{"id":"https://openalex.org/W4410993821","doi":"https://doi.org/10.1007/s00521-025-11337-9","title":"Evaluation of LSTM for predicting grip strength using electromyography: a comparison of setups and methods","display_name":"Evaluation of LSTM for predicting grip strength using electromyography: a comparison of setups and methods","publication_year":2025,"publication_date":"2025-06-03","ids":{"openalex":"https://openalex.org/W4410993821","doi":"https://doi.org/10.1007/s00521-025-11337-9"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-025-11337-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-025-11337-9","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","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/A5075401664","display_name":"M. Khairul Anam","orcid":"https://orcid.org/0000-0003-4295-450X"},"institutions":[{"id":"https://openalex.org/I3129486149","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129486149"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Khairul Anam","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]},{"raw_affiliation_string":"Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011270060","display_name":"Ahmad Kamal Sudrajat","orcid":"https://orcid.org/0000-0001-8697-724X"},"institutions":[{"id":"https://openalex.org/I3129486149","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129486149"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Ahmad Sudrajat","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]},{"raw_affiliation_string":"Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092678350","display_name":"Naufal Ainur Rizal","orcid":null},"institutions":[{"id":"https://openalex.org/I3129486149","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129486149"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Naufal Ainur Rizal","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]},{"raw_affiliation_string":"Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084742776","display_name":"Gramandha Wega Intyanto","orcid":"https://orcid.org/0000-0002-5457-5761"},"institutions":[{"id":"https://openalex.org/I3129486149","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129486149"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Gramandha Wega Intyanto","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]},{"raw_affiliation_string":"Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043742257","display_name":"Wahyu Muldayani","orcid":null},"institutions":[{"id":"https://openalex.org/I3129486149","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129486149"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Wahyu Muldayani","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]},{"raw_affiliation_string":"Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053346934","display_name":"Mohamad Agung Prawira Negara","orcid":"https://orcid.org/0000-0003-4392-613X"},"institutions":[{"id":"https://openalex.org/I3129486149","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129486149"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Mohamad Agung Prawira Negara","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]},{"raw_affiliation_string":"Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111285748","display_name":"Sumardi Sumardi","orcid":null},"institutions":[{"id":"https://openalex.org/I3129486149","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129486149"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Sumardi","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]},{"raw_affiliation_string":"Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005174473","display_name":"Saiful Bukhori","orcid":"https://orcid.org/0000-0002-2527-1080"},"institutions":[{"id":"https://openalex.org/I3129486149","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129486149"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Saiful Bukhori","raw_affiliation_strings":["Faculty of Computer Science, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]},{"raw_affiliation_string":"Intelligent Systems and Robotics Lab, CDAST, Universitas Jember, Jl. Kalimantan 37, Jember, Jawa Timur, 68121, Indonesia","institution_ids":["https://openalex.org/I3129486149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033852427","display_name":"Made Santo Gitakarma","orcid":"https://orcid.org/0000-0002-1583-9795"},"institutions":[{"id":"https://openalex.org/I4210090826","display_name":"Universitas Pendidikan Ganesha","ror":"https://ror.org/00bmjd793","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210090826"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Made Santo Gitakarma","raw_affiliation_strings":["Department of Electronic Systems Engineering Technology, Universitas Pendidikan Ganesha, Jl. Udayana 11, Singaraja, Bali, 81116, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic Systems Engineering Technology, Universitas Pendidikan Ganesha, Jl. Udayana 11, Singaraja, Bali, 81116, Indonesia","institution_ids":["https://openalex.org/I4210090826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019460740","display_name":"Claudio Castellini","orcid":"https://orcid.org/0000-0002-7346-2180"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Claudio Castellini","raw_affiliation_strings":["Assistive Intelligent Robotics (AIROB) Lab, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, N\u00fcrnberger Str. 74, 91052, Erlangen, Bavaria, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistive Intelligent Robotics (AIROB) Lab, Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, N\u00fcrnberger Str. 74, 91052, Erlangen, Bavaria, Germany","institution_ids":["https://openalex.org/I181369854"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5075401664"],"corresponding_institution_ids":["https://openalex.org/I3129486149"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":0.4851,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62253454,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"37","issue":"21","first_page":"16461","last_page":"16485"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998000264167786,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998000264167786,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9908999800682068,"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/T10157","display_name":"Sports Performance and Training","score":0.9761000275611877,"subfield":{"id":"https://openalex.org/subfields/2732","display_name":"Orthopedics and Sports Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.908136248588562},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.7598769664764404},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6071255207061768},{"id":"https://openalex.org/keywords/grip-strength","display_name":"Grip strength","score":0.5311048626899719},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37012314796447754},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.36762142181396484},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3513219356536865},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3284444510936737},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12048095464706421},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.11326161026954651}],"concepts":[{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.908136248588562},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.7598769664764404},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6071255207061768},{"id":"https://openalex.org/C2777433710","wikidata":"https://www.wikidata.org/wiki/Q5609571","display_name":"Grip strength","level":2,"score":0.5311048626899719},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37012314796447754},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.36762142181396484},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3513219356536865},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3284444510936737},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12048095464706421},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.11326161026954651}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00521-025-11337-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-025-11337-9","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:oai:elib.dlr.de:221690","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-025-11337-9>.","pdf_url":null,"source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1040204138","display_name":null,"funder_award_id":"108/E/KPT/2023","funder_id":"https://openalex.org/F4320336242","funder_display_name":"Direktorat Jenderal Penguatan Riset dan Pengembangan"},{"id":"https://openalex.org/G6529630125","display_name":null,"funder_award_id":"7575/UN25.3.1/LT/2023","funder_id":"https://openalex.org/F4320330148","funder_display_name":"Universitas Jember"}],"funders":[{"id":"https://openalex.org/F4320330148","display_name":"Universitas Jember","ror":"https://ror.org/049f0ha78"},{"id":"https://openalex.org/F4320336242","display_name":"Direktorat Jenderal Penguatan Riset dan Pengembangan","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1211526673","https://openalex.org/W1969324667","https://openalex.org/W1996477144","https://openalex.org/W2064675550","https://openalex.org/W2528898682","https://openalex.org/W2892959507","https://openalex.org/W2893874562","https://openalex.org/W2949676527","https://openalex.org/W2965485674","https://openalex.org/W2971112571","https://openalex.org/W2995015263","https://openalex.org/W2998114800","https://openalex.org/W3010923682","https://openalex.org/W3046174398","https://openalex.org/W3083944853","https://openalex.org/W3119868170","https://openalex.org/W3136016134","https://openalex.org/W3156795013","https://openalex.org/W3158749507","https://openalex.org/W3166955512","https://openalex.org/W3197994121","https://openalex.org/W4244325842","https://openalex.org/W4285048643","https://openalex.org/W4292281220","https://openalex.org/W4306247782","https://openalex.org/W4306946088","https://openalex.org/W4311506850","https://openalex.org/W4313639571","https://openalex.org/W4321637151","https://openalex.org/W4360770747","https://openalex.org/W4361801588","https://openalex.org/W4367047376","https://openalex.org/W4377293875","https://openalex.org/W4383222050","https://openalex.org/W4383555203","https://openalex.org/W4386934857"],"related_works":["https://openalex.org/W2376139493","https://openalex.org/W2911808920","https://openalex.org/W2141253262","https://openalex.org/W3156756500","https://openalex.org/W4251090744","https://openalex.org/W2386293158","https://openalex.org/W2433638048","https://openalex.org/W4282981700","https://openalex.org/W2006061919","https://openalex.org/W2391009298"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}