{"id":"https://openalex.org/W4415675331","doi":"https://doi.org/10.2339/politeknik.1783547","title":"Cross-Domain Transfer Learning for LEO Satellite Constellations: A Similarity-Based Multi-Source Approach","display_name":"Cross-Domain Transfer Learning for LEO Satellite Constellations: A Similarity-Based Multi-Source Approach","publication_year":2025,"publication_date":"2025-10-29","ids":{"openalex":"https://openalex.org/W4415675331","doi":"https://doi.org/10.2339/politeknik.1783547"},"language":"tr","primary_location":{"id":"doi:10.2339/politeknik.1783547","doi":"https://doi.org/10.2339/politeknik.1783547","is_oa":true,"landing_page_url":"https://doi.org/10.2339/politeknik.1783547","pdf_url":"https://dergipark.org.tr/en/download/article-file/5239748","source":{"id":"https://openalex.org/S4210192107","display_name":"Journal of Polytechnic","issn_l":"1302-0900","issn":["1302-0900","2147-9429"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","poland-20","russia-white-list-4","tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Polytechnic","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://dergipark.org.tr/en/download/article-file/5239748","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054308127","display_name":"Mustafa Serdar Osmanca","orcid":"https://orcid.org/0000-0002-6939-2765","observed_orcids":["https://orcid.org/0000-0002-6939-2765"]},"institutions":[{"id":"https://openalex.org/I95634034","display_name":"Gazi University","ror":"https://ror.org/054xkpr46","country_code":"TR","type":"education","lineage":["https://openalex.org/I95634034"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Mustafa Serdar Osmanca","raw_affiliation_strings":["GAZ\u0130 \u00dcN\u0130VERS\u0130TES\u0130"],"raw_orcid":"https://orcid.org/0000-0002-6939-2765","affiliations":[{"raw_affiliation_string":"GAZ\u0130 \u00dcN\u0130VERS\u0130TES\u0130","institution_ids":["https://openalex.org/I95634034"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5054308127"],"corresponding_institution_ids":["https://openalex.org/I95634034"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"29","issue":"3","first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11701","display_name":"Space Satellite Systems and Control","score":0.9765999913215637,"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"}},"topics":[{"id":"https://openalex.org/T11701","display_name":"Space Satellite Systems and Control","score":0.9765999913215637,"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/T11082","display_name":"Spacecraft Dynamics and Control","score":0.006000000052154064,"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/T12042","display_name":"Satellite Communication Systems","score":0.0032999999821186066,"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/low-earth-orbit-satellite-constellations","display_name":"LEO satellite constellations","score":0.8989999890327454},{"id":"https://openalex.org/keywords/cross-domain-transfer-learning","display_name":"cross-domain transfer learning","score":0.8029999732971191},{"id":"https://openalex.org/keywords/multi-source-transfer-learning","display_name":"multi-source transfer learning","score":0.859000027179718},{"id":"https://openalex.org/keywords/orbit-propagation","display_name":"orbit propagation","score":0.5120000243186951},{"id":"https://openalex.org/keywords/physics-informed-feature-engineering","display_name":"physics-informed feature engineering","score":0.6800000071525574},{"id":"https://openalex.org/keywords/small-satellite-constellations","display_name":"small satellite constellations","score":0.460999995470047}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7735000252723694},{"id":"https://openalex.org/C70352696","wikidata":"https://www.wikidata.org/wiki/Q8928","display_name":"Constellation","level":2,"score":0.6869000196456909},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6718999743461609},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.6381000280380249},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5928999781608582},{"id":"https://openalex.org/C196644772","wikidata":"https://www.wikidata.org/wiki/Q3884964","display_name":"Orbit (dynamics)","level":2,"score":0.527400016784668},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5163000226020813},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5109999775886536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42149999737739563},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.3873000144958496},{"id":"https://openalex.org/C3018325918","wikidata":"https://www.wikidata.org/wiki/Q663611","display_name":"Low