information Networks","volume":"26","author":"Bacco","year":"2019","journal-title":"IEEE Wirel. Commun."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"1839","DOI":"10.1109\/COMST.2020.2990499","article-title":"CubeSat Communications: Recent Advances and Future Challenges","volume":"22","author":"Saeed","year":"2020","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Kak, A., Guven, E., Ergin, U.E., and Akyildiz, I.F. (2018, January 9\u201313). Performance Evaluation of SDN-Based Internet of Space Things. Proceedings of the 2018 IEEE Globecom Workshops (GC Wkshps), Abu Dhabi, United Arab Emirates.","DOI":"10.1109\/GLOCOMW.2018.8644237"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"134","DOI":"10.1016\/j.comnet.2018.12.017","article-title":"The Internet of Space Things\/CubeSats: A ubiquitous cyber-physical system for the connected world","volume":"150","author":"Akyildiz","year":"2019","journal-title":"Comput. Netw."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"140","DOI":"10.1109\/MWC.2018.1800365","article-title":"Optimizing space-air-ground integrated networks by artificial intelligence","volume":"26","author":"Kato","year":"2019","journal-title":"IEEE Wirel. Commun."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1109\/MWC.001.1900186","article-title":"Space-Air-Ground IoT Network and Related Key Technologies","volume":"27","author":"Hong","year":"2020","journal-title":"IEEE Wirel. Commun."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1109\/SURV.2009.090203","article-title":"Protocols for reliable data transport in space Internet","volume":"11","author":"Wang","year":"2009","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/sat.855","article-title":"Transport layer protocols and architectures for satellite networks","volume":"25","author":"Caini","year":"2007","journal-title":"Int. J. Satell. Commun. Netw."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1109\/98.930096","article-title":"Research issues for transport protocols in satellite IP networks","volume":"8","author":"Akyildiz","year":"2001","journal-title":"IEEE Pers. Commun."},{"key":"ref_67","first-page":"1","article-title":"Ongoing TCP Research Related to Satellites","volume":"2760","author":"Griner","year":"2000","journal-title":"RFC"},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Kuhn, N., and Lochin, E. (2021). Network Coding for Satellite Systems. RFC, 8975.","DOI":"10.17487\/RFC8975"},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Kuhn, N., Michel, F., Thomas, L., Dubois, E., and Lochin, E. (2020, January 20\u201321). QUIC: Opportunities and threats in SATCOM. Proceedings of the 2020 10th IEEE Advanced Satellite Multimedia Systems Conference and the 16th Signal Processing for Space Communications Workshop (ASMS\/SPSC), Graz, Austria.","DOI":"10.1109\/ASMS\/SPSC48805.2020.9268814"},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Wang, Y., Zhao, K., Li, W., Fraire, J., Sun, Z., and Fang, Y. (2018, January 11\u201313). Performance evaluation of QUIC with BBR in satellite internet. Proceedings of the 2018 6th IEEE International Conference on Wireless for Space and Extreme Environments (WiSEE), Huntsville, AL, USA.","DOI":"10.1109\/WiSEE.2018.8637347"},{"key":"ref_71","unstructured":"Jones, T., Fairhurst, G., Kuhn, N., Border, J., and Emile, S. (,  2021). Enhancing Transport Protocols over Satellite Networks. Proceedings of the Internet-Draft Draft-Jones-Tsvwg-Transport-for-Satellite-00, Internet Engineering Task Force, Work in Progress."},{"key":"ref_72","doi-asserted-by":"crossref","unstructured":"Lysogor, I.I., Voskov, L.S., and Efremov, S.G. (2018, January 14\u201316). Survey of data exchange formats for heterogeneous LPWAN-satellite IoT networks. Proceedings of the 2018 Moscow Workshop on Electronic and Networking Technologies (MWENT), Moscow, Russia.","DOI":"10.1109\/MWENT.2018.8337257"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"154","DOI":"10.1109\/35.910603","article-title":"Satellite-based internet: A tutorial","volume":"39","author":"Hu","year":"2001","journal-title":"IEEE Commun. Mag."