{"id":"https://openalex.org/W7204457304","doi":"https://doi.org/10.62110/sciencein.jist.2026.v14.1643","title":"A Deep Learning based dual arm neural network for multi modal Indian sign language recognition using sEMG and motion sensors","display_name":"A Deep Learning based dual arm neural network for multi modal Indian sign language recognition using sEMG and motion sensors","publication_year":2026,"publication_date":"2026-08-18","ids":{"openalex":"https://openalex.org/W7204457304","doi":"https://doi.org/10.62110/sciencein.jist.2026.v14.1643"},"language":"en","primary_location":{"id":"doi:10.62110/sciencein.jist.2026.v14.1643","doi":"https://doi.org/10.62110/sciencein.jist.2026.v14.1643","is_oa":true,"landing_page_url":"https://doi.org/10.62110/sciencein.jist.2026.v14.1643","pdf_url":"https://pubs.thesciencein.org/journal/index.php/jist/article/download/a1643/1084","source":{"id":"https://openalex.org/S4390648373","display_name":"Journal of Integrated Science and Technology","issn_l":"2321-4635","issn":["2321-4635"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Integrated Science and Technology","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W7204457304"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://pubs.thesciencein.org/journal/index.php/jist/article/download/a1643/1084","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011939912","display_name":"Akhtar Ismail Nadaf","orcid":"https://orcid.org/0000-0003-2067-4152","observed_orcids":["https://orcid.org/0000-0003-2067-4152"]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Akhtar Nadaf","raw_affiliation_strings":["Shivaji University Kolhapur"],"raw_orcid":"https://orcid.org/0000-0003-2067-4152","affiliations":[{"raw_affiliation_string":"Shivaji University Kolhapur","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078203348","display_name":"Sanjay Pardeshi","orcid":"https://orcid.org/0000-0001-5636-9841","observed_orcids":["https://orcid.org/0000-0001-5636-9841"]},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sanjay Pardeshi","raw_affiliation_strings":["Shivaji University Kolhapur"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shivaji University Kolhapur","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035261409","display_name":"Rinki Gupta","orcid":"https://orcid.org/0000-0002-0060-5523","observed_orcids":["https://orcid.org/0000-0002-0060-5523"]},"institutions":[{"id":"https://openalex.org/I191972202","display_name":"Amity University","ror":"https://ror.org/02n9z0v62","country_code":"IN","type":"education","lineage":["https://openalex.org/I191972202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rinki Gupta","raw_affiliation_strings":["Amity University, Noida"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amity University, Noida","institution_ids":["https://openalex.org/I191972202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009945106","display_name":"Bandanawaz Kotiyal","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bandanawaz Kotiyal","raw_affiliation_strings":["SoET Anjuman i Islam's Kalsekar Technical Campus, New Panvel, Maharashtra"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SoET Anjuman i Islam's Kalsekar Technical Campus, New Panvel, Maharashtra","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"9","first_page":"1643","last_page":"1643"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9711999893188477,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9711999893188477,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.026399999856948853,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/indian-sign-language","display_name":"Indian Sign Language","score":0.9229999780654907},{"id":"https://openalex.org/keywords/sign-language-recognition","display_name":"sign language recognition","score":0.8999999761581421},{"id":"https://openalex.org/keywords/surface-electromyography","display_name":"surface electromyography","score":0.8420000076293945},{"id":"https://openalex.org/keywords/multimodal-sensor-fusion","display_name":"multimodal sensor fusion","score":0.9350000023841858},{"id":"https://openalex.org/keywords/accelerometer-and-gyroscope","display_name":"accelerometer and gyroscope","score":0.8230000138282776},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"gesture recognition","score":0.8230000138282776},{"id":"https://openalex.org/keywords/assistive-communication-technology","display_name":"assistive communication technology","score":0.7009999752044678},{"id":"https://openalex.org/keywords/human-computer-interaction","display_name":"human-computer interaction","score":0.7120000123977661}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7480999827384949},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7310000061988831},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.722100019454956},{"id":"https://openalex.org/C522192633","wikidata":"https://www.wikidata.org/wiki/Q34228","display_name":"Sign