{"id":"https://openalex.org/W4318464332","doi":"https://doi.org/10.3390/s23031458","title":"Model-Driven Engineering Techniques and Tools for Machine Learning-Enabled IoT Applications: A Scoping Review","display_name":"Model-Driven Engineering Techniques and Tools for Machine Learning-Enabled IoT Applications: A Scoping Review","publication_year":2023,"publication_date":"2023-01-28","ids":{"openalex":"https://openalex.org/W4318464332","doi":"https://doi.org/10.3390/s23031458","pmid":"https://pubmed.ncbi.nlm.nih.gov/36772500"},"language":"en","primary_location":{"id":"doi:10.3390/s23031458","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23031458","pdf_url":"https://www.mdpi.com/1424-8220/23/3/1458/pdf?version=1674897018","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/3/1458/pdf?version=1674897018","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091114122","display_name":"Zahra Mardani Korani","orcid":"https://orcid.org/0000-0001-9144-7964"},"institutions":[{"id":"https://openalex.org/I110026055","display_name":"Iscte \u2013 Instituto Universit\u00e1rio de Lisboa","ror":"https://ror.org/014837179","country_code":"PT","type":"education","lineage":["https://openalex.org/I110026055"]},{"id":"https://openalex.org/I66947310","display_name":"National Laboratory for Civil Engineering","ror":"https://ror.org/03bvw9g02","country_code":"PT","type":"facility","lineage":["https://openalex.org/I66947310"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Zahra Mardani Korani","raw_affiliation_strings":["Hydraulics and Environment Department, LNEC, 1700-066 Lisbon, Portugal","ISCTE, Instituto Universit\u00e1rio de Lisboa (ISCTE-IUL), ISTAR, 1649-026 Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-9144-7964","affiliations":[{"raw_affiliation_string":"Hydraulics and Environment Department, LNEC, 1700-066 Lisbon, Portugal","institution_ids":["https://openalex.org/I66947310"]},{"raw_affiliation_string":"ISCTE, Instituto Universit\u00e1rio de Lisboa (ISCTE-IUL), ISTAR, 1649-026 Lisbon, Portugal","institution_ids":["https://openalex.org/I110026055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090346723","display_name":"Armin Moin","orcid":"https://orcid.org/0000-0002-8484-7836"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Armin Moin","raw_affiliation_strings":["School of Computation, Information, and Technology (CIT), Technical University of Munich, D-80333 Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computation, Information, and Technology (CIT), Technical University of Munich, D-80333 Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076063416","display_name":"Alberto Rodrigues da Silva","orcid":"https://orcid.org/0000-0002-7900-9846"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]},{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Alberto Rodrigues da Silva","raw_affiliation_strings":["INESC-ID, Instituto Superior T\u00e9cnico, Universidade de Lisboa, 1000-029 Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-7900-9846","affiliations":[{"raw_affiliation_string":"INESC-ID, Instituto Superior T\u00e9cnico, Universidade de Lisboa, 1000-029 Lisbon, Portugal","institution_ids":["https://openalex.org/I121345201","https://openalex.org/I141596103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052353004","display_name":"Jo\u00e3o C. Ferreira","orcid":"https://orcid.org/0000-0002-6662-0806"},"institutions":[{"id":"https://openalex.org/I110026055","display_name":"Iscte \u2013 Instituto Universit\u00e1rio de Lisboa","ror":"https://ror.org/014837179","country_code":"PT","type":"education","lineage":["https://openalex.org/I110026055"]},{"id":"https://openalex.org/I4210103604","display_name":"Instituto de Novas Tecnologias","ror":"https://ror.org/00we1pa83","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210103604","https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Carlos Ferreira","raw_affiliation_strings":["ISCTE, Instituto Universit\u00e1rio de Lisboa (ISCTE-IUL), ISTAR, 1649-026 Lisbon, Portugal","Inov - Inesc Inova\u00e7\u00e3o\u2014Instituto de Novas Tecnologias, 1000-029 Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-6662-0806","affiliations":[{"raw_affiliation_string":"ISCTE, Instituto Universit\u00e1rio de Lisboa (ISCTE-IUL), ISTAR, 1649-026 Lisbon, Portugal","institution_ids":["https://openalex.org/I110026055"]},{"raw_affiliation_string":"Inov - Inesc Inova\u00e7\u00e3o\u2014Instituto de Novas Tecnologias, 1000-029 Lisbon, Portugal","institution_ids":["https://openalex.org/I4210103604"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5076063416"],"corresponding_institution_ids":["https://openalex.org/I121345201","https://openalex.org/I141596103"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":2.4613,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.89258356,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"23","issue":"3","first_page":"1458","last_page":"1458"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.7680110931396484},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.7068720459938049},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.6513305902481079},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.6287360191345215},{"id":"https://openalex.org/keywords/model-driven-architecture","display_name":"Model-driven