{"id":"https://openalex.org/W7116715571","doi":"https://doi.org/10.1109/tcomm.2025.3646812","title":"Design of a Framework for Machine Learning-Based SNR Prediction and Physics-Guided Neural Network for Adaptive Modulation in Underwater Optical Wireless Links","display_name":"Design of a Framework for Machine Learning-Based SNR Prediction and Physics-Guided Neural Network for Adaptive Modulation in Underwater Optical Wireless Links","publication_year":2025,"publication_date":"2025-12-22","ids":{"openalex":"https://openalex.org/W7116715571","doi":"https://doi.org/10.1109/tcomm.2025.3646812"},"language":null,"primary_location":{"id":"doi:10.1109/tcomm.2025.3646812","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2025.3646812","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Communications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048780376","display_name":"Harjeevan Singh","orcid":"https://orcid.org/0000-0002-8237-9231"},"institutions":[{"id":"https://openalex.org/I101407740","display_name":"Chandigarh University","ror":"https://ror.org/05t4pvx35","country_code":"IN","type":"education","lineage":["https://openalex.org/I101407740"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Harjeevan Singh","raw_affiliation_strings":["ECE Department, Chandigarh University, Mohali, India"],"affiliations":[{"raw_affiliation_string":"ECE Department, Chandigarh University, Mohali, India","institution_ids":["https://openalex.org/I101407740"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5048780376"],"corresponding_institution_ids":["https://openalex.org/I101407740"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.56952363,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"74","issue":null,"first_page":"3049","last_page":"3058"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10851","display_name":"Optical Wireless Communication Technologies","score":0.8090999722480774,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10851","display_name":"Optical Wireless Communication Technologies","score":0.8090999722480774,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.08780000358819962,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.035100001841783524,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/underwater","display_name":"Underwater","score":0.79830002784729},{"id":"https://openalex.org/keywords/underwater-acoustic-communication","display_name":"Underwater acoustic communication","score":0.718500018119812},{"id":"https://openalex.org/keywords/link-adaptation","display_name":"Link adaptation","score":0.6086999773979187},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.586899995803833},{"id":"https://openalex.org/keywords/bit-error-rate","display_name":"Bit error rate","score":0.551800012588501},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4966000020503998},{"id":"https://openalex.org/keywords/modulation","display_name":"Modulation (music)","score":0.44920000433921814},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4065999984741211},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4034000039100647}],"concepts":[{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.79830002784729},{"id":"https://openalex.org/C169111936","wikidata":"https://www.wikidata.org/wiki/Q424098","display_name":"Underwater acoustic communication","level":3,"score":0.718500018119812},{"id":"https://openalex.org/C138916503","wikidata":"https://www.wikidata.org/wiki/Q2714551","display_name":"Link adaptation","level":4,"score":0.6086999773979187},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.586899995803833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5837000012397766},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.5659000277519226},{"id":"https://openalex.org/C56296756","wikidata":"https://www.wikidata.org/wiki/Q840922","display_name":"Bit error rate","level":3,"score":0.551800012588501},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4966000020503998},{"id":"https://openalex.org/C123079801","wikidata":"https://www.wikidata.org/wiki/Q750240","display_name":"Modulation (music)","level":2,"score":0.44920000433921814},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4065999984741211},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4034000039100647},{"id":"https://openalex.org/C67467970","wikidata":"https://www.wikidata.org/wiki/Q1292425","display_name":"Underwater acoustics","level":3,"score":0.3522000014781952},{"id":"https://openalex.org/C129404179","wikidata":"https://www.wikidata.org/wiki/Q1469765","display_name":"Optical communication","level":2,"score":0.319599986076355},{"id":"https://openalex.org/C32409245","wikidata":"https://www.wikidata.org/wiki/Q749753","display_name":"Quadrature amplitude modulation","level":4,"score":0.31040000915527344},{"id":"https://openalex.org/C47798520","wikidata":"https://www.wikidata.org/wiki/Q190157","display_name":"Transmitter","level":3,"score":0.3059999942779541},{"id":"https://openalex.org/C132771110","wikidata":"https://www.wikidata.org/wiki/Q506922","display_name":"Adaptive