{"id":"https://openalex.org/W4292183028","doi":"https://doi.org/10.3390/s22166022","title":"Decision Feedback Modulation Recognition with Channel Estimation for Amplify and Forward Two-Path Consecutive Relaying Systems","display_name":"Decision Feedback Modulation Recognition with Channel Estimation for Amplify and Forward Two-Path Consecutive Relaying Systems","publication_year":2022,"publication_date":"2022-08-12","ids":{"openalex":"https://openalex.org/W4292183028","doi":"https://doi.org/10.3390/s22166022","pmid":"https://pubmed.ncbi.nlm.nih.gov/36015780"},"language":"en","primary_location":{"id":"doi:10.3390/s22166022","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22166022","pdf_url":"https://www.mdpi.com/1424-8220/22/16/6022/pdf?version=1660297223","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","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/1424-8220/22/16/6022/pdf?version=1660297223","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058162322","display_name":"Mohamed Marey","orcid":"https://orcid.org/0000-0002-2105-7239"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Mohamed Marey","raw_affiliation_strings":["Smart Systems Engineering Laboratory, College of Engineering, Prince Sultan University, Riyadh 11586, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-2105-7239","affiliations":[{"raw_affiliation_string":"Smart Systems Engineering Laboratory, College of Engineering, Prince Sultan University, Riyadh 11586, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022374253","display_name":"Maged Abdullah Esmail","orcid":"https://orcid.org/0000-0001-9025-0529"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Maged Abdullah Esmail","raw_affiliation_strings":["Smart Systems Engineering Laboratory, College of Engineering, Prince Sultan University, Riyadh 11586, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-9025-0529","affiliations":[{"raw_affiliation_string":"Smart Systems Engineering Laboratory, College of Engineering, Prince Sultan University, Riyadh 11586, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039750375","display_name":"Hala Mostafa","orcid":"https://orcid.org/0000-0002-7388-8990"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hala Mostafa","raw_affiliation_strings":["Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-7388-8990","affiliations":[{"raw_affiliation_string":"Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5058162322"],"corresponding_institution_ids":["https://openalex.org/I142024983"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.04799635,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"16","first_page":"6022","last_page":"6022"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12791","display_name":"Full-Duplex Wireless Communications","score":0.9998000264167786,"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/T12791","display_name":"Full-Duplex Wireless Communications","score":0.9998000264167786,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9986000061035156,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9948999881744385,"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/channel","display_name":"Channel (broadcasting)","score":0.6380777955055237},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.6002320647239685},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5537975430488586},{"id":"https://openalex.org/keywords/modulation","display_name":"Modulation (music)","score":0.502354621887207},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4190908670425415},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.37849026918411255},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.34232866764068604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3376472592353821},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.32702237367630005},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3250998556613922},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2940593361854553},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.254093199968338},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.16211944818496704},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.11308977007865906},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.07704341411590576}],"concepts":[{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.6380777955055237},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.6002320647239685},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5537975430488586},{"id":"https://openalex.org/C123079801","wikidata":"https://www.wikidata.org/wiki/Q750240","display_name":"Modulation (music)","level":2,"score":0.502354621887207},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4190908670425415},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.37849026918411255},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.34232866764068604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3376472592353821},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.32702237367630005},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3250998556613922},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2940593361854553},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.254093199968338},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.16211944818496704},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.11308977007865906},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.07704341411590576}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005246","descriptor_name":"Feedback","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005246","descriptor_name":"Feedback","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005246","descriptor_name":"Feedback","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s22166022","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22166022","pdf_url":"https://www.mdpi.com/1424-8220/22/16/6022/pdf?version=1660297223","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:36015780","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36015780","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:fc34887028564fd98f6b18aa5ba3ec96","is_oa":true,"landing_page_url":"https://doaj.org/article/fc34887028564fd98f6b18aa5ba3ec96","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":"Sensors, Vol 22, Iss 16, p 6022 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/16/6022/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22166022","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 22; Issue 16; Pages: 6022","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9414063","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9414063","pdf_url":null,"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":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22166022","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22166022","pdf_url":"https://www.mdpi.com/1424-8220/22/16/6022/pdf?version=1660297223","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4392393195","display_name":null,"funder_award_id":"(PNURSP2022R137)","funder_id":"https://openalex.org/F4320322484","funder_display_name":"Princess Nourah Bint Abdulrahman University"}],"funders":[{"id":"https://openalex.org/F4320322484","display_name":"Princess Nourah Bint Abdulrahman University","ror":"https://ror.org/05b0cyh02"},{"id":"https://openalex.org/F4320327702","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4292183028.pdf","grobid_xml":"https://content.openalex.org/works/W4292183028.