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1109\/MNET.2018.1800172","article-title":"Satellite mobile edge computing: Improving QoS of high-speed satellite-terrestrial networks using edge computing techniques","volume":"33","author":"Zhang","year":"2019","journal-title":"IEEE Netw."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.cor.2014.11.004","article-title":"Optimization-based scheduling for the single-satellite, multi-ground station communication problem","volume":"57","author":"Spangelo","year":"2015","journal-title":"Comput. Oper. Res."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"1572","DOI":"10.1016\/j.cor.2011.01.016","article-title":"A Lagrangian heuristic for satellite range scheduling with resource constraints","volume":"38","author":"Marinelli","year":"2011","journal-title":"Comput. Oper. Res."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"1523","DOI":"10.1109\/TWC.2017.2647805","article-title":"Collaborative data downloading by using inter-satellite links in LEO satellite networks","volume":"16","author":"Jia","year":"2017","journal-title":"IEEE Trans. Wirel. Commun."},{"key":"ref_78","doi-asserted-by":"crossref","unstructured":"Smith, D. (1996, January 25\u201329). Operations innovations for the 48-satellite globalstar constellation. Proceedings of the 16th International Communications Satellite Systems Conference, Washington, DC, USA.","DOI":"10.2514\/6.1996-1051"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1109\/COMST.1999.5340513","article-title":"An operational and performance overview of the IRIDIUM low earth orbit satellite system","volume":"2","author":"Pratt","year":"1999","journal-title":"IEEE Commun. Surv."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"224","DOI":"10.1109\/MNET.011.1900369","article-title":"Satellite-Terrestrial Integrated Edge Computing Networks: Architecture, Challenges, and Open Issues","volume":"34","author":"Xie","year":"2020","journal-title":"IEEE Netw."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"12510","DOI":"10.1109\/ACCESS.2019.2963068","article-title":"A game-theoretic approach to computation offloading in satellite edge computing","volume":"8","author":"Wang","year":"2019","journal-title":"IEEE Access"},{"key":"ref_82","doi-asserted-by":"crossref","unstructured":"Wang, Y., Yang, J., Guo, X., and Qu, Z. (2019). Satellite Edge Computing for the Internet of Things in Aerospace. Sensors, 19.","DOI":"10.3390\/s19204375"},{"key":"ref_83","doi-asserted-by":"crossref","unstructured":"Wei, J., Han, J., and Cao, S. (2019). Satellite IoT Edge Intelligent Computing: A Research on Architecture. Electronics, 8.","DOI":"10.3390\/electronics8111247"},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"14202","DOI":"10.1109\/JIOT.2021.3068141","article-title":"Energy-Efficient Multiaccess Edge Computing for Terrestrial-Satellite Internet of Things","volume":"8","author":"Song","year":"2021","journal-title":"IEEE Internet Things J."},{"key":"ref_85","unstructured":"Doggett, W. (2002, January 9\u201316). Robotic assembly of truss structures for space systems and future research plans. Proceedings of the IEEE Aerospace Conference, Big Sky, MT, USA."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1117\/1.JATIS.2.4.041207","article-title":"Architecture for in-space robotic assembly of a modular space telescope","volume":"2","author":"Lee","year":"2016","journal-title":"J. Astron. Telesc. Instrum. Syst."},{"key":"ref_87","unstructured":"Roa, M. (2019, January 1\u20134). Autonomous assembly of large structures in space: A technology review. Proceedings of the 8th European Conference for Aeronautics and Aerospace Sciences\u2014EUCASS, Madrid, Spain."