{"id":"https://openalex.org/W4390494380","doi":"https://doi.org/10.1109/access.2023.3349212","title":"Head Impact Detection Using Machine Learning Algorithms","display_name":"Head Impact Detection Using Machine Learning Algorithms","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4390494380","doi":"https://doi.org/10.1109/access.2023.3349212"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3349212","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3349212","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10379623.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10379623.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074673898","display_name":"Mohammad Al Bataineh","orcid":"https://orcid.org/0000-0003-0148-7618"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]},{"id":"https://openalex.org/I85507684","display_name":"Yarmouk University","ror":"https://ror.org/004mbaj56","country_code":"JO","type":"education","lineage":["https://openalex.org/I85507684"]}],"countries":["AE","JO"],"is_corresponding":true,"raw_author_name":"Mohammad Al Bataineh","raw_affiliation_strings":["Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates","Telecommunications Engineering Department, Yarmouk University, Irbid, Jordan"],"raw_orcid":"https://orcid.org/0000-0003-0148-7618","affiliations":[{"raw_affiliation_string":"Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]},{"raw_affiliation_string":"Telecommunications Engineering Department, Yarmouk University, Irbid, Jordan","institution_ids":["https://openalex.org/I85507684"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087562557","display_name":"Dana I. Abu-Abdoun","orcid":"https://orcid.org/0000-0003-3699-8020"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Dana I. Abu Abdoun","raw_affiliation_strings":["Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0003-3699-8020","affiliations":[{"raw_affiliation_string":"Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093634950","display_name":"Huda Alnuaimi","orcid":null},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Huda Alnuaimi","raw_affiliation_strings":["Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002367246","display_name":"Zouhair Al\u2010qudah","orcid":"https://orcid.org/0000-0002-9999-779X"},"institutions":[{"id":"https://openalex.org/I100086675","display_name":"Al-Hussein Bin Talal University","ror":"https://ror.org/019dkd780","country_code":"JO","type":"education","lineage":["https://openalex.org/I100086675"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Zouhair Al-Qudah","raw_affiliation_strings":["Department of Communication Engineering, Al-Hussein Bin Talal University, Ma&#x2019;an, Jordan"],"raw_orcid":"https://orcid.org/0000-0002-9999-779X","affiliations":[{"raw_affiliation_string":"Department of Communication Engineering, Al-Hussein Bin Talal University, Ma&#x2019;an, Jordan","institution_ids":["https://openalex.org/I100086675"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019227804","display_name":"Zaid Albataineh","orcid":"https://orcid.org/0000-0001-9990-4189"},"institutions":[{"id":"https://openalex.org/I85507684","display_name":"Yarmouk University","ror":"https://ror.org/004mbaj56","country_code":"JO","type":"education","lineage":["https://openalex.org/I85507684"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Zaid Albataineh","raw_affiliation_strings":["Electronics Engineering Department, Yarmouk University, Irbid, Jordan"],"raw_orcid":"https://orcid.org/0000-0001-9990-4189","affiliations":[{"raw_affiliation_string":"Electronics Engineering Department, Yarmouk University, Irbid, Jordan","institution_ids":["https://openalex.org/I85507684"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037763880","display_name":"Mahmoud Al Ahmad","orcid":"https://orcid.org/0000-0003-1243-5207"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mahmoud Al Ahmad","raw_affiliation_strings":["Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0003-1243-5207","affiliations":[{"raw_affiliation_string":"Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5074673898"],"corresponding_institution_ids":["https://openalex.org/I201726411","https://openalex.org/I85507684"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.2928,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.76751808,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"12","issue":null,"first_page":"4938","last_page":"4947"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.9222000241279602,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"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/T10809","display_name":"Occupational Health and Safety