{"id":"https://openalex.org/W4403190571","doi":"https://doi.org/10.3390/e26100846","title":"Decision Transformer-Based Efficient Data Offloading in LEO-IoT","display_name":"Decision Transformer-Based Efficient Data Offloading in LEO-IoT","publication_year":2024,"publication_date":"2024-10-07","ids":{"openalex":"https://openalex.org/W4403190571","doi":"https://doi.org/10.3390/e26100846","pmid":"https://pubmed.ncbi.nlm.nih.gov/39451923"},"language":"en","primary_location":{"id":"doi:10.3390/e26100846","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e26100846","pdf_url":"https://www.mdpi.com/1099-4300/26/10/846/pdf?version=1728294097","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1099-4300/26/10/846/pdf?version=1728294097","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091223899","display_name":"Pengcheng Xia","orcid":"https://orcid.org/0009-0009-8529-4709"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengcheng Xia","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China"],"raw_orcid":"https://orcid.org/0009-0009-8529-4709","affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113421518","display_name":"Mengfei Zang","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengfei Zang","raw_affiliation_strings":["Qian Xuesen College, Nanjing University of Science and Technology, Nanjing 210094, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qian Xuesen College, Nanjing University of Science and Technology, Nanjing 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088493932","display_name":"Jie Zhao","orcid":"https://orcid.org/0000-0003-3315-4447"},"institutions":[{"id":"https://openalex.org/I235331625","display_name":"Jiangsu Second Normal University","ror":"https://ror.org/00e6ytg41","country_code":"CN","type":"education","lineage":["https://openalex.org/I235331625"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie Zhao","raw_affiliation_strings":["School of Computer Engineering, Jiangsu Second Normal University, Nanjing 211200, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Jiangsu Second Normal University, Nanjing 211200, China","institution_ids":["https://openalex.org/I235331625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114778195","display_name":"Ting Ma","orcid":"https://orcid.org/0009-0008-7132-5407"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting Ma","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100436714","display_name":"Jie Zhang","orcid":"https://orcid.org/0000-0002-2113-2964"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Zhang","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107959465","display_name":"Changxu Ni","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changxu Ni","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100635867","display_name":"Jun Li","orcid":"https://orcid.org/0000-0002-1336-2241"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Li","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068307922","display_name":"Yiyang Ni","orcid":"https://orcid.org/0000-0001-5893-6854"},"institutions":[{"id":"https://openalex.org/I235331625","display_name":"Jiangsu Second Normal University","ror":"https://ror.org/00e6ytg41","country_code":"CN","type":"education","lineage":["https://openalex.org/I235331625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiyang Ni","raw_affiliation_strings":["School of Computer Engineering, Jiangsu Second Normal University, Nanjing 211200, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Jiangsu Second Normal University, Nanjing 211200, China","institution_ids":["https://openalex.org/I235331625"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5088493932"],"corresponding_institution_ids":["https://openalex.org/I235331625"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":2.3292,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.91421289,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"26","issue":"10","first_page":"846","last_page":"846"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12042","display_name":"Satellite Communication Systems","score":0.9973999857902527,"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/T12042","display_name":"Satellite Communication Systems","score":0.9973999857902527,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8789982795715332},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.6246927380561829},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4663616418838501},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.45994043350219727},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.45399460196495056},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.44685158133506775},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4423031508922577},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.42007166147232056},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.37434589862823486},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.3515040874481201},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.189994215965271},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.12525635957717896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8789982795715332},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.6246927380561829},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4663616418838501},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.45994043350219727},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.45399460196495056},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.44685158133506775},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4423031508922577},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.42007166147232056},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.37434589862823486},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.3515040874481201},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.189994215965271},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.12525635957717896},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/e26100846","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e26100846","pdf_url":"https://www.mdpi.com/1099-4300/26/10/846/pdf?version=1728294097","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},{"id":"pmid:39451923","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39451923","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11507823","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11507823","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11507823/pdf/entropy-26-00846.