architecture","score":0.5467861294746399},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5319825410842896},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5076669454574585},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4604838788509369},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.42747819423675537},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4106454849243164},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.3522990942001343},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.25910770893096924},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.219329833984375},{"id":"https://openalex.org/keywords/unified-modeling-language","display_name":"Unified Modeling Language","score":0.1520017385482788},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1509053111076355},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15024042129516602},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.139512836933136},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.12715888023376465}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7680110931396484},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.7068720459938049},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.6513305902481079},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6287360191345215},{"id":"https://openalex.org/C509989072","wikidata":"https://www.wikidata.org/wiki/Q15188241","display_name":"Model-driven architecture","level":4,"score":0.5467861294746399},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5319825410842896},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5076669454574585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4604838788509369},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.42747819423675537},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4106454849243164},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3522990942001343},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.25910770893096924},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.219329833984375},{"id":"https://openalex.org/C145644426","wikidata":"https://www.wikidata.org/wiki/Q169411","display_name":"Unified Modeling Language","level":3,"score":0.1520017385482788},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1509053111076355},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15024042129516602},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.139512836933136},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.12715888023376465}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.3390/s23031458","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23031458","pdf_url":"https://www.mdpi.com/1424-8220/23/3/1458/pdf?version=1674897018","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:36772500","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36772500","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:9919367","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9919367","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9919367/pdf/sensors-23-01458.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:547875525c484dac979e211ddd911ba7","is_oa":true,"landing_page_url":"https://doaj.org/article/547875525c484dac979e211ddd911ba7","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":"Sensors, Vol 23, Iss 3, p 1458 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/3/1458/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23031458","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 3; Pages: 1458","raw_type":"Text"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1701693","is_oa":true,"landing_page_url":"https://mediatum.ub.tum.de/1701693","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:repositorio.iscte-iul.pt:10071/28111","is_oa":true,"landing_page_url":"http://hdl.handle.net/10071/28111","pdf_url":null,"source":{"id":"https://openalex.org/S4306400114","display_name":"Reposit\u00f3rio Institucional do ISCTE-IUL (ISCTE-IUL)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I110026055","host_organization_name":"Iscte \u2013 Instituto Universit\u00e1rio de Lisboa","host_organization_lineage":["https://openalex.org/I110026055"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"review"}],"best_oa_location":{"id":"doi:10.3390/s23031458","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23031458","pdf_url":"https://www.mdpi.com/1424-8220/23/3/1458/pdf?version=1674897018","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G2441341484","display_name":"Instituto de Engenharia de Sistemas e Computadores, Investiga\u00e7\u00e3o e Desenvolvimento em Lisboa","funder_award_id":"UIDB/50021/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7523890711","display_name":null,"funder_award_id":"101056765","funder_id":"https://openalex.org/F4320334322","funder_display_name":"HORIZON EUROPE Framework Programme"},{"id":"https://openalex.org/G8480001056","display_name":null,"funder_award_id":"101056765","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null},{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"},{"id":"https://openalex.org/F4320335198","display_name":"EEA