{"id":"https://openalex.org/W4319028144","doi":"https://doi.org/10.1007/978-3-662-65004-2_17","title":"Machine Learning for Cyber-Physical Systems","display_name":"Machine Learning for Cyber-Physical Systems","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4319028144","doi":"https://doi.org/10.1007/978-3-662-65004-2_17"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-662-65004-2_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-662-65004-2_17","pdf_url":null,"source":{"id":"https://openalex.org/S4210178369","display_name":"Digital Transformation","issn_l":"2522-9613","issn":["2522-9613","2524-2822"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Transformation","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1007/978-3-662-65004-2_17","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012395966","display_name":"Oliver Niggemann","orcid":"https://orcid.org/0000-0001-8747-3596"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Oliver Niggemann","raw_affiliation_strings":["Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8747-3596","affiliations":[{"raw_affiliation_string":"Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084032731","display_name":"Bernd Zimmering","orcid":"https://orcid.org/0000-0001-8292-9945"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bernd Zimmering","raw_affiliation_strings":["Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8292-9945","affiliations":[{"raw_affiliation_string":"Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038057270","display_name":"Henrik Steude","orcid":"https://orcid.org/0000-0002-7812-4279"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Henrik Steude","raw_affiliation_strings":["Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7812-4279","affiliations":[{"raw_affiliation_string":"Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042577932","display_name":"Jan Lukas Augustin","orcid":"https://orcid.org/0000-0003-0228-0651"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jan Lukas Augustin","raw_affiliation_strings":["Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0228-0651","affiliations":[{"raw_affiliation_string":"Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072506692","display_name":"Alexander Windmann","orcid":"https://orcid.org/0000-0002-6522-4262"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Windmann","raw_affiliation_strings":["Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6522-4262","affiliations":[{"raw_affiliation_string":"Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025826638","display_name":"Samim Multaheb","orcid":"https://orcid.org/0000-0003-0400-3279"},"institutions":[{"id":"https://openalex.org/I190134885","display_name":"Helmut Schmidt University","ror":"https://ror.org/04e8jbs38","country_code":"DE","type":"education","lineage":["https://openalex.org/I190134885"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Samim Multaheb","raw_affiliation_strings":["Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0400-3279","affiliations":[{"raw_affiliation_string":"Institute of Automation Technology, Helmut Schmidt University, Hamburg, Germany","institution_ids":["https://openalex.org/I190134885"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5012395966"],"corresponding_institution_ids":["https://openalex.org/I190134885"],"apc_list":null,"apc_paid":null,"fwci":3.4917,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.9287687,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"415","last_page":"446"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.984000027179718,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.984000027179718,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9772999882698059,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9702000021934509,"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/cyber-physical-system","display_name":"Cyber-physical system","score":0.8430344462394714},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6585429310798645},{"id":"https://openalex.org/keywords/forcing","display_name":"Forcing (mathematics)","score":0.6386222839355469},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.5418395400047302},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.5372529029846191},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5140751600265503},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5096657276153564},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.5087485909461975},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.449354887008667},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3540046215057373},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.34615635871887207},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34596967697143555},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.10861527919769287}],"concepts":[{"id":"https://openalex.org/C179768478","wikidata":"https://www.wikidata.org/wiki/Q1120057","display_name":"Cyber-physical system","level":2,"score":0.8430344462394714},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6585429310798645},{"id":"https://openalex.org/C197115733","wikidata":"https://www.wikidata.org/wiki/Q1003136","display_name":"Forcing (mathematics)","level":2,"score":0.6386222839355469},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.5418395400047302},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5372529029846191},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5140751600265503},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5096657276153564},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.5087485909461975},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.449354887008667},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3540046215057373},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.34615635871887207},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34596967697143555},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.10861527919769287},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-662-65004-2_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-662-65004-2_17","pdf_url":null,"source":{"id":"https://openalex.org/S4210178369","display_name":"Digital