{"id":"https://openalex.org/W4384469692","doi":"https://doi.org/10.1016/j.ijimpeng.2023.104727","title":"The application of machine learning in micrometeoroid and orbital debris impact protection and risk assessment for spacecraft","display_name":"The application of machine learning in micrometeoroid and orbital debris impact protection and risk assessment for spacecraft","publication_year":2023,"publication_date":"2023-07-16","ids":{"openalex":"https://openalex.org/W4384469692","doi":"https://doi.org/10.1016/j.ijimpeng.2023.104727"},"language":"en","primary_location":{"id":"doi:10.1016/j.ijimpeng.2023.104727","doi":"https://doi.org/10.1016/j.ijimpeng.2023.104727","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ijimpeng.2023.104727","pdf_url":null,"source":{"id":"https://openalex.org/S9070569","display_name":"International Journal of Impact Engineering","issn_l":"0734-743X","issn":["0734-743X","1879-3509"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","norway-2","poland-140","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Impact Engineering","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.ijimpeng.2023.104727","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008034514","display_name":"Shannon Ryan","orcid":"https://orcid.org/0000-0003-3883-7757","observed_orcids":["https://orcid.org/0000-0003-3883-7757"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shannon Ryan","raw_affiliation_strings":["Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-3883-7757","affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078701018","display_name":"Neeraj Mohan Sushma","orcid":"https://orcid.org/0000-0003-1068-1463","observed_orcids":["https://orcid.org/0000-0003-1068-1463"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Neeraj Mohan Sushma","raw_affiliation_strings":["Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101936199","display_name":"Hung L\u00ea","orcid":"https://orcid.org/0000-0002-3126-184X","observed_orcids":["https://orcid.org/0000-0002-3126-184X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hung Le","raw_affiliation_strings":["Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"A.V. Arun Kumar","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"A.V. Arun Kumar","raw_affiliation_strings":["Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027946728","display_name":"Julian Berk","orcid":"https://orcid.org/0000-0002-9001-1146","observed_orcids":["https://orcid.org/0000-0002-9001-1146"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Julian Berk","raw_affiliation_strings":["Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100764745","display_name":"Tri Minh Nguyen","orcid":"https://orcid.org/0000-0002-9045-8589","observed_orcids":["https://orcid.org/0000-0002-9045-8589"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"TM Nguyen","raw_affiliation_strings":["Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024215125","display_name":"Santu Rana","orcid":"https://orcid.org/0000-0003-2247-850X","observed_orcids":["https://orcid.org/0000-0003-2247-850X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Santu Rana","raw_affiliation_strings":["Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039145192","display_name":"Sevvandi Kandanaarachchi","orcid":"https://orcid.org/0000-0002-0337-0395","observed_orcids":["https://orcid.org/0000-0002-0337-0395"]},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sevvandi Kandanaarachchi","raw_affiliation_strings":["data61, CSIRO, Clayton, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"data61, CSIRO, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045540854","display_name":"Svetha Venkatesh","orcid":"https://orcid.org/0000-0001-8675-6631","observed_orcids":["https://orcid.org/0000-0001-8675-6631"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Svetha Venkatesh","raw_affiliation_strings":["Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Artificial Intelligence Institute (A2I2), Waurn Ponds, VIC, Australia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":4060,"currency":"USD","value_usd":4060},"apc_paid":{"value":4060,"currency":"USD","value_usd":4060},"fwci":1.6967,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.83629878,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"181","issue":null,"first_page":"104727","last_page":"104727"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11699","display_name":"High-Velocity Impact and Material Behavior","score":0.5708000063896179,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11699","display_name":"High-Velocity Impact and Material Behavior","score":0.5708000063896179,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11701","display_name":"Space Satellite Systems and Control","score":0.4219000041484833,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13371","display_name":"Military Defense Systems Analysis","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/micrometeoroid-and-orbital-debris","display_name":"micrometeoroid and orbital debris","score":0.8399999737739563},{"id":"https://openalex.org/keywords/impact-risk-assessment","display_name":"impact risk assessment","score":0.9610000252723694},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.8080000281333923},{"id":"https://openalex.org/keywords/semi-empirical-model","display_name":"semi-empirical model","score":0.7360000014305115},{"id":"https://openalex.org/keywords/failure-threshold","display_name":"failure threshold","score":0.6320000290870667},{"id":"https://openalex.org/keywords/pressure-hull","display_name":"pressure hull","score":0.5870000123977661},{"id":"https://openalex.org/keywords/critical-components","display_name":"critical