{"id":"https://openalex.org/W4393286908","doi":"https://doi.org/10.1109/wetice57085.2023.10477806","title":"An Hybridization of LSTM and Random Forest Model to Predict Road Situation","display_name":"An Hybridization of LSTM and Random Forest Model to Predict Road Situation","publication_year":2023,"publication_date":"2023-12-14","ids":{"openalex":"https://openalex.org/W4393286908","doi":"https://doi.org/10.1109/wetice57085.2023.10477806"},"language":"en","primary_location":{"id":"doi:10.1109/wetice57085.2023.10477806","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wetice57085.2023.10477806","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE)","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/A5024087088","display_name":"Olfa Souki","orcid":null},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]},{"id":"https://openalex.org/I4210119561","display_name":"Digital Research Centre of Sfax","ror":"https://ror.org/02s48dm85","country_code":"TN","type":"facility","lineage":["https://openalex.org/I4210119561"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Olfa Souki","raw_affiliation_strings":["University of Sfax,Faculty of Sciences Economics and Management of Sfax, Miracl laboratory,Tunisia","MIRACL - Multimedia, InfoRmation systems and Advanced Computing Laboratory (Route de Tunis, km 10, BP 242, Sakiet Ezziet, 3021 SFAX - Tunisia)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sfax,Faculty of Sciences Economics and Management of Sfax, Miracl laboratory,Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"MIRACL - Multimedia, InfoRmation systems and Advanced Computing Laboratory (Route de Tunis, km 10, BP 242, Sakiet Ezziet, 3021 SFAX - Tunisia)","institution_ids":["https://openalex.org/I4210119561"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048832846","display_name":"Raoudha Ben Djemaa","orcid":"https://orcid.org/0000-0002-7831-112X"},"institutions":[{"id":"https://openalex.org/I4210088638","display_name":"Higher Institute of Management","ror":"https://ror.org/003sxhp42","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210088638"]},{"id":"https://openalex.org/I4210119561","display_name":"Digital Research Centre of Sfax","ror":"https://ror.org/02s48dm85","country_code":"TN","type":"facility","lineage":["https://openalex.org/I4210119561"]},{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["RU","TN"],"is_corresponding":false,"raw_author_name":"Raoudha Ben Djemaa","raw_affiliation_strings":["Higher Institute of Computer Science and Communication Technology, University of Sousse,Miracl laboratory,Tunisia","MIRACL - Multimedia, InfoRmation systems and Advanced Computing Laboratory (Route de Tunis, km 10, BP 242, Sakiet Ezziet, 3021 SFAX - Tunisia)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Higher Institute of Computer Science and Communication Technology, University of Sousse,Miracl laboratory,Tunisia","institution_ids":["https://openalex.org/I8636806","https://openalex.org/I4210088638"]},{"raw_affiliation_string":"MIRACL - Multimedia, InfoRmation systems and Advanced Computing Laboratory (Route de Tunis, km 10, BP 242, Sakiet Ezziet, 3021 SFAX - Tunisia)","institution_ids":["https://openalex.org/I4210119561"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047502032","display_name":"Ikram Amous","orcid":"https://orcid.org/0000-0002-5893-9833"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]},{"id":"https://openalex.org/I4210119561","display_name":"Digital Research Centre of Sfax","ror":"https://ror.org/02s48dm85","country_code":"TN","type":"facility","lineage":["https://openalex.org/I4210119561"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Ikram Amous","raw_affiliation_strings":["National School of Electronics and Telecommunications of Sfax, University of sfax,Miracl laboratory,Tunisia","MIRACL - Multimedia, InfoRmation systems and Advanced Computing Laboratory (Route de Tunis, km 10, BP 242, Sakiet Ezziet, 3021 SFAX - Tunisia)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National School of Electronics and Telecommunications of Sfax, University of sfax,Miracl laboratory,Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"MIRACL - Multimedia, InfoRmation systems and Advanced Computing Laboratory (Route de Tunis, km 10, BP 242, Sakiet Ezziet, 3021 SFAX - Tunisia)","institution_ids":["https://openalex.org/I4210119561"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050812414","display_name":"Florence S\u00e8des","orcid":"https://orcid.org/0000-0002-9273-302X"},"institutions":[{"id":"https://openalex.org/I134560555","display_name":"Universit\u00e9 Toulouse III - Paul