},{"key":"ref_88","doi-asserted-by":"crossref","unstructured":"Nagpal, R. (2002, January 15\u201319). Programmable Self-Assembly Using Biologically-Inspired Multiagent Control. Proceedings of the First International Joint Conference on Autonomous Agents and Multiagent Systems: Part 1, AAMAS\u203202, Bologna, Italy.","DOI":"10.1145\/544838.544839"},{"key":"ref_89","unstructured":"Chandler, D.L. (2021, December 02). Assembler Robots Make Large Structures from Little Pieces. Available online: https:\/\/news.mit.edu\/2019\/robots-large-structures-little-pieces-1016."},{"key":"ref_90","unstructured":"Ekblaw, A., and Paradiso, J. (2018, January 16\u201320). TESSERAE: Self-assembling shell structures for space exploration. Proceedings of the Annual Symposium of the International Association of Shell and Spatial Structures: Extra Planetary Architecture, 2018, MIT, Boston, MA, USA."},{"key":"ref_91","doi-asserted-by":"crossref","unstructured":"Ekblaw, A., and Paradiso, J. (2018, January 8\u201312). Self-Assembling Space Structures: Buckminsterfullerene sensor nodes. Proceedings of the 2018 AIAA SciTech\/AHS Adaptive Structures Conference, Kissimmee, FL, USA.","DOI":"10.2514\/6.2018-0565"},{"key":"ref_92","unstructured":"MIT (2020). TESSERAE: Self-Assembling Space Architecture, MIT. Available online: https:\/\/www.media.mit.edu\/projects\/tesserae-self-assembling-space-architecture\/overview\/."},{"key":"ref_93","unstructured":"Graczyk, R. (2017). Energy harvesters for space. arXiv."},{"key":"ref_94","doi-asserted-by":"crossref","unstructured":"Amato, F., Beaulieu, C.M., Haile, A.T., Liang, J., Mairena, K.M., Murali, H., Udeochu, G.O., Uzoije, I.C., Wolfe, P.J., and Durgin, G.D. (2015, January 14\u201316). 5.8 GHz energy harvesting of space based solar power using inkjet printed circuits on a transparent substrate. Proceedings of the 2015 IEEE International Conference on Wireless for Space and Extreme Environments (WiSEE), Orlando, FL, USA.","DOI":"10.1109\/WiSEE.2015.7393105"},{"key":"ref_95","unstructured":"Snowden, S. (2021, December 02). Solar Power Stations in Space Could Supply the World with Limitless Energy. Available online: https:\/\/www.forbes.com\/sites\/scottsnowden\/2019\/03\/12\/solar-power-stations-in-space-could-supply-the-world-with-limitless-energy\/?sh=2e400b2f4386."},{"key":"ref_96","unstructured":"NASA (2021, December 02). NASA Is Everywhere: Farming Tech with Roots in Space, Available online: https:\/\/www.nasa.gov\/directorates\/spacetech\/spinoff\/feature\/NASA_is_Everywhere."},{"key":"ref_97","unstructured":"Brounstein, R. (2021, December 02). Computer Data Centers in Outer Space. Available online: https:\/\/www.aaa.org\/eyepiece\/computer-data-centers-in-outer-space\/."},{"key":"ref_98","unstructured":"Donoghue, A. (2021, December 02). The Idea of Data Centers in Space Just Got a Little Less Crazy. Available online: https:\/\/www.datacenterknowledge.com\/edge-computing\/idea-data-centers-space-just-got-little-less-crazy."},{"key":"ref_99","unstructured":"Backup4all (2021, December 02). Backup4all Deployed on the International Space Station. Available online: https:\/\/blog.backup4all.com\/backup4all-deployed-on-international-space-station.html."},{"key":"ref_100","unstructured":"Microsoft (2021, December 02). Microsoft Finds Underwater Datacenters Are Reliable, Practical and Use Energy Sustainably. Available online: https:\/\/news.microsoft.com\/innovation-stories\/project-natick-underwater-datacenter\/."