{"id":13416,"date":"2022-08-21T11:11:30","date_gmt":"2022-08-21T08:11:30","guid":{"rendered":"http:\/\/journals.khnu.km.ua\/vestnik\/?p=13416"},"modified":"2022-10-03T14:52:32","modified_gmt":"2022-10-03T11:52:32","slug":"rozrobka-konczepcziyi-pobudovy-system-diagnostuvannya-obertovyh-elektrychnyh-mashyn-v-umovah-obmezhenoyi-informatyvnosti-diagnostuyuchyh-oznak","status":"publish","type":"post","link":"https:\/\/journals.khnu.km.ua\/vestnik\/?p=13416","title":{"rendered":"\u0420\u043e\u0437\u0440\u043e\u0431\u043a\u0430 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0456\u0457 \u043f\u043e\u0431\u0443\u0434\u043e\u0432\u0438 \u0441\u0438\u0441\u0442\u0435\u043c \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u043e\u0431\u0435\u0440\u0442\u043e\u0432\u0438\u0445 \u0435\u043b\u0435\u043a\u0442\u0440\u0438\u0447\u043d\u0438\u0445 \u043c\u0430\u0448\u0438\u043d \u0432 \u0443\u043c\u043e\u0432\u0430\u0445 \u043e\u0431\u043c\u0435\u0436\u0435\u043d\u043e\u0457 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0456 \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u044e\u0447\u0438\u0445 \u043e\u0437\u043d\u0430\u043a"},"content":{"rendered":"

<\/p>\n

\u0420\u041e\u0417\u0420\u041e\u0411\u041a\u0410 \u041a\u041e\u041d\u0426\u0415\u041f\u0426\u0406\u0407 \u041f\u041e\u0411\u0423\u0414\u041e\u0412\u0418 \u0421\u0418\u0421\u0422\u0415\u041c \u0414\u0406\u0410\u0413\u041d\u041e\u0421\u0422\u0423\u0412\u0410\u041d\u041d\u042f \u041e\u0411\u0415\u0420\u0422\u041e\u0412\u0418\u0425 \u0415\u041b\u0415\u041a\u0422\u0420\u0418\u0427\u041d\u0418\u0425 \u041c\u0410\u0428\u0418\u041d \u0412 \u0423\u041c\u041e\u0412\u0410\u0425 \u041e\u0411\u041c\u0415\u0416\u0415\u041d\u041e\u0407 \u0406\u041d\u0424\u041e\u0420\u041c\u0410\u0422\u0418\u0412\u041d\u041e\u0421\u0422\u0406 \u0414\u0406\u0410\u0413\u041d\u041e\u0421\u0422\u0423\u042e\u0427\u0418\u0425 \u041e\u0417\u041d\u0410\u041a<\/p>\n

DEVELOPMENT OF THE CONCEPT OF BUILDING DIAGNOSTIC SYSTEMS OF ROTATING ELECTRICAL MACHINES UNDER THE CONDITIONS OF LIMITED INFORMATIONALITY OF DIAGNOSTIC SIGNS<\/p>\n

\u0421\u0442\u043e\u0440\u0456\u043d\u043a\u0438:\u00a070-77. \u041d\u043e\u043c\u0435\u0440: \u21164, 2022 (311)\u00a0\u00a0 \"\"<\/a> <\/strong>
\n\u0410\u0432\u0442\u043e\u0440\u0438:<\/strong>
\n\u0413\u0420\u0410\u041d\u042f\u041a \u0412. \u0424.
\n\u0412\u0456\u043d\u043d\u0438\u0446\u044c\u043a\u0438\u0439 \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0430\u0433\u0440\u0430\u0440\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442
\nhttps:\/\/orcid.org\/0000-0001-6604-6157<\/a>
\ne-mail: titanxp2000@ukr.net<\/a>
\n\u0413\u0420\u0418\u0429\u0423\u041a \u041e. \u0410.
\n\u0412\u0456\u043d\u043d\u0438\u0446\u044c\u043a\u0438\u0439\u00a0\u043d\u0430\u0443\u043a\u043e\u0432\u043e-\u0434\u043e\u0441\u043b\u0456\u0434\u043d\u0438\u0439 \u0435\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e-\u043a\u0440\u0438\u043c\u0456\u043d\u0430\u043b\u0456\u0441\u0442\u0438\u0447\u043d\u0438\u0439 \u0446\u0435\u043d\u0442\u0440 \u041c\u0412\u0421 \u0423\u043a\u0440\u0430\u0457\u043d\u0438
\ne-mail: oleggryshchuk@gmail.com<\/a>
\nValerii HRANIAK
\nVinnytsia National Agrarian University
\nOleh HRYSHCHUK
\nVinnytsia Research Expert Forensic Center of the Ministry of Internal Affairs of Ukraine
\nDOI:<\/strong>\u00a0https:\/\/www.doi.org\/10.31891\/2307-5732-2022-311-4-70-77<\/a><\/p>\n