Grants","ror":"https://ror.org/02dfxg175"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4318464332.pdf"},"referenced_works_count":96,"referenced_works":["https://openalex.org/W994990881","https://openalex.org/W1227349417","https://openalex.org/W1513211656","https://openalex.org/W1583031633","https://openalex.org/W1892447190","https://openalex.org/W1958436021","https://openalex.org/W1997235266","https://openalex.org/W2041785419","https://openalex.org/W2062978452","https://openalex.org/W2075950485","https://openalex.org/W2076587863","https://openalex.org/W2084852975","https://openalex.org/W2091538045","https://openalex.org/W2132688679","https://openalex.org/W2139872812","https://openalex.org/W2169205464","https://openalex.org/W2248118469","https://openalex.org/W2255807755","https://openalex.org/W2280630547","https://openalex.org/W2342386748","https://openalex.org/W2427293783","https://openalex.org/W2484056518","https://openalex.org/W2528964818","https://openalex.org/W2530626130","https://openalex.org/W2577559393","https://openalex.org/W2587138586","https://openalex.org/W2598890134","https://openalex.org/W2605945764","https://openalex.org/W2617537864","https://openalex.org/W2619603957","https://openalex.org/W2620814382","https://openalex.org/W2739823982","https://openalex.org/W2754828358","https://openalex.org/W2770780096","https://openalex.org/W2771351501","https://openalex.org/W2774333468","https://openalex.org/W2791217531","https://openalex.org/W2795221774","https://openalex.org/W2798314950","https://openalex.org/W2805186316","https://openalex.org/W2885709530","https://openalex.org/W2889393263","https://openalex.org/W2891967201","https://openalex.org/W2893725250","https://openalex.org/W2898613923","https://openalex.org/W2899768289","https://openalex.org/W2908421179","https://openalex.org/W2943150348","https://openalex.org/W2951694401","https://openalex.org/W2962928945","https://openalex.org/W2965935205","https://openalex.org/W2966632201","https://openalex.org/W2980617023","https://openalex.org/W2982351640","https://openalex.org/W2995370638","https://openalex.org/W3004627921","https://openalex.org/W3043467336","https://openalex.org/W3049357573","https://openalex.org/W3080165071","https://openalex.org/W3080914368","https://openalex.org/W3082371875","https://openalex.org/W3092419658","https://openalex.org/W3097604480","https://openalex.org/W3098061647","https://openalex.org/W3101292137","https://openalex.org/W3120230227","https://openalex.org/W3132862853","https://openalex.org/W3133870809","https://openalex.org/W3138380659","https://openalex.org/W3163325219","https://openalex.org/W3172035597","https://openalex.org/W3173197429","https://openalex.org/W3176691643","https://openalex.org/W3194049330","https://openalex.org/W3201278799","https://openalex.org/W3215044494","https://openalex.org/W3215264355","https://openalex.org/W4200380969","https://openalex.org/W4205179583","https://openalex.org/W4205735679","https://openalex.org/W4206579951","https://openalex.org/W4226375259","https://openalex.org/W4285071866","https://openalex.org/W4285249774","https://openalex.org/W4285502330","https://openalex.org/W4294016006","https://openalex.org/W4297231615","https://openalex.org/W4301000707","https://openalex.org/W4308643041","https://openalex.org/W6679590733","https://openalex.org/W6691684258","https://openalex.org/W6746295252","https://openalex.org/W6746882254","https://openalex.org/W6756619526","https://openalex.org/W6805169455","https://openalex.org/W7017383264"],"related_works":["https://openalex.org/W4241523039","https://openalex.org/W4390608645","https://openalex.org/W178231042","https://openalex.org/W2360028903","https://openalex.org/W4280543773","https://openalex.org/W4247566972","https://openalex.org/W2366083136","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351"],"abstract_inverted_index":{"This":[0],"paper":[1],"reviews":[2],"the":[3,13,20,26,51,88,100,103,108,113,136,141],"literature":[4,101],"on":[5],"model-driven":[6],"engineering":[7],"(MDE)":[8],"tools":[9,74],"and":[10,30,73,95,106,123,128,139],"languages":[11,72,124],"for":[12],"internet":[14],"of":[15,22,50,87,143],"things":[16],"(IoT).":[17],"Due":[18],"to":[19,77],"abundance":[21],"big":[23],"data":[24,28,53],"in":[25,39,99,140],"IoT,":[27],"analytics":[29],"machine":[31],"learning":[32],"(DAML)":[33],"techniques":[34,66,134],"play":[35],"a":[36,47],"key":[37,114],"role":[38],"providing":[40],"smart":[41,144],"IoT":[42,52,70,145],"applications.":[43],"In":[44,90],"particular,":[45],"since":[46],"significant":[48],"portion":[49],"is":[54],"sequential":[55],"time":[56,63,82],"series":[57,64,83],"data,":[58,62],"such":[59],"as":[60],"sensor":[61],"analysis":[65,84],"are":[67,75,118],"required.":[68],"Therefore,":[69],"modeling":[71,137],"expected":[76],"support":[78],"DAML":[79,133],"methods,":[80],"including":[81],"techniques,":[85],"out":[86],"box.":[89],"this":[91],"paper,":[92],"we":[93],"study":[94],"classify":[96],"prior":[97],"work":[98],"through":[102],"mentioned":[104],"lens":[105],"following":[107],"scoping":[109],"review":[110],"approach.":[111],"Hence,":[112],"underlying":[115],"research":[116],"questions":[117],"what":[119],"MDE":[120],"approaches,":[121],"tools,":[122],"have":[125,131],"been":[126],"proposed":[127],"which":[129],"ones":[130],"supported":[132],"at":[135],"level":[138],"scope":[142],"services.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-13T07:54:00.901334","created_date":"2023-01-30T00:00:00"}