Transformation","issn_l":"2522-9613","issn":["2522-9613","2524-2822"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Transformation","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-662-65004-2_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-662-65004-2_17","pdf_url":null,"source":{"id":"https://openalex.org/S4210178369","display_name":"Digital Transformation","issn_l":"2522-9613","issn":["2522-9613","2524-2822"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Transformation","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5600000023841858,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W136478080","https://openalex.org/W1503398984","https://openalex.org/W1514932080","https://openalex.org/W1560021816","https://openalex.org/W1894414046","https://openalex.org/W1973333099","https://openalex.org/W1981276685","https://openalex.org/W1997102766","https://openalex.org/W2021660846","https://openalex.org/W2064675550","https://openalex.org/W2071128523","https://openalex.org/W2075966418","https://openalex.org/W2081028405","https://openalex.org/W2111959010","https://openalex.org/W2112796928","https://openalex.org/W2115733720","https://openalex.org/W2118324432","https://openalex.org/W2125283600","https://openalex.org/W2136023023","https://openalex.org/W2152825437","https://openalex.org/W2153959628","https://openalex.org/W2157331557","https://openalex.org/W2163922914","https://openalex.org/W2189716956","https://openalex.org/W2202505358","https://openalex.org/W2289690552","https://openalex.org/W2293702630","https://openalex.org/W2294347342","https://openalex.org/W2403047023","https://openalex.org/W2415823668","https://openalex.org/W2529965919","https://openalex.org/W2579103735","https://openalex.org/W2581082771","https://openalex.org/W2592474280","https://openalex.org/W2593768305","https://openalex.org/W2608911009","https://openalex.org/W2708484366","https://openalex.org/W2740924709","https://openalex.org/W2884775584","https://openalex.org/W2885195348","https://openalex.org/W2889326414","https://openalex.org/W2897353073","https://openalex.org/W2903782687","https://openalex.org/W2904495338","https://openalex.org/W2904899322","https://openalex.org/W2911200746","https://openalex.org/W2911964244","https://openalex.org/W2919115771","https://openalex.org/W2955388047","https://openalex.org/W2955621059","https://openalex.org/W2963305465","https://openalex.org/W2968007813","https://openalex.org/W2977510036","https://openalex.org/W2979255327","https://openalex.org/W2995274571","https://openalex.org/W2999905431","https://openalex.org/W3006748874","https://openalex.org/W3014294420","https://openalex.org/W3015214864","https://openalex.org/W3023328046","https://openalex.org/W3023371261","https://openalex.org/W3035390927","https://openalex.org/W3047585594","https://openalex.org/W3080614220","https://openalex.org/W3091541864","https://openalex.org/W3094420268","https://openalex.org/W3099078140","https://openalex.org/W3099505087","https://openalex.org/W3118581717","https://openalex.org/W3120179959","https://openalex.org/W3131878017","https://openalex.org/W3133684223","https://openalex.org/W3151770868","https://openalex.org/W3176707157","https://openalex.org/W3182089402","https://openalex.org/W3206697597","https://openalex.org/W4230410911","https://openalex.org/W4231057675","https://openalex.org/W4285719184","https://openalex.org/W4292483811","https://openalex.org/W6600005384","https://openalex.org/W6600450872","https://openalex.org/W6601998182","https://openalex.org/W6603139312","https://openalex.org/W6628094813"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W2908278544","https://openalex.org/W2544758747","https://openalex.org/W3046078969","https://openalex.org/W2166710894","https://openalex.org/W4311153058","https://openalex.org/W2388214512","https://openalex.org/W1972399099"],"abstract_inverted_index":{"Machine":[0,72,116],"Learning":[1,73,117],"plays":[2],"a":[3],"crucial":[4],"role":[5],"for":[6,9,97,99,115],"many":[7],"innovations":[8],"Cyber-Physical":[10,113],"Systems":[11,114],"such":[12],"as":[13],"production":[14],"systems.":[15],"On":[16,35],"the":[17,24,36,39,42],"one":[18],"hand,":[19,38],"this":[20,107],"is":[21,59,66,82,103],"due":[22],"to":[23,50,69,76,83],"availability":[25],"of":[26,112],"more":[27,29,52,54],"and":[28,53,63,95],"data":[30,75],"in":[31,61],"ever":[32],"better":[33],"quality.":[34],"other":[37],"demands":[40],"on":[41],"systems":[43,48,86],"are":[44,92],"also":[45],"increasing:":[46],"Production":[47],"have":[49,84],"support":[51],"product":[55],"variants,":[56],"saving":[57],"resources":[58],"increasingly":[60],"focus":[62],"international":[64],"competition":[65],"forcing":[67],"companies":[68],"innovate":[70],"faster.":[71],"leverages":[74],"solve":[77],"these":[78],"issues.":[79],"The":[80],"goal":[81],"self-learning":[85],"which":[87,100],"improve":[88],"over":[89],"time.":[90],"There":[91],"various":[93],"algorithms":[94],"methods":[96],"this,":[98],"an":[101],"overview":[102],"given":[104],"here.":[105],"Furthermore,":[106],"article":[108],"discusses":[109],"special":[110],"requirements":[111],"processes.":[118]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5}],"updated_date":"2026-01-20T17:24:06.736184","created_date":"2025-10-10T00:00:00"}