Sabatier","ror":"https://ror.org/02v6kpv12","country_code":"FR","type":"education","lineage":["https://openalex.org/I134560555"]},{"id":"https://openalex.org/I4210119061","display_name":"Institut de Recherche en Informatique de Toulouse","ror":"https://ror.org/01rx4qw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I205747304","https://openalex.org/I205747304","https://openalex.org/I4210119061","https://openalex.org/I4210152422","https://openalex.org/I4387153255","https://openalex.org/I4405258862","https://openalex.org/I4405259414"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Florence S\u00e8des","raw_affiliation_strings":["Toulouse Institute of Computer Science Research, University of Paul Sabatier,IRIT laboratory,Toulouse,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Toulouse Institute of Computer Science Research, University of Paul Sabatier,IRIT laboratory,Toulouse,France","institution_ids":["https://openalex.org/I134560555","https://openalex.org/I4210119061"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2882,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.58077188,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T10524","display_name":"Traffic control and management","score":0.9814000129699707,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.668707013130188},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6347628831863403},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4686930179595947}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.668707013130188},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6347628831863403},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4686930179595947}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wetice57085.2023.10477806","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wetice57085.2023.10477806","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04530169v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04530169","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://ieeexplore.ieee.org/document/10477806","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2036785686","https://openalex.org/W2119112357","https://openalex.org/W2342840547","https://openalex.org/W2528639018","https://openalex.org/W2963037989","https://openalex.org/W2982310938","https://openalex.org/W2991205212","https://openalex.org/W3133663379","https://openalex.org/W4307978537","https://openalex.org/W4366150210","https://openalex.org/W4382240004","https://openalex.org/W4384284861","https://openalex.org/W4387397354"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3171520305","https://openalex.org/W3135126032","https://openalex.org/W2390279801","https://openalex.org/W1924178503","https://openalex.org/W2358668433","https://openalex.org/W4308716060"],"abstract_inverted_index":{"Intelligent":[0],"transport":[1,36,58],"systems":[2],"(ITS)":[3],"play":[4],"a":[5,19,27,44,84,92,109],"pivotal":[6],"role":[7],"in":[8,14,34,56,112],"enhancing":[9],"safety,":[10],"efficiency,":[11],"and":[12,50,69,78,123,153],"sustainability":[13],"modern":[15],"transportation.":[16],"Deep":[17],"learning,":[18,23],"subfield":[20],"of":[21,47,53,76,128,140,148],"machine":[22],"has":[24],"emerged":[25],"as":[26],"powerful":[28],"tool":[29],"for":[30],"tackling":[31],"complex":[32],"problems":[33],"intelligent":[35,57,79],"applications.":[37],"In":[38,133],"this":[39],"paper,":[40],"we":[41,107,136],"first":[42],"provide":[43],"comprehensive":[45],"overview":[46],"the":[48,74,114,120,125,134,138,145],"advancements":[49],"future":[51],"prospects":[52],"deep":[54,63],"learning":[55,64],"systems.":[59],"It":[60],"explores":[61],"various":[62],"techniques,":[65],"their":[66],"applications,":[67],"challenges,":[68],"potential":[70],"solutions,":[71],"contributing":[72],"to":[73,96,118],"development":[75],"efficient":[77],"transportation":[80],"networks.":[81],"We":[82],"created":[83],"hybrid":[85],"prediction":[86],"model":[87,142],"based":[88],"on":[89],"LSTM":[90],"with":[91],"Random":[93],"forest":[94],"algorithm":[95],"inform":[97],"drivers'":[98],"real-time":[99,126],"road":[100],"situations.":[101],"To":[102],"evaluate":[103],"our":[104,141],"proposed":[105],"model,":[106],"developed":[108],"web":[110],"application":[111],"which":[113,150],"user":[115],"should":[116],"subscribe":[117],"access":[119],"different":[121,146],"services":[122],"know":[124],"situation":[127],"his":[129],"current":[130],"used":[131],"road.":[132],"final,":[135],"showed":[137],"performance":[139],"by":[143],"calculating":[144],"metrics":[147],"evaluation,":[149],"are":[151],"accuracy":[152],"F1_Score.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}