{"id":"https://openalex.org/W4410008690","doi":"https://doi.org/10.1007/s44311-025-00011-x","title":"Approaches for IoT-enhanced predictive process monitoring","display_name":"Approaches for IoT-enhanced predictive process monitoring","publication_year":2025,"publication_date":"2025-05-01","ids":{"openalex":"https://openalex.org/W4410008690","doi":"https://doi.org/10.1007/s44311-025-00011-x"},"language":"en","primary_location":{"id":"doi:10.1007/s44311-025-00011-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44311-025-00011-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44311-025-00011-x.pdf","source":{"id":"https://openalex.org/S5407036648","display_name":"Process Science","issn_l":"2948-2178","issn":["2948-2178"],"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":"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":"Process Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s44311-025-00011-x.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019019597","display_name":"Yannis Bertrand","orcid":"https://orcid.org/0000-0002-6407-7221"},"institutions":[{"id":"https://openalex.org/I2802330208","display_name":"Statistics Belgium","ror":"https://ror.org/0246a9012","country_code":"BE","type":"government","lineage":["https://openalex.org/I2802330208","https://openalex.org/I4210095879"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Yannis Bertrand","raw_affiliation_strings":["Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium","institution_ids":["https://openalex.org/I2802330208"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110362145","display_name":"Alexander Stevens","orcid":null},"institutions":[{"id":"https://openalex.org/I2802330208","display_name":"Statistics Belgium","ror":"https://ror.org/0246a9012","country_code":"BE","type":"government","lineage":["https://openalex.org/I2802330208","https://openalex.org/I4210095879"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Alexander Stevens","raw_affiliation_strings":["Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium","institution_ids":["https://openalex.org/I2802330208"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117404687","display_name":"Boje Deforce","orcid":null},"institutions":[{"id":"https://openalex.org/I2802330208","display_name":"Statistics Belgium","ror":"https://ror.org/0246a9012","country_code":"BE","type":"government","lineage":["https://openalex.org/I2802330208","https://openalex.org/I4210095879"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Boje Deforce","raw_affiliation_strings":["Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium","institution_ids":["https://openalex.org/I2802330208"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087087021","display_name":"Johannes De Smedt","orcid":"https://orcid.org/0000-0003-0389-0275"},"institutions":[{"id":"https://openalex.org/I2802330208","display_name":"Statistics Belgium","ror":"https://ror.org/0246a9012","country_code":"BE","type":"government","lineage":["https://openalex.org/I2802330208","https://openalex.org/I4210095879"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Johannes De Smedt","raw_affiliation_strings":["Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium","institution_ids":["https://openalex.org/I2802330208"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080266755","display_name":"Jochen De Weerdt","orcid":"https://orcid.org/0000-0001-6151-0504"},"institutions":[{"id":"https://openalex.org/I2802330208","display_name":"Statistics Belgium","ror":"https://ror.org/0246a9012","country_code":"BE","type":"government","lineage":["https://openalex.org/I2802330208","https://openalex.org/I4210095879"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jochen De Weerdt","raw_affiliation_strings":["Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium","institution_ids":["https://openalex.org/I2802330208"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067695123","display_name":"Estefan\u00eda Serral","orcid":"https://orcid.org/0000-0001-7579-910X"},"institutions":[{"id":"https://openalex.org/I2802330208","display_name":"Statistics Belgium","ror":"https://ror.org/0246a9012","country_code":"BE","type":"government","lineage":["https://openalex.org/I2802330208","https://openalex.org/I4210095879"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Estefan\u00eda Serral","raw_affiliation_strings":["Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Warmoesberg, 26, Brussels, 1000, Belgium","institution_ids":["https://openalex.org/I2802330208"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5019019597"],"corresponding_institution_ids":["https://openalex.org/I2802330208"],"apc_list":null,"apc_paid":null,"fwci":2.4378,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87960224,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"2","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9900000095367432,"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"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9846000075340271,"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/internet-of-things","display_name":"Internet of