{"id":"https://openalex.org/W4392886745","doi":"https://doi.org/10.34768/amcs-2021-0041","title":"An effective data reduction model for machine emergency state detection from big data tree topology structures","display_name":"An effective data reduction model for machine emergency state detection from big data tree topology structures","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W4392886745","doi":"https://doi.org/10.34768/amcs-2021-0041"},"language":"en","primary_location":{"id":"doi:10.34768/amcs-2021-0041","is_oa":true,"landing_page_url":"http://dx.doi.org/10.34768/amcs-2021-0041","pdf_url":"https://sciendo.com/pdf/10.34768/amcs-2021-0041","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"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":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://sciendo.com/pdf/10.34768/amcs-2021-0041","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094173960","display_name":"Iaroslav Iaremko","orcid":null},"institutions":[{"id":"https://openalex.org/I165737746","display_name":"Tomas Bata University in Zl\u00edn","ror":"https://ror.org/04nayfw11","country_code":"CZ","type":"education","lineage":["https://openalex.org/I165737746"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Iaroslav Iaremko","raw_affiliation_strings":["Department of Informatics and Artificial Intelligence, Tomas Bata University in Zl\u00edn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics and Artificial Intelligence, Tomas Bata University in Zl\u00edn","institution_ids":["https://openalex.org/I165737746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020231952","display_name":"Roman \u0160enke\u0159\u00edk","orcid":"https://orcid.org/0000-0002-5839-4263"},"institutions":[{"id":"https://openalex.org/I165737746","display_name":"Tomas Bata University in Zl\u00edn","ror":"https://ror.org/04nayfw11","country_code":"CZ","type":"education","lineage":["https://openalex.org/I165737746"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Roman Senkerik","raw_affiliation_strings":["Department of Informatics and Artificial Intelligence, Tomas Bata University in Zl\u00edn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics and Artificial Intelligence, Tomas Bata University in Zl\u00edn","institution_ids":["https://openalex.org/I165737746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081122943","display_name":"Roman Ja\u0161ek","orcid":"https://orcid.org/0000-0002-9831-9372"},"institutions":[{"id":"https://openalex.org/I165737746","display_name":"Tomas Bata University in Zl\u00edn","ror":"https://ror.org/04nayfw11","country_code":"CZ","type":"education","lineage":["https://openalex.org/I165737746"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Roman Jasek","raw_affiliation_strings":["Department of Informatics and Artificial Intelligence, Tomas Bata University in Zl\u00edn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics and Artificial Intelligence, Tomas Bata University in Zl\u00edn","institution_ids":["https://openalex.org/I165737746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094173961","display_name":"Petr Lukastik","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159920","display_name":"Tajmac-zps (Czechia)","ror":"https://ror.org/05rbemn16","country_code":"CZ","type":"company","lineage":["https://openalex.org/I4210159920"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Petr Lukastik","raw_affiliation_strings":["Tajmac-ZPS tda 3. kvtna 1180, 763 02 Zln, Malenovice, Czech Republic","Tajmac-ZPS t\u0159\u00edda 3. kv\u011btna 1180 , 763 02 Zl\u00edn , Malenovice , Czech Republic","Tajmac-ZPS t\u0159\u00edda 3. kv\u011btna 1180, 763 02 Zl\u00edn, Malenovice, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tajmac-ZPS tda 3. kvtna 1180, 763 02 Zln, Malenovice, Czech Republic","institution_ids":["https://openalex.org/I4210159920"]},{"raw_affiliation_string":"Tajmac-ZPS t\u0159\u00edda 3. kv\u011btna 1180 , 763 02 Zl\u00edn , Malenovice , Czech Republic","institution_ids":["https://openalex.org/I4210159920"]},{"raw_affiliation_string":"Tajmac-ZPS t\u0159\u00edda 3. kv\u011btna 1180, 763 02 Zl\u00edn, Malenovice, Czech Republic","institution_ids":["https://openalex.org/I4210159920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5094173961","display_name":"Petr Lukastik","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159920","display_name":"Tajmac-zps (Czechia)","ror":"https://ror.org/05rbemn16","country_code":"CZ","type":"company","lineage":["https://openalex.org/I4210159920"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Petr