{"id":"https://openalex.org/W4404819087","doi":"https://doi.org/10.28999/2541-9595-2024-14-1-36-47","title":"\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u043d\u0430\u0441\u043e\u0441\u043d\u043e\u0433\u043e \u0430\u0433\u0440\u0435\u0433\u0430\u0442\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043d\u0435\u0438\u0441\u043f\u0440\u0430\u0432\u043d\u043e\u0441\u0442\u0435\u0439","display_name":"\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u043d\u0430\u0441\u043e\u0441\u043d\u043e\u0433\u043e \u0430\u0433\u0440\u0435\u0433\u0430\u0442\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043d\u0435\u0438\u0441\u043f\u0440\u0430\u0432\u043d\u043e\u0441\u0442\u0435\u0439","publication_year":2024,"publication_date":"2024-06-07","ids":{"openalex":"https://openalex.org/W4404819087","doi":"https://doi.org/10.28999/2541-9595-2024-14-1-36-47"},"language":"ru","primary_location":{"id":"doi:10.28999/2541-9595-2024-14-1-36-47","doi":"https://doi.org/10.28999/2541-9595-2024-14-1-36-47","is_oa":false,"landing_page_url":"https://doi.org/10.28999/2541-9595-2024-14-1-36-47","pdf_url":null,"source":{"id":"https://openalex.org/S4210235701","display_name":"SCIENCE & TECHNOLOGIES OIL AND OIL PRODUCTS PIPELINE TRANSPORTATION","issn_l":"2221-2701","issn":["2221-2701","2541-9595"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1","poland-20","russia-white-list-2"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SCIENCE & TECHNOLOGIES OIL AND OIL PRODUCTS PIPELINE TRANSPORTATION","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W4404819087"],"child_works_count":0,"type":"article","is_traditional":true,"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/A5006057818","display_name":"Oleg A. Kolenchukov","orcid":"https://orcid.org/0000-0001-8644-7302","observed_orcids":["https://orcid.org/0000-0001-8644-7302"]},"institutions":[{"id":"https://openalex.org/I4853710","display_name":"Siberian Federal University","ror":"https://ror.org/05fw97k56","country_code":"RU","type":"education","lineage":["https://openalex.org/I4853710"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u041a\u043e\u043b\u0435\u043d\u0447\u0443\u043a\u043e\u0432 \u041e\u043b\u0435\u0433 \u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\u043e\u0432\u0438\u0447","raw_affiliation_strings":["\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442","institution_ids":["https://openalex.org/I4853710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020103562","display_name":"\u0412\u043b\u0430\u0434\u0438\u043c\u0438\u0440 \u0412\u0438\u043a\u0442\u043e\u0440\u043e\u0432\u0438\u0447 \u0411\u0443\u0445\u0442\u043e\u044f\u0440\u043e\u0432","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177537411","display_name":"Bauman Moscow State Technical University","ror":"https://ror.org/00pb8h375","country_code":"RU","type":"education","lineage":["https://openalex.org/I177537411"]},{"id":"https://openalex.org/I4853710","display_name":"Siberian Federal University","ror":"https://ror.org/05fw97k56","country_code":"RU","type":"education","lineage":["https://openalex.org/I4853710"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u0411\u0443\u0445\u0442\u043e\u044f\u0440\u043e\u0432 \u0412\u043b\u0430\u0434\u0438\u043c\u0438\u0440 \u0412\u0438\u043a\u0442\u043e\u0440\u043e\u0432\u0438\u0447","raw_affiliation_strings":["\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442, \u041d\u041e\u0426 \u00ab\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430\u00bb \u041c\u043e\u0441\u043a\u043e\u0432\u0441\u043a\u043e\u0433\u043e \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u0438\u043c. \u041d. \u042d. \u0411\u0430\u0443\u043c\u0430\u043d\u0430"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442, \u041d\u041e\u0426 \u00ab\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430\u00bb \u041c\u043e\u0441\u043a\u043e\u0432\u0441\u043a\u043e\u0433\u043e \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u0438\u043c. \u041d. \u042d. \u0411\u0430\u0443\u043c\u0430\u043d\u0430","institution_ids":["https://openalex.org/I177537411","https://openalex.org/I4853710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112437039","display_name":"Natalia A. Shepeta","orcid":"https://orcid.org/0000-0001-7437-533X","observed_orcids":["https://orcid.org/0000-0001-7437-533X"]},"institutions":[{"id":"https://openalex.org/I4853710","display_name":"Siberian Federal University","ror":"https://ror.org/05fw97k56","country_code":"RU","type":"education","lineage":["https://openalex.org/I4853710"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u0428\u0435\u043f\u0435\u0442\u0430 \u041d\u0430\u0442\u0430\u043b\u044c\u044f \u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\u043e\u0432\u043d\u0430","raw_affiliation_strings":["\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u043d\u0430\u0443\u043a\u0438 \u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0438\u043c\u0435\u043d\u0438 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u043a\u0430 \u041c. \u0424. \u0420\u0435\u0448\u0435\u0442\u043d\u0435\u0432\u0430"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u043d\u0430\u0443\u043a\u0438 \u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0438\u043c\u0435\u043d\u0438 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u043a\u0430 \u041c. \u0424. \u0420\u0435\u0448\u0435\u0442\u043d\u0435\u0432\u0430","institution_ids":["https://openalex.org/I4853710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069181979","display_name":"Kirill Aleksandrovich Bashmur","orcid":"https://orcid.org/0000-0002-9977-473X","observed_orcids":["https://orcid.org/0000-0002-9977-473X"]},"institutions":[{"id":"https://openalex.org/I4853710","display_name":"Siberian Federal University","ror":"https://ror.org/05fw97k56","country_code":"RU","type":"education","lineage":["https://openalex.org/I4853710"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"\u0411\u0430\u0448\u043c\u0443\u0440 \u041a\u0438\u0440\u0438\u043b\u043b \u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\u043e\u0432\u0438\u0447","raw_affiliation_strings":["\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430, \u0421\u0438\u0431\u0438\u0440\u0441\u043a\u0438\u0439 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442","institution_ids":["https://openalex.org/I4853710"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108685514","display_name":"Roman Sergienko","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0421\u0435\u0440\u0433\u0438\u0435\u043d\u043a\u043e \u0420\u043e\u043c\u0430\u043d \u0411\u043e\u0440\u0438\u0441\u043e\u0432\u0438\u0447","raw_affiliation_strings":["Gini GmbH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gini GmbH","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1214,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.29373537,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"14","issue":"1","first_page":"36","last_page":"47"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9951000213623047,"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"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9951000213623047,"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"}},{"id":"https://openalex.org/T13050","display_name":"Oil and Gas Production Techniques","score":0.0024999999441206455,"subfield":{"id":"https://openalex.org/subfields/2103","display_name":"Fuel Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.0010999999940395355,"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/fault-identification","display_name":"fault identification","score":0.6259999871253967},{"id":"https://openalex.org/keywords/bearing-condition-monitoring","display_name":"bearing condition monitoring","score":0.4359999895095825},{"id":"https://openalex.org/keywords/centrifugal-pump","display_name":"centrifugal pump","score":0.6349999904632568},{"id":"https://openalex.org/keywords/vibration-diagnostics","display_name":"vibration diagnostics","score":0.6779999732971191},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.5230000019073486},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"multilayer perceptron","score":0.9210000038146973},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.5870000123977661},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.828000009059906},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"hyperparameter optimization","score":0.7250000238418579},{"id":"https://openalex.org/keywords/binary-classification","display_name":"binary classification","score":0.4050000011920929},{"id":"https://openalex.org/keywords/multiclass-classification","display_name":"multi-class classification","score":0.5820000171661377},{"id":"https://openalex.org/keywords/intelligent-monitoring-system","display_name":"intelligent monitoring system","score":0.546999990940094},{"id":"https://openalex.org/keywords/operational-reliability","display_name":"operational