language","level":2,"score":0.7084000110626221},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.685699999332428},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.5870000123977661},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5128999948501587},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5044000148773193},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.5012999773025513},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.46399998664855957},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.44449999928474426},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4375},{"id":"https://openalex.org/C158488048","wikidata":"https://www.wikidata.org/wiki/Q483400","display_name":"Gyroscope","level":2,"score":0.4187999963760376},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.41600000858306885},{"id":"https://openalex.org/C2776737515","wikidata":"https://www.wikidata.org/wiki/Q14759","display_name":"American Sign Language","level":3,"score":0.40549999475479126},{"id":"https://openalex.org/C39920418","wikidata":"https://www.wikidata.org/wiki/Q11476","display_name":"Kinematics","level":2,"score":0.4000999927520752},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.34850001335144043},{"id":"https://openalex.org/C139676723","wikidata":"https://www.wikidata.org/wiki/Q1193832","display_name":"Sign (mathematics)","level":2,"score":0.3303999900817871},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3154999911785126},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.3107999861240387},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3043999969959259},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.30059999227523804},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C48007421","wikidata":"https://www.wikidata.org/wiki/Q676252","display_name":"Motion capture","level":3,"score":0.2705000042915344},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.2549999952316284},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.62110/sciencein.jist.2026.v14.1643","doi":"https://doi.org/10.62110/sciencein.jist.2026.v14.1643","is_oa":true,"landing_page_url":"https://doi.org/10.62110/sciencein.jist.2026.v14.1643","pdf_url":"https://pubs.thesciencein.org/journal/index.php/jist/article/download/a1643/1084","source":{"id":"https://openalex.org/S4390648373","display_name":"Journal of Integrated Science and Technology","issn_l":"2321-4635","issn":["2321-4635"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Integrated Science and Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.62110/sciencein.jist.2026.v14.1643","doi":"https://doi.org/10.62110/sciencein.jist.2026.v14.1643","is_oa":true,"landing_page_url":"https://doi.org/10.62110/sciencein.jist.2026.v14.1643","pdf_url":"https://pubs.thesciencein.org/journal/index.php/jist/article/download/a1643/1084","source":{"id":"https://openalex.org/S4390648373","display_name":"Journal of Integrated Science and Technology","issn_l":"2321-4635","issn":["2321-4635"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Integrated Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320737","display_name":"Amity University","ror":"https://ror.org/02n9z0v62"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204457304.pdf","grobid_xml":"https://content.openalex.org/works/W7204457304.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4225830750","https://openalex.org/W4411048422","https://openalex.org/W2590076343","https://openalex.org/W7147726883","https://openalex.org/W4313476720","https://openalex.org/W7161736894","https://openalex.org/W2946726444","https://openalex.org/W7103428443","https://openalex.org/W4412030425","https://openalex.org/W7168143861"],"abstract_inverted_index":{"Sign":[0,44],"language":[1,139],"recognition":[2,14,140],"plays":[3],"a":[4,35],"crucial":[5],"role":[6],"in":[7,24,82,135,150],"enabling":[8,88],"inclusive":[9],"human\u2013computer":[10],"interaction,":[11],"yet":[12],"accurate":[13],"of":[15,63,128],"complex":[16],"gestures":[17,46],"remains":[18],"challenging":[19],"due":[20],"to":[21,91],"the":[22,66,89,114,126,143],"variability":[23],"motion":[25],"dynamics":[26],"and":[27,55,79,95,103,109,121,132],"muscle":[28],"activations.":[29],"In":[30],"this":[31],"study,":[32],"we":[33],"propose":[34],"deep":[36,105,133],"learning-based":[37],"dual-arm":[38,115],"neural":[39],"network":[40],"for":[41,145],"recognizing":[42],"Indian":[43],"Language":[45],"using":[47,65],"multi-modal":[48,129],"sensor":[49,130],"data.":[50],"Surface":[51],"electromyography":[52],"(sEMG),":[53],"accelerometer,":[54],"gyroscope":[56],"signals":[57,81],"were":[58],"collected":[59],"from":[60],"both":[61],"arms":[62],"participants":[64],"Delsys":[67],"Trigno":[68],"system":[69],"across":[70],"50":[71],"distinct":[72],"gestures.":[73],"The":[74,123],"proposed":[75],"architecture":[76,116],"processes":[77],"left-":[78],"right-arm":[80],"parallel":[83],"branches":[84],"before":[85],"feature":[86],"fusion,":[87],"model":[90],"capture":[92],"complementary":[93],"neuromuscular":[94],"kinematic":[96],"patterns.":[97],"Comparative":[98],"experiments":[99],"with":[100],"single-arm":[101],"baselines":[102],"alternative":[104],"models,":[106],"including":[107],"LSTM":[108],"CNN-based":[110],"networks,":[111],"demonstrate":[112],"that":[113],"consistently":[117],"achieves":[118],"superior":[119],"accuracy":[120],"robustness.":[122],"results":[124],"highlight":[125],"importance":[127],"fusion":[131],"learning":[134],"advancing":[136],"automatic":[137],"sign":[138],"systems,":[141],"paving":[142],"way":[144],"more":[146],"reliable":[147],"assistive":[148],"technologies":[149],"communication":[151],"accessibility.":[152]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-08-28T00:00:00"}