Lukastik","raw_affiliation_strings":["Tajmac-ZPS tda 3. kvtna 1180, 763 02 Zln, Malenovice, Czech Republic","Tajmac-ZPS t\u0159\u00edda 3. kv\u011btna 1180 , 763 02 Zl\u00edn , Malenovice , Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tajmac-ZPS tda 3. kvtna 1180, 763 02 Zln, Malenovice, Czech Republic","institution_ids":["https://openalex.org/I4210159920"]},{"raw_affiliation_string":"Tajmac-ZPS t\u0159\u00edda 3. kv\u011btna 1180 , 763 02 Zl\u00edn , Malenovice , Czech Republic","institution_ids":["https://openalex.org/I4210159920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5020231952","https://openalex.org/A5094173961"],"corresponding_institution_ids":["https://openalex.org/I165737746","https://openalex.org/I4210159920"],"apc_list":{"value":4080,"currency":"PLN","value_usd":1100},"apc_paid":{"value":4080,"currency":"PLN","value_usd":1100},"fwci":0.3958,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70874078,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"31","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9254000186920166,"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":0.9254000186920166,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9218999743461609,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9168999791145325,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6105688810348511},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.5586674809455872},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5534718036651611},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5331014394760132},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.5098342299461365},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.5085595846176147},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4901319444179535},{"id":"https://openalex.org/keywords/data-reduction","display_name":"Data reduction","score":0.4609030485153198},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1907241940498352},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1675695776939392},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1563607156276703}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6105688810348511},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.5586674809455872},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5534718036651611},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5331014394760132},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.5098342299461365},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.5085595846176147},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4901319444179535},{"id":"https://openalex.org/C153914771","wikidata":"https://www.wikidata.org/wiki/Q5227343","display_name":"Data reduction","level":2,"score":0.4609030485153198},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1907241940498352},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1675695776939392},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1563607156276703},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.34768/amcs-2021-0041","is_oa":true,"landing_page_url":"http://dx.doi.org/10.34768/amcs-2021-0041","pdf_url":"https://sciendo.com/pdf/10.34768/amcs-2021-0041","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"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":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:publikace.k.utb.cz:10563/1010792","is_oa":true,"landing_page_url":"http://publikace.k.utb.cz/handle/10563/1010792","pdf_url":"https://publikace.k.utb.cz/bitstream/10563/1010792/1/Fulltext_1010792.pdf","source":{"id":"https://openalex.org/S4306400350","display_name":"Repository of TBU publications (Univerzita Tomase Bati ze Zline)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165737746","host_organization_name":"Tomas Bata University in Zl\u00edn","host_organization_lineage":["https://openalex.org/I165737746"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"article"},{"id":"pmh:oai:doaj.org/article:4c44d875e3a046ae91ed9f882504b42e","is_oa":true,"landing_page_url":"https://doaj.org/article/4c44d875e3a046ae91ed9f882504b42e","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":"International Journal of Applied Mathematics and Computer Science, Vol 31, Iss 4, Pp 601-611 (2021)","raw_type":"article"},{"id":"pmh:oai:zbc.uz.zgora.pl:86320","is_oa":false,"landing_page_url":"https://zbc.uz.zgora.pl/dlibra/docmetadata?showContent=true&id=86320","pdf_url":null,"source":{"id":"https://openalex.org/S4306400400","display_name":"Digital library of Zielona Gora (University of Zielona G\u00f3ra)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I46305939","host_organization_name":"University