reliability","score":0.6690000295639038}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.26598361134529114}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.28999/2541-9595-2024-14-1-36-47","doi":"https://doi.org/10.28999/2541-9595-2024-14-1-36-47","is_oa":false,"landing_page_url":"https://doi.org/10.28999/2541-9595-2024-14-1-36-47","pdf_url":null,"source":{"id":"https://openalex.org/S4210235701","display_name":"SCIENCE & TECHNOLOGIES OIL AND OIL PRODUCTS PIPELINE TRANSPORTATION","issn_l":"2221-2701","issn":["2221-2701","2541-9595"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1","poland-20","russia-white-list-2"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SCIENCE & TECHNOLOGIES OIL AND OIL PRODUCTS PIPELINE TRANSPORTATION","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5378999710083008}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7171266891","https://openalex.org/W6992700453","https://openalex.org/W7154733939","https://openalex.org/W2606172994","https://openalex.org/W6888091559","https://openalex.org/W7008173105","https://openalex.org/W2625162803","https://openalex.org/W7053826735","https://openalex.org/W6997749921","https://openalex.org/W7215141663"],"abstract_inverted_index":{"\u0426\u0435\u043b\u044c\u044e":[0],"\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f":[1],"\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f":[2],"\u0430\u043d\u0430\u043b\u0438\u0437":[3],"\u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438":[4],"\u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f":[5],"\u043c\u0435\u0442\u043e\u0434\u043e\u0432":[6,42,113],"\u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439":[7],"\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438":[8],"\u043d\u0435\u0438\u0441\u043f\u0440\u0430\u0432\u043d\u043e\u0441\u0442\u0435\u0439":[9],"\u043f\u0440\u0438":[10,120,182,201],"\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438":[11],"\u0440\u0430\u0431\u043e\u0442\u043e\u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438":[12],"\u043f\u043e\u0434\u0448\u0438\u043f\u043d\u0438\u043a\u043e\u0432\u044b\u0445":[13],"\u0443\u0437\u043b\u043e\u0432":[14],"\u043c\u0430\u0433\u0438\u0441\u0442\u0440\u0430\u043b\u044c\u043d\u043e\u0433\u043e":[15],"\u043d\u0435\u0444\u0442\u044f\u043d\u043e\u0433\u043e":[16],"\u043d\u0430\u0441\u043e\u0441\u0430":[17,66],"\u0441":[18,34,40,48,75,95,110,145],"\u0443\u0447\u0435\u0442\u043e\u043c":[19],"\u043d\u0435\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e":[20],"\u0440\u0435\u0436\u0438\u043c\u0430":[21],"\u0440\u0430\u0431\u043e\u0442\u044b.":[22],"\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0430":[23],"\u0434\u0432\u0443\u0445\u043a\u043e\u043d\u0442\u0443\u0440\u043d\u0430\u044f":[24],"\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f":[25],"\u0441\u0438\u0441\u0442\u0435\u043c\u0430":[26],"\u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f":[27],"\u0438":[28,91,100,114,150,187],"\u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0438":[29],"\u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f":[30],"\u043d\u0430\u0441\u043e\u0441\u043d\u043e\u0433\u043e":[31],"\u0430\u0433\u0440\u0435\u0433\u0430\u0442\u0430":[32],"12\u041d\u0414\u0441-\u041d\u043c":[33],"\u0435\u0433\u043e":[35],"\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0435\u0439":[36],"\u043a\u0430\u043a":[37,80],"\u043e\u0431\u044a\u0435\u043a\u0442\u0430":[38],"\u0432\u0438\u0431\u0440\u043e\u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0438":[39],"\u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c":[41,146],"\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e":[43,73],"\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.":[44],"\u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435":[45],"\u0441\u0438\u0441\u0442\u0435\u043c\u044b":[46,133],"\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e":[47],"\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c":[49,76],"\u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0433\u043e":[50],"\u043f\u0430\u043a\u0435\u0442\u0430":[51],"Matlab":[52,284],"Simulink,":[53],"\u0434\u043b\u044f":[54,193],"\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f":[55,74],"\u043c\u043e\u0434\u0435\u043b\u0435\u0439":[56,93,119],"\u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f":[57],"\u0432":[58,67],"\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435":[59],"\u043f\u0440\u0438\u043c\u0435\u0440\u0430":[60],"\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c":[61],"\u0440\u0435\u0442\u0440\u043e\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0435":[62],"\u0434\u0430\u043d\u043d\u044b\u0435":[63],"\u0432\u0438\u0431\u0440\u043e\u