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1499450925","https://openalex.org/W1655201689","https://openalex.org/W1830307655","https://openalex.org/W1927699027","https://openalex.org/W1972973610","https://openalex.org/W1973924914","https://openalex.org/W1981761315","https://openalex.org/W1989431552","https://openalex.org/W2005956500","https://openalex.org/W2030532033","https://openalex.org/W2049829692","https://openalex.org/W2049962172","https://openalex.org/W2112507588","https://openalex.org/W2120658941","https://openalex.org/W2122672656","https://openalex.org/W2125947781","https://openalex.org/W2130448473","https://openalex.org/W2136872012","https://openalex.org/W2137626909","https://openalex.org/W2143005940","https://openalex.org/W2152121970","https://openalex.org/W2165329457","https://openalex.org/W2320115123","https://openalex.org/W2397393284","https://openalex.org/W2522402080","https://openalex.org/W2793374524","https://openalex.org/W2803445619","https://openalex.org/W2809246483","https://openalex.org/W2920214286","https://openalex.org/W2940968184","https://openalex.org/W2944891925","https://openalex.org/W2963449384","https://openalex.org/W2979342734","https://openalex.org/W2979738809","https://openalex.org/W2990483634","https://openalex.org/W3010976968","https://openalex.org/W3109267463","https://openalex.org/W3119205271","https://openalex.org/W3125092435","https://openalex.org/W3127065600","https://openalex.org/W3163170718","https://openalex.org/W3175604344","https://openalex.org/W3184698823","https://openalex.org/W3187538329","https://openalex.org/W3203652876","https://openalex.org/W3209752572","https://openalex.org/W3215413674","https://openalex.org/W4214525045","https://openalex.org/W4224320401","https://openalex.org/W4285286994","https://openalex.org/W4287878007","https://openalex.org/W4289529548"],"related_works":["https://openalex.org/W1976985527","https://openalex.org/W2354034738","https://openalex.org/W1963716487","https://openalex.org/W2382303592","https://openalex.org/W1489340745","https://openalex.org/W4310772596","https://openalex.org/W2955624276","https://openalex.org/W1975638456","https://openalex.org/W2384086137","https://openalex.org/W303812995"],"abstract_inverted_index":{"Automatic":[0],"modulation":[1,122],"recognition":[2,198,220,273],"(AMR)":[3],"is":[4,241,248],"an":[5,125,169,196],"essential":[6],"component":[7],"in":[8,21,45,87,102,272],"the":[9,25,33,46,51,54,70,84,88,99,103,107,132,137,147,152,166,172,184,187,209,211,230,238,245,265,269],"design":[10,117,189],"of":[11,29,53,72,90,109,151,168,171,186,204,226,261,280],"smart":[12],"radios":[13],"that":[14,64],"can":[15],"intelligently":[16],"communicate":[17],"with":[18,113],"their":[19],"surroundings":[20],"order":[22],"to":[23,42,69,116,145,194,208,235,251],"make":[24],"most":[26],"efficient":[27],"use":[28],"available":[30],"resources.":[31],"Throughout":[32],"last":[34],"few":[35,62],"decades,":[36],"this":[37,80],"issue":[38],"has":[39],"been":[40,60,66],"subjected":[41],"in-depth":[43],"examination":[44],"published":[47],"research":[48],"literature.":[49,104],"To":[50],"best":[52],"authors'":[55],"knowledge,":[56],"there":[57],"have":[58,65,182],"only":[59],"a":[61,118,142,148,176,201,223,258,277],"studies":[63],"specifically":[67],"devoted":[68],"task":[71],"performing":[73],"AMR":[74,85],"across":[75],"cooperative":[76],"wireless":[77],"transmissions.":[78],"In":[79,243],"contribution,":[81],"we":[82],"examine":[83],"problem":[86],"context":[89],"amplify-and-forward":[91],"(AAF)":[92],"two-path":[93],"consecutive":[94],"relaying":[95],"systems":[96],"(TCRS)":[97],"for":[98],"first":[100],"time":[101,252],"We":[105],"leverage":[106],"property":[108],"data":[110,138],"redundancy":[111],"associated":[112],"AAF-TCRS":[114],"signals":[115],"decision":[119],"feedback":[120],"iterative":[121,239],"recognizer":[123,130],"via":[124],"expectation-maximization":[126],"procedure.":[127],"The":[128,161,179],"proposed":[129,162,188,246,266],"incorporates":[131],"soft":[133],"information":[134,153],"produced":[135],"by":[136,190],"detection":[139],"process":[140],"as":[141,158,175],"priori":[143],"knowledge":[144],"generate":[146],"posteriori":[149],"expectations":[150],"symbols,":[154],"which":[155],"are":[156],"employed":[157],"training":[159],"symbols.":[160],"algorithm":[163],"additionally":[164],"involves":[165],"development":[167],"estimate":[170],"channel":[173],"coefficients":[174],"secondary":[177],"activity.":[178],"simulation":[180],"outcomes":[181],"validated":[183],"feasibility":[185],"demonstrating":[191],"its":[192],"capacity":[193],"achieve":[195],"excellent":[197],"performance":[199,221],"under":[200],"wide":[202],"range":[203,260],"running":[205],"conditions.":[206],"According":[207],"findings,":[210],"suggested":[212],"technique":[213],"converges":[214],"within":[215],"six":[216],"rounds,":[217],"achieving":[218],"perfect":[219],"at":[222],"signal-to-noise":[224],"ratio":[225,233],"14":[227],"dB.":[228],"Furthermore,":[229],"minimal":[231],"pilot-to-frame-size":[232],"necessary":[234],"successfully":[236],"execute":[237],"procedure":[240],"0.07.":[242],"addition,":[244],"method":[247],"essentially":[249],"immune":[250],"offset":[253],"and":[254],"performs":[255],"well":[256],"throughout":[257],"broad":[259],"frequency":[262],"offset.":[263],"Lastly,":[264],"strategy":[267],"beats":[268],"existing":[270],"techniques":[271],"accuracy":[274],"while":[275],"requiring":[276],"low":[278],"level":[279],"processing":[281],"complexity.":[282]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