\u0410\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u043c\u043e\u0432\u043e\u044e \u043e\u0440\u0438\u0433\u0456\u043d\u0430\u043b\u0443<\/strong><\/p>\n

\u0423 \u0441\u0442\u0430\u0442\u0442\u0456 \u0434\u043e\u0441\u043b\u0456\u0434\u0436\u0435\u043d\u043e \u043e\u0441\u043e\u0431\u043b\u0438\u0432\u043e\u0441\u0442\u0456 \u043f\u043e\u0431\u0443\u0434\u043e\u0432\u0438 \u0441\u0438\u0441\u0442\u0435\u043c \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u043e\u0431\u0435\u0440\u0442\u043e\u0432\u0438\u0445 \u0435\u043b\u0435\u043a\u0442\u0440\u0438\u0447\u043d\u0438\u0445 \u043c\u0430\u0448\u0438\u043d \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u0438\u0445 \u0443\u043c\u043e\u0432\u0430\u0445 \u0457\u0445 \u0435\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0456\u0457. \u041f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0449\u043e \u0432 \u0437\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 \u0440\u043e\u0431\u043e\u0442\u0438 \u0456\u0441\u043d\u0443\u0454 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043e\u0431\u043c\u0435\u0436\u0435\u043d\u043e\u0457 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0456 \u0432\u0445\u0456\u0434\u043d\u0438\u0445 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0439\u043d\u0438\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0456\u0432, \u0449\u043e \u043c\u043e\u0436\u0443\u0442\u044c \u0431\u0443\u0442\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u0456 \u0434\u043b\u044f \u043f\u043e\u0431\u0443\u0434\u043e\u0432\u0438 \u0442\u0430\u043a\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c. \u041e\u0431\u0491\u0440\u0443\u043d\u0442\u043e\u0432\u0430\u043d\u043e \u0434\u043e\u0446\u0456\u043b\u044c\u043d\u0456\u0441\u0442\u044c \u0432\u0438\u0431\u043e\u0440\u0443 \u0442\u0438\u043f\u0443 \u0432\u0445\u0456\u0434\u043d\u043e\u0457 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0457 \u0441\u0438\u0441\u0442\u0435\u043c \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0456 \u043c\u0435\u0442\u043e\u0434\u0443 \u0435\u0432\u043e\u043b\u044e\u0446\u0456\u0439\u043d\u043e\u0433\u043e \u043f\u043e\u0448\u0443\u043a\u0443. \u041f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u043e\u0432\u0430\u043d\u043e, \u0449\u043e \u0437\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043c\u0435\u0442\u043e\u0434 \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0431\u0456\u043b\u044c\u0448 \u043f\u043e\u0432\u043d\u043e\u044e \u043c\u0456\u0440\u043e\u044e \u043e\u0445\u043e\u043f\u0438\u0442\u0438 \u043f\u0440\u043e\u0441\u0442\u0456\u0440 \u043f\u043e\u0448\u0443\u043a\u0443, \u043d\u0456\u0436, \u043d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434, \u0433\u0440\u0430\u0434\u0456\u0454\u043d\u0442\u043d\u0456 \u043c\u0435\u0442\u043e\u0434\u0438 \u043e\u043f\u0442\u0438\u043c\u0456\u0437\u0430\u0446\u0456\u0457, \u0442\u0430 \u043e\u0442\u0440\u0438\u043c\u0430\u0442\u0438 \u0440\u043e\u0437\u0432\u2019\u044f\u0437\u043e\u043a, \u0431\u043b\u0438\u0437\u044c\u043a\u0438\u0439 \u0434\u043e \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e, \u0437\u0430 \u0432\u0456\u0434\u043d\u043e\u0441\u043d\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u0439 \u0447\u0430\u0441 (\u043c\u0430\u043b\u0443 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u0456\u0442\u0435\u0440\u0430\u0446\u0456\u0439).
