{"id":"https://openalex.org/W4405270819","doi":"https://doi.org/10.1109/bsn63547.2024.10780594","title":"A Platform-Agnostic Physiological Signal Compression Approach for Resource-Constrained Computational Headwear","display_name":"A Platform-Agnostic Physiological Signal Compression Approach for Resource-Constrained Computational Headwear","publication_year":2024,"publication_date":"2024-10-15","ids":{"openalex":"https://openalex.org/W4405270819","doi":"https://doi.org/10.1109/bsn63547.2024.10780594"},"language":"en","primary_location":{"id":"doi:10.1109/bsn63547.2024.10780594","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn63547.2024.10780594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Body Sensor Networks (BSN)","raw_type":"proceedings-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/A5001394796","display_name":"Neel Vora","orcid":"https://orcid.org/0009-0002-0473-0150"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Neel R Vora","raw_affiliation_strings":["UMass Amherst"],"affiliations":[{"raw_affiliation_string":"UMass Amherst","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060444217","display_name":"Amir Hajighasemi","orcid":"https://orcid.org/0009-0007-4467-4209"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amir Hajighasemi","raw_affiliation_strings":["UMass Amherst"],"affiliations":[{"raw_affiliation_string":"UMass Amherst","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111098553","display_name":"Cody T. Reynolds","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cody T. Reynolds","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087878040","display_name":"Amirmohammad Radmehr","orcid":"https://orcid.org/0009-0007-5763-8645"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amirmohammad Radmehr","raw_affiliation_strings":["UMass Amherst"],"affiliations":[{"raw_affiliation_string":"UMass Amherst","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115395099","display_name":"Mohamed Moharned","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohamed Moharned","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023922327","display_name":"Jillur Rahman Saurav","orcid":"https://orcid.org/0000-0001-7451-9962"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jillur Rahman Saurav","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107933177","display_name":"Abdul Aziz","orcid":"https://orcid.org/0000-0002-5190-251X"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abdul Aziz","raw_affiliation_strings":["UMass Amherst"],"affiliations":[{"raw_affiliation_string":"UMass Amherst","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092160845","display_name":"Jai Prakash Veerla","orcid":"https://orcid.org/0009-0000-5023-0769"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jai Prakash Veerla","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087719124","display_name":"Mohammad Sadegh Nasr","orcid":"https://orcid.org/0000-0001-9675-5640"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohammad S Nasr","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093557681","display_name":"Hayden Lotspeich","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hayden Lotspeich","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108312029","display_name":"Partha Sai Guttikonda","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Partha Sai Guttikonda","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112827788","display_name":"Thuong Pham","orcid":"https://orcid.org/0009-0006-0562-5634"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thuong Pham","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114116705","display_name":"Aarti Darji","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aarti Darji","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112755627","display_name":"Parisa Boodaghi Malidarreh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Parisa Boodaghi Malidarreh","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022943841","display_name":"Helen H. Shang","orcid":"https://orcid.org/0000-0002-4684-6859"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Helen H Shang","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014968017","display_name":"Jay Harvey","orcid":"https://orcid.org/0000-0002-2892-5289"},"institutions":[{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]},{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jay Harvey","raw_affiliation_strings":["UT Southwestern"],"affiliations":[{"raw_affiliation_string":"UT Southwestern","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042363295","display_name":"Kan Ding","orcid":"https://orcid.org/0000-0002-8140-9259"},"institutions":[{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kan Ding","raw_affiliation_strings":["UT Southwestern"],"affiliations":[{"raw_affiliation_string":"UT Southwestern","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101682562","display_name":"Phuc Nguyen","orcid":"https://orcid.org/0000-0003-1679-723X"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Phuc Nguyen","raw_affiliation_strings":["UMass Amherst"],"affiliations":[{"raw_affiliation_string":"UMass Amherst","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013180076","display_name":"Jacob M. Luber","orcid":"https://orcid.org/0000-0001-5268-5732"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jacob M