optics","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.29249998927116394},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.289900004863739},{"id":"https://openalex.org/C40409654","wikidata":"https://www.wikidata.org/wiki/Q375889","display_name":"Orthogonal frequency-division multiplexing","level":3,"score":0.2858000099658966},{"id":"https://openalex.org/C2781305180","wikidata":"https://www.wikidata.org/wiki/Q7098907","display_name":"Optical wireless","level":3,"score":0.28439998626708984},{"id":"https://openalex.org/C11930861","wikidata":"https://www.wikidata.org/wiki/Q181417","display_name":"Frequency modulation","level":3,"score":0.262800008058548},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.2621999979019165},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.25940001010894775},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.25769999623298645}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcomm.2025.3646812","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2025.3646812","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life below water","id":"https://metadata.un.org/sdg/14","score":0.6578815579414368}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W996936554","https://openalex.org/W1534233432","https://openalex.org/W2060514040","https://openalex.org/W2122273579","https://openalex.org/W2532582639","https://openalex.org/W2771854641","https://openalex.org/W2939556008","https://openalex.org/W2995383097","https://openalex.org/W3019771188","https://openalex.org/W3058557288","https://openalex.org/W3093379678","https://openalex.org/W3200782791","https://openalex.org/W3212585044","https://openalex.org/W4210425157","https://openalex.org/W4226280148","https://openalex.org/W4242430932","https://openalex.org/W4321844317","https://openalex.org/W4362584945","https://openalex.org/W4391640478","https://openalex.org/W4393164692","https://openalex.org/W4398235066","https://openalex.org/W4401808778","https://openalex.org/W4401990128","https://openalex.org/W4403095018"],"related_works":[],"abstract_inverted_index":{"Due":[0],"to":[1,54,76,116,185],"massive":[2],"developments":[3],"in":[4,23,51,58,113,201],"underwater":[5,13,27,32,59,67,93,125,129,134,178],"applications,":[6],"the":[7,17,24,62,66,78,92,118,123,174,210,220],"scarcity":[8],"of":[9,26,65,91,122,136,151,162,177],"bandwidth":[10,56],"resources":[11],"for":[12,19,73,164,194,204],"communication":[14],"has":[15,48,110,169,198,215],"fuelled":[16],"need":[18],"more":[20],"advanced":[21],"technology":[22],"field":[25],"communication.":[28,60],"Therefore,":[29],"a":[30,99,141,158,187],"high-speed":[31],"optical":[33],"wireless":[34],"(UOW)":[35],"link,":[36],"driven":[37],"by":[38,172],"16-Quadrature":[39],"Amplitude":[40],"Modulation":[41],"(16-QAM)":[42],"modulation":[43,196,206,223],"and":[44,80,88,181,189,213],"polarization":[45],"division":[46],"multiplexing,":[47],"been":[49,111,170,199],"proposed":[50,124,128,200],"this":[52,97,114,202],"work":[53,115,203],"alleviate":[55],"constraints":[57],"But":[61],"dynamic":[63],"nature":[64],"link":[68,86,130,168],"makes":[69],"it":[70,214],"very":[71],"challenging":[72],"conventional":[74],"methods":[75],"model":[77],"complex":[79],"non-linear":[81],"relation":[82],"between":[83],"key":[84],"physical":[85],"parameters":[87],"performance":[89],"metrics":[90],"link.":[94,126],"To":[95],"overcome":[96],"challenge,":[98],"data-driven":[100],"machine":[101,107,190],"learning":[102,108],"framework,":[103],"based":[104],"on":[105],"state-of-the-art":[106],"models,":[109],"developed":[112],"predict":[117],"signal-to-noise":[119],"ratio":[120],"(SNR)":[121],"The":[127],"can":[131],"achieve":[132],"an":[133],"range":[135],"17.93":[137],"m":[138],"while":[139],"ensuring":[140],"Forward":[142],"Error":[143],"Correction":[144],"(FEC)":[145],"compatible":[146],"bit":[147],"error":[148],"rate":[149],"(BER)":[150],"3.8":[152],"\u00d7":[153],"10<sup":[154],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[155],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">\u22123</sup>.":[156],"Furthermore,":[157],"novel":[159],"closed-form":[160],"expression":[161],"BER":[163],"16-QAM":[165],"modulation-based":[166],"UOW":[167],"derived":[171],"considering":[173],"combined":[175],"impact":[176],"turbulence,":[179],"absorption,":[180],"scattering.":[182],"In":[183],"addition":[184],"this,":[186],"physics-guided":[188],"learning-based":[191],"neural":[192],"network":[193],"adaptive":[195,222],"(PML-NN-AM)":[197],"switching":[205],"order":[207],"as":[208],"per":[209],"channel":[211],"conditions,":[212],"demonstrated":[216],"good":[217],"agreement":[218],"with":[219],"analytical":[221],"benchmark.":[224]},"counts_by_year":[],"updated_date":"2026-01-26T23:06:41.788003","created_date":"2025-12-22T00:00:00"}