\n\u0417\u0430\u043f\u0440\u043e\u043f\u043e\u043d\u043e\u0432\u0430\u043d\u043e \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0456\u044e \u0442\u0430 \u0442\u0438\u043f\u043e\u0432\u0443 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0443 \u0441\u0445\u0435\u043c\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u043e\u0431\u0435\u0440\u0442\u043e\u0432\u0438\u0445 \u0435\u043b\u0435\u043a\u0442\u0440\u0438\u0447\u043d\u0438\u0445 \u043c\u0430\u0448\u0438\u043d \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0456 \u043c\u043e\u0434\u0438\u0444\u0456\u043a\u043e\u0432\u0430\u043d\u043e\u0457 \u043d\u0435\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0457 \u0448\u0442\u0443\u0447\u043d\u043e\u0457 \u043d\u0435\u0439\u0440\u043e\u043f\u043e\u0434\u0456\u0431\u043d\u043e\u0457 \u043c\u0435\u0440\u0435\u0436\u0456 (\u0428\u041d\u041c) \u0442\u0430 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0441\u0430\u043c\u043e\u0457 \u0428\u041d\u041c, \u0449\u043e \u0432\u0440\u0430\u0445\u043e\u0432\u0443\u0454 \u043f\u0440\u0438 \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u0456 \u043f\u043e\u0442\u043e\u0447\u043d\u0438\u0439 \u0440\u0435\u0436\u0438\u043c \u0440\u043e\u0431\u043e\u0442\u0438 \u0435\u043b\u0435\u043a\u0442\u0440\u0438\u0447\u043d\u043e\u0457 \u043c\u0430\u0448\u0438\u043d\u0438 \u0442\u0430 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0437\u0443\u0454\u0442\u044c\u0441\u044f \u0432\u0438\u0441\u043e\u043a\u043e\u044e \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044e \u0434\u043e \u043e\u0431\u2019\u0454\u043a\u0442\u0430 \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f. \u041d\u0430\u0432\u0435\u0434\u0435\u043d\u043e \u043f\u0440\u0438\u043a\u043b\u0430\u0434 \u0457\u0457 \u0430\u043f\u0430\u0440\u0430\u0442\u043d\u043e\u0457 \u0440\u0435\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457.
\n\u041a\u043b\u044e\u0447\u043e\u0432\u0456 \u0441\u043b\u043e\u0432\u0430:<\/strong> \u043e\u0431\u0435\u0440\u0442\u043e\u0432\u0430 \u0435\u043b\u0435\u043a\u0442\u0440\u0438\u0447\u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u0430, \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f, \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u0430 \u043e\u0437\u043d\u0430\u043a\u0430, \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c, \u0441\u0435\u043b\u0435\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c, \u0432\u0438\u0440\u0430\u0436\u0435\u043d\u0456\u0441\u0442\u044c, \u0448\u0442\u0443\u0447\u043d\u0430 \u043d\u0435\u0439\u0440\u043e\u043f\u043e\u0434\u0456\u0431\u043d\u0430 \u043c\u0435\u0440\u0435\u0436\u0430.<\/p>\n

\u0420\u043e\u0437\u0448\u0438\u0440\u0435\u043d\u0430 \u0430\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u0430\u043d\u0433\u043b\u0456\u0439\u0441\u044c\u043a\u043e\u044e \u00a0\u043c\u043e\u0432\u043e\u044e<\/strong><\/p>\n