},{"key":"ref_101","doi-asserted-by":"crossref","unstructured":"Periola, A., Alonge, A.A., and Ogudo, K.A. (2020). Space Habitat Data Centers\u2014For Future Computing. Symmetry, 12.","DOI":"10.20944\/preprints202007.0160.v1"},{"key":"ref_102","doi-asserted-by":"crossref","unstructured":"Kothari, V., Liberis, E., and Lane, N.D. (2020, January 3\u20134). The Final Frontier: Deep Learning in Space. Proceedings of the 21st International Workshop on Mobile Computing Systems and Applications, HotMobile\u203220, Austin, TX, USA.","DOI":"10.1145\/3376897.3377864"},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1109\/LCA.2019.2907539","article-title":"Orbital Edge Computing: Machine Inference in Space","volume":"18","author":"Denby","year":"2019","journal-title":"IEEE Comput. Archit. Lett."},{"key":"ref_104","unstructured":"Lofqvist, M., and Cano, J. (2020). Accelerating Deep Learning Applications in Space. arXiv."},{"key":"ref_105","doi-asserted-by":"crossref","unstructured":"Denby, B., and Lucia, B. (2020, January 16\u201320). Orbital Edge Computing: Nanosatellite Constellations as a New Class of Computer System. Proceedings of the Twenty-Fifth International Conference on Architectural Support for Programming Languages and Operating Systems, ASPLOS\u203220, Lausanne, Switzerland.","DOI":"10.1145\/3373376.3378473"},{"key":"ref_106","unstructured":"Jackson, J. (2021, December 02). The Interplanetary Internet: NASA Researchers Quarrel over How to Network Outer Space. Available online: https:\/\/spectrum.ieee.org\/telecom\/internet\/the-interplanetary-internet."},{"key":"ref_107","unstructured":"NASA (2021, December 02). NASA Successfully Tests First Deep Space Internet, Available online: https:\/\/www.nasa.gov\/home\/hqnews\/2008\/nov\/HQ_08-298_Deep_space_internet.html."},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1109\/MAES.2019.2927897","article-title":"The Sky is NOT the Limit Anymore: Future Architecture of the Interplanetary Internet","volume":"34","author":"Alhilal","year":"2019","journal-title":"IEEE Aerosp. Electron. Syst. Mag."},{"key":"ref_109","unstructured":"Dentsu (2021, December 02). RobotAstronaut Kirobo to Returnto Earth. Available online: https:\/\/www.dentsu.co.jp\/en\/news\/release\/pdf-cms\/2015014-0210.pdf."},{"key":"ref_110","unstructured":"Bualat, M., Smith, T., Smith, E., Fong, T., and Wheeler, D. (June, January 28). Astrobee: A New Tool for ISS Operations. Proceedings of the 15th International Conference on Space Operations, Marseille, France."},{"key":"ref_111","unstructured":"Woollastone, V. (2021, December 02). The Best Ever Space Robots of the Past, Present and Future. Available online: https:\/\/www.pocket-lint.com\/gadgets\/news\/147685-space-robots."},{"key":"ref_112","unstructured":"IEEE (2021, December 02). IEEE Robotics and Automation Society: Space Robotics Technical Committee. Available online: https:\/\/ewh.ieee.org\/cmte\/ras\/tc\/spacerobotics\/."},{"key":"ref_113","doi-asserted-by":"crossref","unstructured":"Gao, Y., and Chien, S. (2017). Review on space robotics: Toward top-level science through space exploration. Sci. Robot., 2.","DOI":"10.1126\/scirobotics.aan5074"},{"key":"ref_114","unstructured":"BBC (2020). Commercial Drone Sky Highway \u2018Could Open This Year\u2019, BBC. Available online: https:\/\/www.bbc.com\/news\/uk-england-berkshire-54266680."},{"key":"ref_115","unstructured":"NASA (2021, December 02). Space-Proven Medical Monitor: The Total Patient-Care Package, Available online: https:\/\/spinoff.nasa.gov\/Spinoff2006\/hm_2.html."},{"key":"ref_116","doi-asserted-by":"crossref","unstructured":"Rafiq, A. (2015). Space Crew Health Monitoring, Springer.","DOI":"10.1007\/978-1-4939-2468-4_7"},{"key":"ref_117","unstructured":"CSA (2019). Bio-Monitor: Keeping an Eye on Astronauts\u2019 Vital Signs, CSA. Available online: https:\/\/www.asc-csa.gc.ca\/eng\/sciences\/bio-monitor.asp."},{"key":"ref_118","unstructured":"NASA (2021, December 02). Evaluation of the Accuracy of Astroskin as a Behavioral Health Self-Monitoring System for Spaceflight, Available online: https:\/\/ntrs.nasa.gov\/citations\/20150021842."