earth orbit","level":3,"score":0.3865000009536743},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3815999925136566},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.37529999017715454},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35830000042915344},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.3522000014781952},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.35100001096725464},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34459999203681946},{"id":"https://openalex.org/C39399123","wikidata":"https://www.wikidata.org/wiki/Q1348989","display_name":"Earth observation","level":3,"score":0.3443000018596649},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.3409000039100647},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.320499986410141},{"id":"https://openalex.org/C97784730","wikidata":"https://www.wikidata.org/wiki/Q272626","display_name":"Orbital elements","level":2,"score":0.3156000077724457},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.2847999930381775},{"id":"https://openalex.org/C107768556","wikidata":"https://www.wikidata.org/wiki/Q302660","display_name":"Orbit determination","level":3,"score":0.27889999747276306},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.27730000019073486},{"id":"https://openalex.org/C154978347","wikidata":"https://www.wikidata.org/wiki/Q1579577","display_name":"Geocentric orbit","level":3,"score":0.26969999074935913},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.25940001010894775},{"id":"https://openalex.org/C2779784338","wikidata":"https://www.wikidata.org/wiki/Q967145","display_name":"Satellite constellation","level":3,"score":0.25929999351501465},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.25780001282691956},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2547999918460846}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2339/politeknik.1783547","doi":"https://doi.org/10.2339/politeknik.1783547","is_oa":true,"landing_page_url":"https://doi.org/10.2339/politeknik.1783547","pdf_url":"https://dergipark.org.tr/en/download/article-file/5239748","source":{"id":"https://openalex.org/S4210192107","display_name":"Journal of Polytechnic","issn_l":"1302-0900","issn":["1302-0900","2147-9429"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","poland-20","russia-white-list-4","tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Polytechnic","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.org.tr:article/1783547","doi":null,"is_oa":true,"landing_page_url":"https://izlik.org/JA93HR54GA","pdf_url":null,"source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Politeknik Dergisi, Vol. 29 No. 3","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.2339/politeknik.1783547","doi":"https://doi.org/10.2339/politeknik.1783547","is_oa":true,"landing_page_url":"https://doi.org/10.2339/politeknik.1783547","pdf_url":"https://dergipark.org.tr/en/download/article-file/5239748","source":{"id":"https://openalex.org/S4210192107","display_name":"Journal of Polytechnic","issn_l":"1302-0900","issn":["1302-0900","2147-9429"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","poland-20","russia-white-list-4","tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Polytechnic","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.428600013256073,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415675331.pdf","grobid_xml":"https://content.openalex.org/works/W4415675331.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W180647260","https://openalex.org/W2165698076","https://openalex.org/W2170607218","https://openalex.org/W2313522595","https://openalex.org/W2395579298","https://openalex.org/W2767050701","https://openalex.org/W2775638524","https://openalex.org/W2784198242","https://openalex.org/W2801274576","https://openalex.org/W2885737197","https://openalex.org/W2941952695","https://openalex.org/W2946072731","https://openalex.org/W2946813593","https://openalex.org/W2963275094","https://openalex.org/W2967509792","https://openalex.org/W2968172808","https://openalex.org/W3013309904","https://openalex.org/W3041133507","https://openalex.org/W3170800615","https://openalex.org/W3172994895","https://openalex.org/W3194056935","https://openalex.org/W4285303707","https://openalex