{"id":"https://openalex.org/W4389230182","doi":"https://doi.org/10.1109/bsn58485.2023.10331063","title":"Predicting Metabolic Rate for Firefighting Activities with Worn Loads using a Heart Rate Sensor and Machine Learning","display_name":"Predicting Metabolic Rate for Firefighting Activities with Worn Loads using a Heart Rate Sensor and Machine Learning","publication_year":2023,"publication_date":"2023-10-09","ids":{"openalex":"https://openalex.org/W4389230182","doi":"https://doi.org/10.1109/bsn58485.2023.10331063"},"language":"en","primary_location":{"id":"doi:10.1109/bsn58485.2023.10331063","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn58485.2023.10331063","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 19th 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/A5093395860","display_name":"Marco Marena","orcid":null},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Marco Marena","raw_affiliation_strings":["New Jersey Institute of Technology,Dept. Mechanical&amp;Industrial Engr,Newark,USA"],"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Dept. Mechanical&amp;Industrial Engr,Newark,USA","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038201587","display_name":"Neethan Ratnakumar","orcid":"https://orcid.org/0000-0001-6088-781X"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neethan Ratnakumar","raw_affiliation_strings":["New Jersey Institute of Technology,Dept. of Biomedical Engineering,Newark,USA","Dept. of Biomedical Engineering, New Jersey Institute of Technology, Newark, USA"],"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Dept. of Biomedical Engineering,Newark,USA","institution_ids":["https://openalex.org/I118118575"]},{"raw_affiliation_string":"Dept. of Biomedical Engineering, New Jersey Institute of Technology, Newark, USA","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110085950","display_name":"Rachel Jones","orcid":null},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rachel Jones","raw_affiliation_strings":["New Jersey Institute of Technology,Dept. of Biomedical Engineering,Newark,USA","Dept. of Biomedical Engineering, New Jersey Institute of Technology, Newark, USA"],"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Dept. of Biomedical Engineering,Newark,USA","institution_ids":["https://openalex.org/I118118575"]},{"raw_affiliation_string":"Dept. of Biomedical Engineering, New Jersey Institute of Technology, Newark, USA","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019820614","display_name":"Xianlian Zhou","orcid":"https://orcid.org/0000-0001-9282-5410"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xianlian Zhou","raw_affiliation_strings":["New Jersey Institute of Technology,Dept. of Biomedical Engineering,Newark,USA","Dept. of Biomedical Engineering, New Jersey Institute of Technology, Newark, USA"],"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Dept. of Biomedical Engineering,Newark,USA","institution_ids":["https://openalex.org/I118118575"]},{"raw_affiliation_string":"Dept. of Biomedical Engineering, New Jersey Institute of Technology, Newark, USA","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059998053","display_name":"Sanchoy Das","orcid":"https://orcid.org/0000-0002-3122-2285"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sanchoy Das","raw_affiliation_strings":["New Jersey Institute of Technology,Dept. Mechanical&amp;Industrial Engr,Newark,USA"],"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Dept. Mechanical&amp;Industrial Engr,Newark,USA","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075268642","display_name":"Bo Shen","orcid":"https://orcid.org/0000-0002-2643-3600"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bo Shen","raw_affiliation_strings":["New Jersey Institute of Technology,Dept. Mechanical&amp;Industrial Engr,Newark,USA"],"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Dept. Mechanical&amp;Industrial Engr,Newark,USA","institution_ids":["https://openalex.org/I118118575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5093395860"],"corresponding_institution_ids":["https://openalex.org/I118118575"],"apc_list":null,"apc_paid":null,"fwci":0.7667,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.75845702,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"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/T12138","display_name":"Occupational Health and Performance","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/3609","display_name":"Occupational Therapy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12138","display_name":"Occupational Health and Performance","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/3609","display_name":"Occupational Therapy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12006","display_name":"Ergonomics and Musculoskeletal Disorders","score":0.9660999774932861,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13722","display_name":"Ergonomics and Human Factors","score":0.9440000057220459,"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/firefighting","display_name":"Firefighting","score":0.8159250020980835},{"id":"https://openalex.org/keywords/metabolic-rate","display_name":"Metabolic