},{"key":"ref_119","first-page":"25","article-title":"Cyborgs in Space","volume":"6","author":"Warwick","year":"2013","journal-title":"Acta Futur."},{"key":"ref_120","unstructured":"Musgrave, G.E., Larsen, A.S.M., and Sgobba, T. (2009). Chapter 3\u2014Overview of Bioastronautics. Safety Design for Space Systems, Butterworth-Heinemann."},{"key":"ref_121","doi-asserted-by":"crossref","first-page":"1489","DOI":"10.1038\/s41423-019-0346-6","article-title":"Spaceflight and simulated microgravity suppresses macrophage development via altered RAS\/ERK\/NFkB and metabolic pathways","volume":"18","author":"Shi","year":"2020","journal-title":"Cell. Mol. Immunol."},{"key":"ref_122","unstructured":"NASA (2021, December 02). Robotic Technology Lends More than Just a Helping Hand, Available online: https:\/\/www.nasa.gov\/mission_pages\/station\/main\/robo-glove.html."},{"key":"ref_123","unstructured":"NASA (2021, December 02). NASA\u2019s Newest Wearable Technology Takes on the Human Shoulder, Available online: https:\/\/www.nasa.gov\/feature\/nasa-s-newest-wearable-technology-takes-on-the-human-shoulder."},{"key":"ref_124","unstructured":"Arquilla, K., and Anderson, A. (2021, January 21). Garment-integrated biosignal sensors for astronaut health during long-duration space missions. Proceedings of the 2021 CHI Workshop on Human-Computer Interaction for Space Exploration (SpaceCHI), Virtual Conference."},{"key":"ref_125","unstructured":"Paul, A.M., Madiyar, F.R., Li, J., and Chaparro, B. (2021, January 21). Sweating the Small Stuff: A sensor for real-time neuro-immune axis monitoring. Proceedings of the 2021 CHI Workshop on Human-Computer Interaction for Space Exploration (SpaceCHI), Virtual Conference."},{"key":"ref_126","unstructured":"Sumini, V., Muccillo, M., Ekblaw, A., Paradiso, J., and Prattichizzo, D. (2021, January 21). Human Augmentation for future Space Explorers. Proceedings of the 2021 CHI Workshop on Human-Computer Interaction for Space Exploration (SpaceCHI), Virtual Conference."},{"key":"ref_127","doi-asserted-by":"crossref","unstructured":"Ticllacuri, V.M., Cornejo, J., Jamanca-Lino, G., Diaz, A., Castrejon, N., Dev, D., and Chen, Y.K. (2021, January 21). Design of Wearable Soft Robotic System for Gait Muscles Stimulation during Lunar Colonization. Proceedings of the 2021 CHI Workshop on Human-Computer Interaction for Space Exploration (SpaceCHI), Virtual Conference.","DOI":"10.1109\/INTERCON50315.2020.9220206"},{"key":"ref_128","unstructured":"Zeidler, C., and Woeckner, G. (2021, January 21). Using Augmented Reality in a Planetary Surface Greenhouse for Crew Time Optimization. Proceedings of the 2021 CHI Workshop on Human-Computer Interaction for Space Exploration (SpaceCHI), Virtual Conference."},{"key":"ref_129","unstructured":"Falk, T. (2021, December 02). 7 Ideas to Solve the Space Junk Problem. Available online: https:\/\/www.zdnet.com\/article\/ideas-for-solving-the-space-junk-issue\/."},{"key":"ref_130","unstructured":"Eversden, A. (2021, December 02). New Space Fence Radar Is Officially Online. Available online: https:\/\/www.c4isrnet.com\/intel-geoint\/isr\/2020\/03\/30\/new-space-fence-radar-is-officially-online\/."},{"key":"ref_131","unstructured":"DOTE (2021, December 02). Director Operational Test and Evaluation FY2019 Annual Report. Available online: https:\/\/www.dote.osd.mil\/Portals\/97\/pub\/reports\/FY2019\/other\/2019DOTEAnnualReport.pdf?ver=2020-01-30-115634-877."},{"key":"ref_132","unstructured":"Marquez, J., Karasinski, J., and Zheng, J. (2021, January 21). How the Internet of \u201cSpace\u201d Things will Disrupt and Transform Astronaut Work-Life. Proceedings of the 2021 CHI Workshop on Human-Computer Interaction for Space Exploration (SpaceCHI), Virtual Conference."