Things","score":0.662822425365448},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6098593473434448},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.571243941783905},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.18947935104370117},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.05342376232147217}],"concepts":[{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.662822425365448},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6098593473434448},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.571243941783905},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.18947935104370117},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.05342376232147217}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44311-025-00011-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44311-025-00011-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44311-025-00011-x.pdf","source":{"id":"https://openalex.org/S5407036648","display_name":"Process Science","issn_l":"2948-2178","issn":["2948-2178"],"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":"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":"Process Science","raw_type":"journal-article"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/766720","is_oa":false,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/766720","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Process science, vol. 2, Art.No. 7","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1007/s44311-025-00011-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44311-025-00011-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44311-025-00011-x.pdf","source":{"id":"https://openalex.org/S5407036648","display_name":"Process Science","issn_l":"2948-2178","issn":["2948-2178"],"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":"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":"Process Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G32230639","display_name":null,"funder_award_id":"G0B6922N","funder_id":"https://openalex.org/F4320321730","funder_display_name":"Fonds Wetenschappelijk Onderzoek"}],"funders":[{"id":"https://openalex.org/F4320321730","display_name":"Fonds Wetenschappelijk Onderzoek","ror":"https://ror.org/03qtxy027"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410008690.pdf","grobid_xml":"https://content.openalex.org/works/W4410008690.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W949909655","https://openalex.org/W2132304385","https://openalex.org/W2143991132","https://openalex.org/W2508715970","https://openalex.org/W2515301985","https://openalex.org/W2555077524","https://openalex.org/W2581522324","https://openalex.org/W2584722588","https://openalex.org/W2743490036","https://openalex.org/W2746780440","https://openalex.org/W2802314367","https://openalex.org/W2885386218","https://openalex.org/W2912763210","https://openalex.org/W2944716568","https://openalex.org/W2962949994","https://openalex.org/W2963798886","https://openalex.org/W2964066696","https://openalex.org/W2967988901","https://openalex.org/W2969940319","https://openalex.org/W3008344464","https://openalex.org/W3041128643","https://openalex.org/W3093575763","https://openalex.org/W3140699863","https://openalex.org/W3215932176","https://openalex.org/W4281798234","https://openalex.org/W4285208245","https://openalex.org/W4285216822","https://openalex.org/W4285280214","https://openalex.org/W4298009542","https://openalex.org/W4319877673","https://openalex.org/W4321021984","https://openalex.org/W4327983852","https://openalex.org/W4386315417","https://openalex.org/W4391646972","https://openalex.org/W4394773060"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2390279801","https://openalex.org/W2625093826","https://openalex.org/W4391913857","https://openalex.org/W2358668433"],"abstract_inverted_index":{"Business":[0],"processes":[1],"(BPs)":[2],"are":[3,78,137,156],"more":[4,6],"and":[5,20,97,109,123,152],"enhanced":[7],"with":[8,33],"IoT":[9,31,55,83,96,107,114,151,168,180],"devices,":[10],"i.e.,":[11],"sensors":[12],"monitoring":[13,76],"relevant":[14],"parameters":[15],"of":[16,44,51,60,66,104,106,113,163],"the":[17,26,39,42,58,64,92,101,111],"physical":[18],"environment":[19],"actuators":[21],"automating":[22],"certain":[23],"tasks.":[24],"Integrating":[25],"data":[27,37,56,84,155,169,181],"generated":[28],"by":[29,166],"these":[30,121],"devices":[32],"typical":[34],"process":[35,70,75,98,132,149,153],"event":[36,154],"opens":[38],"door":[40],"for":[41,129],"analysis":[43],"IoT-enhanced":[45,130,147],"BPs":[46,61],"at":[47],"an":[48,146,161],"unprecedented":[49],"level":[50],"detail.":[52],"In":[53,116],"particular,":[54],"enable":[57],"contextualisation":[59],"to":[62,81,88,158],"improve":[63],"prediction":[65],"next":[67],"activities":[68],"or":[69],"outcomes.":[71],"However,":[72],"existing":[73],"predictive":[74,131],"techniques":[77],"not":[79],"able":[80],"take":[82,172],"as":[85],"input,":[86],"due":[87],"three":[89,126,135],"challenges:":[90],"i)":[91],"granularity":[93],"gap":[94],"between":[95],"data,":[99,108],"ii)":[100],"uncertain":[102],"scope":[103],"relevance":[105],"iii)":[110],"dynamicity":[112],"data.":[115],"this":[117],"paper,":[118],"we":[119],"examine":[120],"challenges":[122],"put":[124],"forward":[125],"novel":[127],"approaches":[128,136,178],"monitoring.":[133],"These":[134],"evaluated":[138],"in":[139],"a":[140],"real-life":[141],"manufacturing":[142],"case":[143],"study":[144],"analysing":[145],"production":[148],"where":[150],"combined":[157],"predict":[159],"when":[160],"activity":[162],"interest,":[164],"prompted":[165],"specific":[167],"patterns,":[170],"will":[171],"place.":[173],"Our":[174],"evaluation":[175],"shows":[176],"that":[177],"integrating":[179],"outperform":[182],"traditional":[183],"control-flow":[184],"based":[185],"techniques.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}