rate","score":0.5707199573516846},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5451455116271973},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.4624391496181488},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.13535693287849426},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.09502372145652771},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"Blood pressure","score":0.06647685170173645},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.06564357876777649}],"concepts":[{"id":"https://openalex.org/C557531904","wikidata":"https://www.wikidata.org/wiki/Q897825","display_name":"Firefighting","level":2,"score":0.8159250020980835},{"id":"https://openalex.org/C2992768293","wikidata":"https://www.wikidata.org/wiki/Q623293","display_name":"Metabolic rate","level":2,"score":0.5707199573516846},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5451455116271973},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.4624391496181488},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.13535693287849426},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.09502372145652771},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.06647685170173645},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.06564357876777649},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bsn58485.2023.10331063","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn58485.2023.10331063","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 19th International Conference on Body Sensor Networks (BSN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332162","display_name":"Centers for Disease Control and Prevention","ror":"https://ror.org/042twtr12"},{"id":"https://openalex.org/F4320337382","display_name":"National Institute for Occupational Safety and Health","ror":"https://ror.org/0502a2655"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2069334835","https://openalex.org/W2102815608","https://openalex.org/W2138348947","https://openalex.org/W2146609676","https://openalex.org/W2204217522","https://openalex.org/W2236853351","https://openalex.org/W2700163520","https://openalex.org/W2890068063","https://openalex.org/W2910481531","https://openalex.org/W2950049504","https://openalex.org/W3182536018","https://openalex.org/W4366430706"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2128936008","https://openalex.org/W2078594467","https://openalex.org/W4378834463","https://openalex.org/W4383700753","https://openalex.org/W4400561296","https://openalex.org/W2060834565","https://openalex.org/W2010387553"],"abstract_inverted_index":{"Monitoring":[0],"the":[1,24,103,131,136,143,157,185,192,197],"metabolic":[2,28,69,115,148,181],"rate":[3,29,33,97,116,182],"of":[4,14,26,196,203],"occupational":[5,38,204],"workers":[6],"who":[7],"often":[8],"perform":[9],"physically":[10,36],"demanding":[11,37],"tasks":[12],"is":[13,111,138,160],"significance":[15],"in":[16,35,142],"maintaining":[17],"their":[18],"performance":[19],"and":[20,61,87,98,124,135,147,194,205],"safety.":[21],"We":[22],"investigate":[23],"viability":[25],"accurate":[27],"estimation":[30],"from":[31,43,150],"heart":[32,96,145],"measurements":[34],"activities,":[39],"with":[40,117],"data":[41],"collected":[42],"simulated":[44],"firefighter":[45],"activities.":[46,207],"Various":[47],"regression":[48],"methods":[49],"including":[50],"linear":[51],"regression,":[52],"tree-based":[53],"methods,":[54,56],"kernel-based":[55],"support":[57],"vector":[58],"machine":[59,105],"(SVM),":[60],"neural":[62],"networks":[63],"are":[64],"employed":[65],"to":[66,113,170],"predict":[67],"breath-by-breath":[68],"rates":[70,146,149],"for":[71,128,180,199],"firefighting":[72,79],"activities":[73,129],"under":[74,130],"three":[75],"different":[76],"loading":[77],"conditions:":[78],"gear,":[80],"gear":[81,88],"+":[82,89,91],"self-contained":[83],"breathing":[84],"apparatus":[85],"(SCBA),":[86],"SCBA":[90,133],"10":[92],"lb.":[93],"With":[94],"both":[95],"activity":[99,153,188],"types":[100,154],"as":[101,155,177],"predictors,":[102,156],"best-performing":[104],"learning":[106],"method":[107,137,198],"(Coarse":[108],"Gaussian":[109],"SVM)":[110],"able":[112],"estimate":[114],"R":[118],"<sup":[119],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[120],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>":[121],"=":[122,126],"0.90":[123],"RMSE":[125],"0.375":[127],"two":[132],"conditions,":[134],"robust":[139],"against":[140],"differences":[141],"subjects\u2019":[144],"cross-validation.":[151],"Without":[152],"prediction":[158],"accuracy":[159],"significantly":[161],"lower":[162],"(decreases":[163],"by":[164],"34%":[165],"on":[166,187],"average).":[167],"Future":[168],"research":[169],"incorporate":[171],"IMU":[172],"sensors":[173],"and/or":[174],"force":[175],"insoles":[176],"additional":[178],"predictors":[179],"could":[183],"eliminate":[184],"reliance":[186],"types,":[189],"thus":[190],"enhancing":[191],"generality":[193],"applicability":[195],"a":[200],"broader":[201],"range":[202],"daily":[206]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