.org/W4288076010","https://openalex.org/W4288871358","https://openalex.org/W4311404181","https://openalex.org/W4313327085","https://openalex.org/W4380050539","https://openalex.org/W4381433041","https://openalex.org/W4384819582","https://openalex.org/W4389352407","https://openalex.org/W4389480989","https://openalex.org/W4391892533","https://openalex.org/W4399592486","https://openalex.org/W4401247219","https://openalex.org/W4401415005","https://openalex.org/W4402571716","https://openalex.org/W4403486624","https://openalex.org/W4404124224","https://openalex.org/W4404431330","https://openalex.org/W4404833574","https://openalex.org/W4405775410","https://openalex.org/W4406753764","https://openalex.org/W4407285766","https://openalex.org/W4407845364","https://openalex.org/W4408792292","https://openalex.org/W4409084291","https://openalex.org/W4410017540","https://openalex.org/W4410539648","https://openalex.org/W4412849249","https://openalex.org/W4413191274","https://openalex.org/W4413221260","https://openalex.org/W4413377352","https://openalex.org/W4416551673","https://openalex.org/W4417266316"],"related_works":["https://openalex.org/W4413408024","https://openalex.org/W4408187614","https://openalex.org/W7154627643","https://openalex.org/W7212018978","https://openalex.org/W4408146560","https://openalex.org/W4403427103","https://openalex.org/W7133922197","https://openalex.org/W4410017540","https://openalex.org/W4404139474","https://openalex.org/W7127049084"],"abstract_inverted_index":{"The":[0,174],"rapid":[1,208],"expansion":[2],"of":[3],"Low":[4],"Earth":[5],"Orbit":[6],"(LEO)":[7],"satellite":[8],"constellations":[9,99],"such":[10],"as":[11],"Starlink,":[12],"OneWeb,":[13],"and":[14,32,41,56,132,145,200],"Iridium":[15],"has":[16],"created":[17],"new":[18,81],"opportunities":[19],"for":[20,67,203],"global":[21],"connectivity":[22],"while":[23],"introducing":[24],"major":[25],"challenges":[26],"in":[27,191],"orbit":[28,36],"prediction,":[29],"traffic":[30],"management,":[31],"resource":[33],"allocation.":[34],"Traditional":[35],"propagation":[37],"models":[38],"(e.g.,":[39],"SGP-4)":[40],"physics-informed":[42,112],"approaches":[43],"often":[44],"fail":[45],"to":[46,51,80,100,121],"meet":[47],"accuracy":[48],"requirements":[49],"due":[50],"atmospheric":[52],"drag,":[53],"space":[54],"weather,":[55],"orbital":[57,95,103],"heterogeneity.":[58],"Although":[59],"machine":[60],"learning":[61,90,190],"(ML)":[62],"techniques":[63],"show":[64,176],"strong":[65],"potential":[66],"improving":[68],"prediction":[69,105,154],"accuracy,":[70],"their":[71,78],"dependence":[72],"on":[73],"large,":[74],"high-quality":[75],"datasets":[76],"limits":[77],"applicability":[79],"constellations.":[82],"This":[83,194],"paper":[84],"presents":[85],"a":[86,126,197],"similarity-based":[87],"multi-source":[88,147],"transfer":[89,189],"(MSTL)":[91],"framework":[92,152],"that":[93,177],"leverages":[94],"similarities":[96],"across":[97],"heterogeneous":[98],"enable":[101],"accurate":[102],"period":[104],"with":[106],"minimal":[107],"target":[108,172],"data.":[109,140],"Unlike":[110],"conventional":[111,186],"feature":[113,128,183],"engineering,":[114,184],"which":[115],"can":[116],"degrade":[117],"performance":[118],"by":[119,156],"up":[120],"461%,":[122],"our":[123],"method":[124],"employs":[125],"minimalist":[127],"set":[129],"(altitude,":[130],"inclination,":[131],"eccentricity)":[133],"directly":[134],"extracted":[135],"from":[136,170],"Two-Line":[137],"Element":[138],"(TLE)":[139],"Through":[141],"similarity-driven":[142],"source":[143],"selection":[144],"filtered":[146],"knowledge":[148],"integration,":[149],"the":[150,171],"proposed":[151],"reduces":[153],"error":[155],"88.2%":[157],"(RMSE":[158],"=":[159,163],"0.045":[160],"min,":[161],"R\u00b2":[162],"0.9972)":[164],"using":[165],"only":[166],"25":[167],"labeled":[168],"samples":[169],"constellation.":[173],"findings":[175],"domain-aware":[178],"similarity":[179],"filtering":[180],"outperforms":[181],"complex":[182],"challenging":[185],"assumptions":[187],"about":[188],"physics-based":[192],"domains.":[193],"work":[195],"offers":[196],"scalable,":[198],"efficient,":[199],"practical":[201],"solution":[202],"emerging":[204],"LEO":[205],"operators,":[206],"enabling":[207],"model":[209],"development":[210],"without":[211],"extensive":[212],"data":[213],"collection.":[214]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-10-29T00:00:00"}