components","score":0.44600000977516174}],"concepts":[{"id":"https://openalex.org/C191432529","wikidata":"https://www.wikidata.org/wiki/Q589534","display_name":"Micrometeoroid","level":4,"score":0.93605637550354},{"id":"https://openalex.org/C29829512","wikidata":"https://www.wikidata.org/wiki/Q40218","display_name":"Spacecraft","level":2,"score":0.8587278127670288},{"id":"https://openalex.org/C49304495","wikidata":"https://www.wikidata.org/wiki/Q49393","display_name":"Projectile","level":2,"score":0.7798031568527222},{"id":"https://openalex.org/C18949120","wikidata":"https://www.wikidata.org/wiki/Q275450","display_name":"Space debris","level":3,"score":0.7115921974182129},{"id":"https://openalex.org/C117740565","wikidata":"https://www.wikidata.org/wiki/Q3144223","display_name":"Hypervelocity","level":2,"score":0.5947519540786743},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.5473915338516235},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5152671337127686},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.4293230473995209},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.30142027139663696},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.22093379497528076},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.ijimpeng.2023.104727","doi":"https://doi.org/10.1016/j.ijimpeng.2023.104727","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ijimpeng.2023.104727","pdf_url":null,"source":{"id":"https://openalex.org/S9070569","display_name":"International Journal of Impact Engineering","issn_l":"0734-743X","issn":["0734-743X","1879-3509"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","norway-2","poland-140","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Impact Engineering","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/23949162","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/The_application_of_machine_learning_in_micrometeoroid_and_orbital_debris_impact_protection_and_risk_assessment_for_spacecraft/23949162","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1016/j.ijimpeng.2023.104727","doi":"https://doi.org/10.1016/j.ijimpeng.2023.104727","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ijimpeng.2023.104727","pdf_url":null,"source":{"id":"https://openalex.org/S9070569","display_name":"International Journal of Impact Engineering","issn_l":"0734-743X","issn":["0734-743X","1879-3509"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","norway-2","poland-140","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Impact Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W906064543","https://openalex.org/W1569512666","https://openalex.org/W1760011371","https://openalex.org/W1845526003","https://openalex.org/W1988377053","https://openalex.org/W2004758106","https://openalex.org/W2018482653","https://openalex.org/W2018969406","https://openalex.org/W2022928862","https://openalex.org/W2031368769","https://openalex.org/W2031522376","https://openalex.org/W2031558020","https://openalex.org/W2041174580","https://openalex.org/W2042168371","https://openalex.org/W2053973435","https://openalex.org/W2074658719","https://openalex.org/W2092890948","https://openalex.org/W2094060510","https://openalex.org/W2140494000","https://openalex.org/W2148143831","https://openalex.org/W2149047655","https://openalex.org/W2205277846","https://openalex.org/W2295598076","https://openalex.org/W2479224257","https://openalex.org/W2766701739","https://openalex.org/W3026141768","https://openalex.org/W3169571710","https://openalex.org/W4310713697","https://openalex.org/W7015040910"],"related_works":["https://openalex.org/W2158133298","https://openalex.org/W4409452179","https://openalex.org/W108194639","https://openalex.org/W2008377585","https://openalex.org/W7039334494","https://openalex.org/W2279683881","https://openalex.org/W4409343684","https://openalex.org/W782493464","https://openalex.org/W1675131084","https://openalex.org/W2378850281"],"abstract_inverted_index":{"Current":[0],"spacecraft":[1,19],"micrometeoroid":[2,129],"and":[3,38,47,67,111,130],"orbital":[4,131],"debris":[5,132],"impact":[6],"risk":[7,134],"assessments":[8],"utilize":[9],"semi-empirical":[10,99],"equations":[11,28],"to":[12,40,62,72,77,143],"describe":[13],"the":[14,42,45,103,141,145,149],"protection":[15],"afforded":[16],"by":[17],"a":[18],"component":[20],"(e.g.,":[21],"pressure":[22],"hull,":[23],"critical":[24],"component,":[25],"etc.).":[26],"These":[27],"demand":[29],"fundamentally":[30],"limiting":[31],"assumptions,":[32],"for":[33],"example":[34],"of":[35,44,105,121,148],"projectile":[36],"shape":[37],"material,":[39],"reduce":[41],"complexity":[43,93],"mechanics":[46],"material":[48],"response":[49],"under":[50],"such":[51,63,101,137],"extreme":[52],"conditions.":[53,126],"Machine":[54],"learning":[55],"(ML)":[56],"approaches,":[57],"however,":[58],"are":[59],"well":[60],"suited":[61],"high":[64],"dimensionality":[65],"problems":[66],"have":[68],"previously":[69],"been":[70],"shown":[71],"provide":[73],"comparable":[74],"classification":[75],"accuracy":[76],"state-of-the-art":[78],"empirical":[79],"techniques":[80],"in":[81],"this":[82],"domain.":[83],"We":[84],"demonstrate":[85],"that":[86,95],"ML":[87,138],"models":[88,139],"can":[89],"readily":[90],"incorporate":[91,144],"additional":[92],"beyond":[94],"currently":[96],"achievable":[97],"with":[98,124],"models,":[100],"as":[102],"effect":[104],"thermal":[106],"insulation":[107],"blankets,":[108],"non-aluminium":[109],"projectiles,":[110],"non-spherical":[112],"projectiles":[113],"on":[114],"failure":[115],"thresholds":[116],"without":[117],"any":[118],"notable":[119],"loss":[120],"performance,":[122],"compared":[123],"baseline":[125],"For":[127],"future":[128],"(MMOD)":[133],"assessment":[135],"codes":[136],"offer":[140],"potential":[142],"true":[146],"characteristics":[147],"MMOD":[150],"environment":[151],"more":[152],"accurately":[153],"than":[154],"existing":[155],"approaches.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":1}],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2023-07-17T00:00:00"}