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0438":[64],"\u0446\u0435\u043d\u0442\u0440\u043e\u0431\u0435\u0436\u043d\u043e\u0433\u043e":[65],"\u043c\u043e\u043c\u0435\u043d\u0442":[68],"\u043e\u0442\u043a\u0430\u0437\u0430.":[69],"\u041f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u044b":[70],"\u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435":[71],"\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430":[72],"\u0442\u0430\u043a\u0438\u0445":[77],"\u0431\u0430\u0437\u043e\u0432\u044b\u0445":[78],"\u043c\u0435\u0442\u043e\u0434\u043e\u0432,":[79],"\u0434\u0435\u0440\u0435\u0432\u043e":[81],"\u0440\u0435\u0448\u0435\u043d\u0438\u0439,":[82],"\u0441\u043b\u0443\u0447\u0430\u0439\u043d\u044b\u0439":[83],"\u043b\u0435\u0441,":[84],"\u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f":[85],"\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f,":[86],"\u043c\u043d\u043e\u0433\u043e\u0441\u043b\u043e\u0439\u043d\u044b\u0439":[87],"\u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d.":[88],"\u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430":[89],"\u0434\u0430\u043d\u043d\u044b\u0445":[90,115],"\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435":[92],"\u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u043e":[94],"\u043f\u043e\u043c\u043e\u0449\u044c\u044e":[96],"\u044f\u0437\u044b\u043a\u0430":[97],"\u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f":[98],"Python":[99,341],"\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439":[101],"\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b":[102],"Loginom,":[103],"\u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0435\u0439":[104],"\u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c":[105],"\u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0435":[106],"\u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e":[107],"\u043a\u043e\u0434\u0430.":[108],"\u041f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435":[109],"\u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c":[111],"\u043d\u0430\u0431\u043e\u0440\u043e\u043c":[112],"\u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u043e":[116],"\u043d\u0435\u0432\u044b\u0441\u043e\u043a\u0443\u044e":[117],"\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c":[118,136,153],"\u043c\u0443\u043b\u044c\u0442\u0438\u043a\u043b\u0430\u0441\u0441\u043e\u0432\u043e\u043c":[121],"\u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438,":[122],"\u0441\u043e\u0441\u0442\u0430\u0432\u0438\u0432\u0448\u0443\u044e":[123],"\u043c\u0435\u043d\u0435\u0435":[124],"60":[125,378],"%.":[126,164,176,379,430,446],"\u041f\u0440\u0438":[127],"\u0440\u0435\u0448\u0435\u043d\u0438\u0438":[128],"\u0436\u0435":[129],"\u0437\u0430\u0434\u0430\u0447\u0438":[130],"\u0431\u0438\u043d\u0430\u0440\u043d\u043e\u0439":[131],"\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438":[132],"(\u0438\u0441\u043f\u0440\u0430\u0432\u043d\u0430/\u043e\u0442\u043a\u0430\u0437)":[134],"\u043b\u0443\u0447\u0448\u0443\u044e":[135],"\u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0430":[137],"\u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f":[138],"\u043c\u043e\u0434\u0435\u043b\u044c":[139],"\u043d\u0430":[140,190],"\u043e\u0441\u043d\u043e\u0432\u0435":[141],"\u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430":[142],"\u00ab\u0421\u043b\u0443\u0447\u0430\u0439\u043d\u044b\u0439":[143],"\u043b\u0435\u0441\u00bb":[144],"\u043c\u0435\u0442\u043e\u0434\u0430":[147],"\u0433\u043b\u0430\u0432\u043d\u044b\u0445":[148],"\u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442":[149],"\u043f\u043e\u0434\u0431\u043e\u0440\u0430":[151],"\u0433\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432:":[152],"\u2013":[154,158,162,170,173],"97,4":[155],"%,":[156,160,422,426],"\u043f\u0440\u0435\u0446\u0438\u0437\u0438\u043e\u043d\u043d\u043e\u0441\u0442\u044c":[157],"99":[159,425],"\u043f\u043e\u043b\u043d\u043e\u0442\u0430":[161],"98":[163,429],"\u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c":[165],"\u043c\u043e\u0434\u0435\u043b\u0438":[166],"\u043f\u0440\u043e\u0441\u0442\u0435\u0439\u0448\u0435\u0439":[167],"\u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0439":[168],"\u0441\u0435\u0442\u0438":[169],"\u043c\u043d\u043e\u0433\u043e\u0441\u043b\u043e\u0439\u043d\u043e\u0433\u043e":[171],"\u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d\u0430":[172],"\u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430":[174],"91":[175,445],"\u041f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0435":[177],"\