},{"key":"ref_133","unstructured":"ABC (2021, December 02). NASA Asks Nokia to Build the Moon\u2019s First 4G Network to Aid Long-Term Human Presence. Available online: https:\/\/www.abc.net.au\/news\/2020-10-20\/nokia-asked-by-nasa-to-build-4g-network-for-moon\/12784886."},{"key":"ref_134","unstructured":"Hsu, J. (2021, December 02). AI Learns to Guide Planetary Rovers without GPS. Available online: https:\/\/spectrum.ieee.org\/tech-talk\/robotics\/space-robots\/ai-trains-to-guide-planetary-rovers-without-gps."},{"key":"ref_135","doi-asserted-by":"crossref","unstructured":"Kilic, C., Gross, J.N., Ohi, N., Watson, R., Strader, J., Swiger, T., Harper, S., and Gu, Y. (2019, January 3\u20138). Improved Planetary Rover Inertial Navigation and Wheel Odometry Performance through Periodic Use of Zero-Type Constraints. Proceedings of the 2019 IEEE\/RSJ International Conference on Intelligent Robots and Systems (IROS), Macau, China.","DOI":"10.1109\/IROS40897.2019.8967634"},{"key":"ref_136","unstructured":"Zubrin, R. (2011). The Case for Mars: The Plan to Settle the Red Planet and Why We Must, Free Press."},{"key":"ref_137","unstructured":"PLANS (2021, December 02). Planetary Navigation and Sensors: Make Sense out of Mars. Available online: https:\/\/2018.spaceappschallenge.org\/challenges\/can-you-build\/make-sense-out-mars\/teams\/plans-planetary-navigation-and-sensors\/project."},{"key":"ref_138","unstructured":"Drake, N. (2021, December 02). Elon Musk: A Million Humans Could Live on Mars by the 2060s. Available online: https:\/\/www.nationalgeographic.com\/news\/2016\/09\/elon-musk-spacex-exploring-mars-planets-space-science\/."},{"key":"ref_139","doi-asserted-by":"crossref","first-page":"9700","DOI":"10.1038\/s41598-020-66740-0","article-title":"Minimum Number of Settlers for Survival on Another Planet","volume":"10","author":"Salotti","year":"2020","journal-title":"Sci. Rep."},{"key":"ref_140","unstructured":"Ceriotti, M. (2021, December 02). Here\u2019s How We Could Build a Colony on an Alien World. Available online: https:\/\/theconversation.com\/heres-how-we-could-build-a-colony-on-an-alien-world-54923."},{"key":"ref_141","doi-asserted-by":"crossref","first-page":"102514","DOI":"10.1016\/j.futures.2020.102514","article-title":"Visions of a Martian future","volume":"117","author":"Szocik","year":"2020","journal-title":"Futures"},{"key":"ref_142","doi-asserted-by":"crossref","first-page":"101388","DOI":"10.1016\/j.spacepol.2020.101388","article-title":"The Martian: Possible Scenarios for a Future Human Society on Mars","volume":"54","author":"Szocik","year":"2020","journal-title":"Space Policy"},{"key":"ref_143","doi-asserted-by":"crossref","first-page":"1800062","DOI":"10.1002\/gch2.201800062","article-title":"Mars Colonization: Beyond Getting There","volume":"3","author":"Levchenko","year":"2019","journal-title":"Glob. Chall."},{"key":"ref_144","doi-asserted-by":"crossref","unstructured":"Sharma, S.K., Chatzinotas, S., and Arapoglou, P.D. (2018). Satellite Communications in the 5G Era, Institution of Engineering and Technology.","DOI":"10.1049\/PBTE079E"},{"key":"ref_145","first-page":"47","article-title":"Satellite swarm survey and new conceptual design for Earth observation applications","volume":"24","author":"Farrag","year":"2021","journal-title":"Egypt. J. Remote Sens. Space Sci."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/21\/23\/8117\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T07:39:45Z","timestamp":1760168385000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/21\/23\/8117"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,4]]},"references-count":145,"journal-issue":{"issue":"23","published-online":{"date-parts":[[2021,12]]}},"alternative-id":["s21238117"],"URL":"https:\/\/doi.org\/10.3390\/s21238117","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,12,4]]}}}