of Zielona G\u00f3ra","host_organization_lineage":["https://openalex.org/I46305939"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.amcs.uz.zgora.pl/?action=papers&issue=122","raw_type":"artyku\u0142"}],"best_oa_location":{"id":"doi:10.34768/amcs-2021-0041","is_oa":true,"landing_page_url":"http://dx.doi.org/10.34768/amcs-2021-0041","pdf_url":"https://sciendo.com/pdf/10.34768/amcs-2021-0041","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"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":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Climate action","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G5011925507","display_name":null,"funder_award_id":"IGA/CebiaTech/2021/001","funder_id":"https://openalex.org/F4320324978","funder_display_name":"Univerzita Tom\u00e1\u0161e Bati ve Zl\u00edn\u011b"}],"funders":[{"id":"https://openalex.org/F4320324978","display_name":"Univerzita Tom\u00e1\u0161e Bati ve Zl\u00edn\u011b","ror":"https://ror.org/04nayfw11"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392886745.pdf","grobid_xml":"https://content.openalex.org/works/W4392886745.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1517974013","https://openalex.org/W1562291184","https://openalex.org/W1673310716","https://openalex.org/W2136540712","https://openalex.org/W2278984902","https://openalex.org/W2560528144","https://openalex.org/W2922251209","https://openalex.org/W2924906850","https://openalex.org/W2952450741","https://openalex.org/W2955038261","https://openalex.org/W2962736999","https://openalex.org/W2976504760","https://openalex.org/W2982490718","https://openalex.org/W3032537708","https://openalex.org/W3034796746","https://openalex.org/W3038051388","https://openalex.org/W3043547158","https://openalex.org/W3088456640","https://openalex.org/W4302327172","https://openalex.org/W4401400811"],"related_works":["https://openalex.org/W2029016205","https://openalex.org/W2100576227","https://openalex.org/W2056496840","https://openalex.org/W2355043271","https://openalex.org/W2351220851","https://openalex.org/W4311427401","https://openalex.org/W2087637582","https://openalex.org/W2984382626","https://openalex.org/W2168287352","https://openalex.org/W2171627141"],"abstract_inverted_index":{"This":[0],"work":[1],"presents":[2],"an":[3,23],"original":[4],"model":[5,145,181],"for":[6,27,68,153],"detecting":[7,162],"machine":[8,72,118,165,188],"tool":[9,119,166],"anomalies":[10,120],"and":[11,31,79,104,108,113,121,134,163,175,186],"emergency":[12,122,142],"states":[13,123],"through":[14],"operation":[15],"data":[16,29,46,54,73,128],"processing.":[17],"The":[18,141,179],"paper":[19,149],"is":[20,42,82],"focused":[21],"on":[22,75,184],"elastic":[24],"hierarchical":[25,80],"system":[26],"effective":[28,112],"reduction":[30,47],"classification,":[32],"which":[33],"encompasses":[34],"several":[35],"modules.":[36],"Firstly,":[37],"principal":[38],"component":[39],"analysis":[40,109],"(PCA)":[41],"used":[43,83],"to":[44,84,125],"perform":[45],"of":[48,63,70,102,116,195],"many":[49],"input":[50],"signals":[51,60],"from":[52,130,137],"big":[53],"tree":[55],"topology":[56],"structures":[57],"into":[58],"two":[59],"representing":[61],"all":[62],"them.":[64],"Then":[65],"the":[66,93,100,155,196],"technique":[67],"segmentation":[69,107],"operating":[71,117],"based":[74],"dynamic":[76],"time":[77],"distortion":[78],"clustering":[81],"calculate":[85],"signal":[86,98],"accident":[87],"characteristics":[88],"using":[89],"classifiers":[90],"such":[91],"as":[92,169,171],"maximum":[94],"level":[95],"change,":[96],"a":[97,191],"trend,":[99],"variance":[101],"residuals,":[103],"others.":[105],"Data":[106],"techniques":[110],"enable":[111],"robust":[114],"detection":[115,144],"due":[124],"almost":[126],"real-time":[127],"collection":[129],"strategically":[131],"placed":[132],"sensors":[133],"results":[135],"collected":[136],"previous":[138],"production":[139,156,159,193],"cycles.":[140],"state":[143],"described":[146],"in":[147,190],"this":[148],"could":[150],"be":[151],"beneficial":[152],"improving":[154,172],"process,":[157],"increasing":[158],"efficiency":[160],"by":[161],"minimizing":[164],"error":[167],"conditions,":[168],"well":[170],"product":[173],"quality":[174],"overall":[176],"equipment":[177],"productivity.":[178],"proposed":[180],"was":[182],"tested":[183],"H-630":[185],"H-50":[187],"tools":[189],"real":[192],"environment":[194],"Tajmac-ZPS":[197],"company.":[198]},"counts_by_year":[{"year":2022,"cited_by_count":3}],"updated_date":"2026-08-19T15:00:24.278416","created_date":"2025-10-10T00:00:00"}