Luber","raw_affiliation_strings":["UTA"],"affiliations":[{"raw_affiliation_string":"UTA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":19,"corresponding_author_ids":["https://openalex.org/A5001394796"],"corresponding_institution_ids":["https://openalex.org/I24603500"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21196521,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.859499990940094,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.859499990940094,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T12810","display_name":"Real-time simulation and control systems","score":0.8495000004768372,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10784","display_name":"Muscle activation and electromyography studies","score":0.8464999794960022,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/computer-science","display_name":"Computer science","score":0.7310276031494141},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.5008401870727539},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4932505488395691},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4619557857513428},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.43407729268074036},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.22224155068397522},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1348588764667511},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08621653914451599},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.07648631930351257}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7310276031494141},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.5008401870727539},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4932505488395691},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4619557857513428},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.43407729268074036},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.22224155068397522},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1348588764667511},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08621653914451599},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.07648631930351257},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bsn63547.2024.10780594","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn63547.2024.10780594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Body Sensor Networks (BSN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2134922590","https://openalex.org/W2295598076","https://openalex.org/W2585140699","https://openalex.org/W2889267948","https://openalex.org/W3089552309","https://openalex.org/W3117350831","https://openalex.org/W4206126837","https://openalex.org/W4241413104","https://openalex.org/W4385729904"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2612632602","https://openalex.org/W2321805087"],"abstract_inverted_index":{"Head-based":[0],"signals":[1,46,69,160],"such":[2,130],"as":[3,131],"EEG,":[4],"EMG,":[5],"EOG,":[6],"and":[7,21,76,110,138,167,198],"ECG":[8],"collected":[9,158],"by":[10],"wearable":[11,38],"systems":[12,32,180],"play":[13],"a":[14,64,93,97,172,188],"pivotal":[15],"role":[16],"in":[17,145,164],"clinical":[18],"diagnosis,":[19],"monitoring,":[20],"treatment":[22],"of":[23,63,67,81,120,153],"important":[24],"brain":[25],"disorder":[26],"diseases.":[27],"However,":[28],"head-based":[29],"signal":[30,103],"processing":[31],"often":[33],"produce":[34],"complex":[35],"signals,":[36],"making":[37],"inference":[39],"for":[40,101,123,178],"diagnosis":[41],"impractical,":[42],"especially":[43],"when":[44],"the":[45,60,79,151,154,165,169,194],"are":[47],"weak.":[48],"This":[49],"is":[50],"common":[51],"with":[52],"head-worn":[53],"sensors":[54],"due":[55],"to":[56,105],"poor":[57],"contact.":[58],"Moreover,":[59],"real-time":[61],"transmission":[62],"large":[65],"corpus":[66],"physiological":[68,83,102,147,159],"over":[70],"extended":[71],"periods":[72],"consumes":[73],"significant":[74],"power":[75],"time,":[77],"limiting":[78],"viability":[80],"battery-dependent":[82],"monitoring":[84],"headwear.":[85],"To":[86],"address":[87],"these":[88],"issues,":[89],"this":[90],"paper":[91],"presents":[92],"deep-learning":[94],"framework":[95,186],"employing":[96],"variational":[98],"autoencoder":[99],"(VAE)":[100],"compression":[104,118,128],"reduce":[106],"wearables'":[107],"computational":[108],"complexity":[109],"energy":[111],"consumption.":[112],"Our":[113],"approach":[114],"achieves":[115,187],"an":[116],"impressive":[117],"ratio":[119],"1:585":[121],"specifically":[122],"spectrogram":[124],"data,":[125],"surpassing":[126],"state-of-the-art":[127],"techniques":[129],"JPEG2000,":[132],"H.264,":[133],"Direct":[134],"Cosine":[135],"Transform":[136],"(DCT),":[137],"Huffman":[139],"Encoding,":[140],"which":[141],"do":[142],"not":[143],"excel":[144],"handling":[146],"signals.":[148],"We":[149],"validate":[150],"efficacy":[152],"compressed":[155],"algorithms":[156],"using":[157],"from":[161],"real":[162],"patients":[163],"clinic":[166],"deploy":[168],"solution":[170],"on":[171],"commonly":[173],"used":[174],"embedded":[175],"AI":[176],"chip":[177],"headwear":[179],"(i.e.,":[181],"ARM":[182],"Cortex).":[183],"The":[184],"proposed":[185],"91%":[189],"seizure":[190],"detection":[191],"accuracy,":[192],"confirming":[193],"approach's":[195],"reliability,":[196],"practicality,":[197],"scalability.":[199]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}