Research","score":0.9222000241279602,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9204999804496765,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.728633463382721},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7219597101211548},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.690920889377594},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6220347285270691},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.609235405921936},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5992861390113831},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5706496238708496},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.5702364444732666},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.5609444975852966},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5470808148384094},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.09462955594062805}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.728633463382721},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7219597101211548},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.690920889377594},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6220347285270691},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.609235405921936},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5992861390113831},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5706496238708496},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.5702364444732666},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.5609444975852966},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5470808148384094},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.09462955594062805},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3349212","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3349212","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10379623.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:892d7dfe016f44c39b1d6f2f15339511","is_oa":true,"landing_page_url":"https://doaj.org/article/892d7dfe016f44c39b1d6f2f15339511","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":"IEEE Access, Vol 12, Pp 4938-4947 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3349212","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3349212","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10379623.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390494380.pdf","grobid_xml":"https://content.openalex.org/works/W4390494380.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1996020380","https://openalex.org/W2000629924","https://openalex.org/W2039240409","https://openalex.org/W2113242816","https://openalex.org/W2295598076","https://openalex.org/W2435973856","https://openalex.org/W2487770199","https://openalex.org/W2518326618","https://openalex.org/W2735042944","https://openalex.org/W2783808523","https://openalex.org/W2811507150","https://openalex.org/W2911964244","https://openalex.org/W2935714482","https://openalex.org/W2963770292","https://openalex.org/W3008346858","https://openalex.org/W3013498854","https://openalex.org/W3032842701","https://openalex.org/W3120626519","https://openalex.org/W3134970070","https://openalex.org/W3137520482","https://openalex.org/W3154915427","https://openalex.org/W4291114417","https://openalex.org/W4295780223","https://openalex.org/W4309883762","https://openalex.org/W4376869976","https://openalex.org/W6748319472"],"related_works":["https://openalex.org/W2967733078","https://openalex.org/W3204430031","https://openalex.org/W3137904399","https://openalex.org/W4310492845","https://openalex.org/W4386690025","https://openalex.org/W2885778889","https://openalex.org/W2766514146","https://openalex.org/W2885516856","https://openalex.org/W2073883415","https://openalex.org/W4289703016"],"abstract_inverted_index":{"Numerous":[0],"research":[1,153],"studies":[2],"have":[3],"emphasized":[4],"the":[5,56,76,80,85,112,123,132,149,155,162],"significance":[6],"of":[7,91,99,122,157],"accurately":[8],"detecting":[9],"head":[10,36,137],"impacts":[11],"and":[12,48,72,93,143,167],"implementing":[13],"safety":[14,139,159],"measures.":[15],"This":[16],"study":[17,77],"addresses":[18],"this":[19,42],"crucial":[20],"need":[21],"by":[22],"utilizing":[23],"machine":[24,168],"learning":[25],"algorithms":[26],"applied":[27],"to":[28,54,61,135],"data":[29],"from":[30],"piezoelectric":[31],"sensors":[32],"on":[33],"a":[34,39],"simulated":[35],"model.":[37],"Employing":[38],"systematic":[40],"approach,":[41],"work":[43],"utilizes":[44],"Random":[45],"Forest":[46],"(RF)":[47],"Extreme":[49],"Gradient":[50],"Boosting":[51],"(XGBoost)":[52],"models":[53],"process":[55],"normalized":[57],"sensor":[58,107,129],"data,":[59],"aiming":[60],"pinpoint":[62],"impact":[63,138],"locations":[64],"with":[65,127],"high":[66],"precision.":[67],"Through":[68],"rigorous":[69],"k-fold":[70],"cross-validation":[71],"comprehensive":[73],"performance":[74,121],"analysis,":[75],"reveals":[78],"that":[79],"XGBoost":[81,124],"model":[82,113],"slightly":[83],"outperforms":[84],"RF":[86],"model,":[87,125],"achieving":[88],"an":[89,94,105],"RMSE":[90],"0.4764":[92],"R":[95],"<sup":[96],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[97],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>":[98],"0.9485.":[100],"Feature":[101],"importance":[102],"evaluations":[103],"suggest":[104],"optimal":[106],"placement":[108],"strategy,":[109],"potentially":[110],"reducing":[111],"complexity":[114],"while":[115],"retaining":[116],"predictive":[117],"accuracy.":[118],"The":[119,146],"superior":[120],"combined":[126],"strategic":[128],"placement,":[130],"highlights":[131],"study\u2019s":[133],"contribution":[134],"enhancing":[136],"measures":[140],"in":[141],"sports":[142],"industrial":[144],"settings.":[145],"findings":[147],"pave":[148],"way":[150],"for":[151],"future":[152],"into":[154],"deployment":[156],"intelligent":[158],"systems,":[160],"leveraging":[161],"synergy":[163],"between":[164],"wearable":[165],"technology":[166],"learning.":[169]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