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b":[178],"\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439":[179],"\u043c\u043e\u0436\u043d\u043e":[180],"\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c":[181],"\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438":[183],"\u0441\u0438\u0441\u0442\u0435\u043c":[184],"\u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e":[185],"\u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430":[186],"\u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f":[188],"\u0438\u0445":[189],"\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435":[191],"\u0443\u0447\u0430\u0441\u0442\u043a\u0438":[192],"\u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f":[194],"\u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439":[195],"\u043d\u0430\u0434\u0435\u0436\u043d\u043e\u0441\u0442\u0438":[196],"\u043d\u0435\u0444\u0442\u0435\u043f\u0435\u0440\u0435\u043a\u0430\u0447\u0438\u0432\u0430\u044e\u0449\u0435\u0433\u043e":[197],"\u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f,":[198],"\u0430":[199],"\u0442\u0430\u043a\u0436\u0435":[200],"\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0435":[202],"\u0441\u0440\u043e\u043a\u043e\u0432":[203],"\u043f\u043b\u0430\u043d\u043e\u0432\u043e-\u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e":[204],"\u0440\u0435\u043c\u043e\u043d\u0442\u0430.":[205],"The":[206,274,431,447],"purpose":[207],"of":[208,216,219,228,232,251,254,265,276,295,298,305,354,362,369,384,409,415,433,436,470,481],"this":[209],"study":[210],"is":[211,272,389,420,424,428],"to":[212,375,462,465],"analyze":[213],"the":[214,217,226,229,233,240,252,255,277,283,303,340,345,352,359,382,392,397,402,407,412,416,434,437,441,467,479],"effectiveness":[215],"use":[218],"intelligent":[220,456],"fault":[221],"identification":[222,261],"methods":[223,271,321,363],"in":[224,371],"determining":[225],"operability":[227],"bearing":[230],"assemblies":[231],"main":[234],"oil":[235,471],"pump,":[236],"taking":[237],"into":[238],"account":[239],"unstable":[241],"operating":[242],"mode.":[243],"A":[244],"two-circuit":[245],"automated":[246],"control":[247],"system":[248,278,388],"and":[249,288,333,344,364,406,459],"diagnostics":[250,297],"state":[253],"pumping":[256,472],"unit":[257],"12NDs-Nm":[258],"with":[259,358],"its":[260],"as":[262,309,322,474,476],"an":[263,310],"object":[264],"vibration":[266,296],"loading":[267],"using":[268,282,318,339,401],"machine":[269,313],"learning":[270,314],"proposed.":[273],"simulation":[275],"was":[279,444],"carried":[280,337],"out":[281,338],"Simulink":[285],"software":[286],"package,":[287],"for":[289],"training":[290,335],"forecasting":[291],"models,":[292],"retrospective":[293],"data":[294,365],"a":[299],"centrifugal":[300],"pump":[301],"at":[302],"time":[304],"failure":[306],"were":[307,336],"used":[308,453],"example.":[311],"Modern":[312],"tools":[315],"are":[316],"applied,":[317],"such":[319],"basic":[320],"decision":[323],"tree,":[324],"random":[325],"forest,":[326],"logistic":[327],"regression,":[328],"multi-layer":[329],"perceptron.":[330],"Data":[331],"processing":[332],"model":[334,394,435],"programming":[342],"language":[343],"Loginom":[346],"analytical":[347],"platform,":[348],"which":[349],"allows":[350],"minimizing":[351],"writing":[353],"source":[355],"code.":[356],"Forecasting":[357],"specified":[360],"set":[361],"demonstrated":[366],"low":[367],"accuracy":[368,414,419,432],"models":[370],"multiclass":[372],"forecasting,":[373],"amounting":[374],"less":[376],"than":[377],"When":[380],"solving":[381],"problem":[383],"binary":[385],"classification":[386],"(the":[387],"working/system":[390],"failure)":[391],"optimized":[393],"based":[395],"on":[396],"\u2018\u2018Random":[398],"Forest\u2019\u2019":[399],"algorithm,":[400],"principal":[403],"component":[404],"method":[405],"selection":[408],"hyperparameters,":[410],"showed":[411],"best":[413],"system.":[417],"Its":[418],"97.4":[421],"precision":[423],"completeness":[427],"simplest":[438],"neural":[439],"network,":[440],"multilayer":[442],"perceptron,":[443],"obtained":[448],"research":[449],"results":[450],"can":[451],"be":[452],"when":[454,477],"creating":[455],"monitoring":[457],"systems":[458],"introducing":[460],"them":[461],"production":[463],"sites":[464],"improve":[466],"operational":[468],"reliability":[469],"equipment,":[473],"well":[475],"adjusting":[478],"timing":[480],"scheduled":[482],"preventive":[483],"maintenance.":[484]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2024-11-29T00:00:00"}