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Entropy (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:db9e3918e38e44f0a2b2d7a186cf05bd","is_oa":true,"landing_page_url":"https://doaj.org/article/db9e3918e38e44f0a2b2d7a186cf05bd","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Entropy, Vol 26, Iss 10, p 846 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/e26100846","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e26100846","pdf_url":"https://www.mdpi.com/1099-4300/26/10/846/pdf?version=1728294097","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8999999761581421,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G1194679219","display_name":null,"funder_award_id":"BE2023022","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G1853839597","display_name":null,"funder_award_id":"BK2021022532","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2542897881","display_name":null,"funder_award_id":"BE2023022-2","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G2637521528","display_name":null,"funder_award_id":"62471204","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4692797549","display_name":null,"funder_award_id":"BE2023022-2","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5108877251","display_name":null,"funder_award_id":"BE2023022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5941923387","display_name":null,"funder_award_id":"24KJA510003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6343514308","display_name":null,"funder_award_id":"62471204","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G8257256453","display_name":null,"funder_award_id":"BK2021022532","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G8446366899","display_name":null,"funder_award_id":"24KJA510003","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4403190571.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2024702556","https://openalex.org/W2799986488","https://openalex.org/W2898947361","https://openalex.org/W2999271997","https://openalex.org/W3013960924","https://openalex.org/W3036509096","https://openalex.org/W3100958671","https://openalex.org/W3103408716","https://openalex.org/W3118952445","https://openalex.org/W3122294042","https://openalex.org/W3126187582","https://openalex.org/W3127207655","https://openalex.org/W3137434241","https://openalex.org/W3169291081","https://openalex.org/W3188220908","https://openalex.org/W4285154459","https://openalex.org/W4287883755","https://openalex.org/W4312502693","https://openalex.org/W4312695887","https://openalex.org/W4312810460","https://openalex.org/W4316876954","https://openalex.org/W4317794990","https://openalex.org/W4328028105","https://openalex.org/W4362590704","https://openalex.org/W4381786620","https://openalex.org/W4381786690","https://openalex.org/W4383502680","https://openalex.org/W4383754164","https://openalex.org/W4386737174","https://openalex.org/W4386918678","https://openalex.org/W4388405374","https://openalex.org/W4388878683","https://openalex.org/W4394672956","https://openalex.org/W4394995211","https://openalex.org/W6810745647"],"related_works":["https://openalex.org/W3154796165","https://openalex.org/W4361251304","https://openalex.org/W3139051647","https://openalex.org/W2902693277","https://openalex.org/W3048663290","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W3174690704","https://openalex.org/W2968424451","https://openalex.org/W4221092438"],"abstract_inverted_index":{"Recently,":[0],"the":[1,11,17,21,66,73,98,104,115,118,125,141,151,174,187,210,218,232],"Internet":[2],"of":[3,13,24,47,68,184,221],"Things":[4],"(IoT)":[5],"has":[6,19],"witnessed":[7],"rapid":[8],"development.":[9],"However,":[10],"scarcity":[12],"computing":[14,51,56,70],"resources":[15,71,85],"on":[16,72,169],"ground":[18],"constrained":[20],"application":[22],"scenarios":[23],"IoT.":[25],"Low":[26],"Earth":[27],"Orbit":[28],"(LEO)":[29],"satellites":[30,111],"have":[31],"drawn":[32],"people's":[33],"attention":[34],"due":[35],"to":[36,53,64,80,117,139,156,192,209,228,239],"their":[37],"broader":[38],"coverage":[39],"and":[40,83,90,133,145,199,231],"shorter":[41],"transmission":[42],"delay.":[43],"They":[44],"are":[45],"capable":[46],"offloading":[48,101,143],"more":[49],"IoT":[50,88,107,131],"tasks":[52],"mobile":[54],"edge":[55],"(MEC)":[57],"servers":[58],"with":[59,195],"lower":[60],"latency":[61,144],"in":[62,103,207],"order":[63],"address":[65],"issue":[67],"scarce":[69],"ground.":[74],"Nevertheless,":[75],"it":[76,191],"is":[77,177],"highly":[78],"challenging":[79],"share":[81],"bandwidth":[82],"power":[84],"among":[86],"multiple":[87],"devices":[89],"LEO":[91,105,110,127],"satellites.":[92],"In":[93],"this":[94,158],"paper,":[95],"we":[96,137,149],"explore":[97],"efficient":[99],"data":[100,113,142,185],"mechanism":[102],"satellite-based":[106],"(LEO-IoT),":[108],"where":[109],"forward":[112],"from":[114],"terrestrial":[116],"MEC":[119],"servers.":[120],"Specifically,":[121],"by":[122,179,226,237],"optimally":[123],"selecting":[124],"forwarding":[126],"satellite":[128],"for":[129],"each":[130],"task":[132],"allocating":[134],"communication":[135],"resources,":[136],"aim":[138],"minimize":[140],"energy":[146],"consumption.":[147],"Particularly,":[148],"employ":[150],"state-of-the-art":[152],"Decision":[153],"Transformer":[154],"(DT)":[155],"solve":[157],"optimization":[159],"problem.":[160],"We":[161],"initially":[162],"obtain":[163],"a":[164,170,181],"pre-trained":[165,175],"DT":[166,176,222],"through":[167],"training":[168,197],"specific":[171],"task.":[172],"Subsequently,":[173],"fine-tuned":[178],"acquiring":[180],"small":[182],"quantity":[183],"under":[186],"new":[188],"task,":[189],"enabling":[190],"converge":[193],"rapidly,":[194],"less":[196],"time":[198],"superior":[200],"performance.":[201],"Numerical":[202],"simulation":[203],"results":[204],"demonstrate":[205],"that":[206],"contrast":[208],"classical":[211],"reinforcement":[212],"learning":[213],"approach":[214],"(Proximal":[215],"Policy":[216],"Optimization),":[217],"convergence":[219],"speed":[220],"can":[223,234],"be":[224,235],"increased":[225],"up":[227,238],"three":[229],"times,":[230],"performance":[233],"improved":[236],"30%.":[240]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