The article examines the peculiarities of the construction of systems for diagnosing rotating electric machines in the real conditions of their operation. It is shown that in the specified modes of operation there is a problem of limited informativeness of input information parameters that can be used to build such systems. At the same time, an additional limiting factor that must be considered when designing and implementing such equipment is the limited possibility of intervention in the design of the electric machine, which is usually limited to the manufacturing plant.
\nAs a result of a thorough analysis of the latest research in the direction of the development of diagnostic systems for rotating electric machines, a systematization of the technological parameters of electric machines that are most suitable for use in diagnostic systems was carried out. It is shown that when choosing input parameters of diagnostic systems, it is advisable to consider their informativeness, selectivity, expressiveness and complexity of the acquisition algorithm. At the same time, it is substantiated that the choice of the optimal combination of diagnostic features cannot be considered from the point of view of superposition, since each of them will be characterized by the entropy of selectivity and severity relative to defects of different types.
\nThe expediency of choosing the type of input information of diagnostic systems based on the method of evolutionary search is shown. It is demonstrated that the mentioned method allows to more completely cover the search space than, for example, gradient optimization methods, and to obtain a solution close to the optimal one in a relatively short time (a small number of iterations).
\nThe concept and typical structural diagram of the system for diagnosing rotating electric machines based on a modified non-standard artificial neural network (ANN) and the structure of the ANN itself, which considers the current mode of operation of the electric machine during diagnosis and is characterized by high adaptability to the object of diagnosis, are proposed. An example of its hardware implementation is given.
\nKey words:<\/strong> rotating electric machine, diagnostics, informative feature, informativeness, selectivity, expressiveness, artificial neural network.<\/p>\n

\u041b\u0456\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u0430<\/strong><\/p>\n

    \n
  1. \u041c\u043e\u043d\u0456\u0442\u043e\u0440\u0438\u043d\u0433 \u0456 \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0430 \u0435\u043b\u0435\u043a\u0442\u0440\u043e\u043c\u0435\u0445\u0430\u043d\u0456\u0447\u043d\u0438\u0445 \u043e\u0431\u2019\u0454\u043a\u0442\u0456\u0432: \u043d\u0430\u0432\u0447\u0430\u043b\u044c\u043d\u0438\u0439 \u043f\u043e\u0441\u0456\u0431\u043d\u0438\u043a \/ \u041e.\u041f. \u0427\u043e\u0440\u043d\u0438\u0439 [\u0442\u0430 \u0456\u043d.] \u2013 \u041a\u0440\u0435\u043c\u0435\u043d\u0447\u0443\u0433: \u0427\u041f \u0429\u0435\u0440\u0431\u0430\u0442\u044b\u0445 \u0410.\u0412., 2019 \u2013 122 \u0441.<\/li>\n
  2. \u041e\u0441\u043e\u0431\u043b\u0438\u0432\u043e\u0441\u0442\u0456 \u043f\u043e\u0431\u0443\u0434\u043e\u0432\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u043c\u043e\u043d\u0456\u0442\u043e\u0440\u0438\u043d\u0433\u0443 \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u043e\u0433\u043e \u0441\u0442\u0430\u043d\u0443 \u0442\u0430 \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u0433\u0456\u0434\u0440\u043e\u0430\u0433\u0440\u0435\u0433\u0430\u0442\u0456\u0432: \u043c\u043e\u043d\u043e\u0433\u0440\u0430\u0444\u0456\u044f \/ \u0412.\u0412. \u041a\u0443\u0445\u0430\u0440\u0447\u0443\u043a [\u0442\u0430 \u0456\u043d.] \u2013 \u0412\u0456\u043d\u043d\u0438\u0446\u044f: \u0412\u041d\u0422\u0423, 2019 \u2013 91 \u0441.<\/li>\n
  3. \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u0438\u0439 \u0430\u043d\u0430\u043b\u0456\u0437 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0439\u043d\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0456\u0432: \u043d\u0430\u0432\u0447\u0430\u043b\u044c\u043d\u0438\u0439 \u043f\u043e\u0441\u0456\u0431\u043d\u0438\u043a \/ \u0412.\u041c. \u0412\u0430\u0440\u0435\u043d\u043a\u043e \u2013 \u041a\u0438\u0457\u0432: \u0423\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u00ab\u0423\u043a\u0440\u0430\u0457\u043d\u0430\u00bb, 2013 \u2013 203 \u0441.<\/li>\n
  4. \u041f\u0440\u043e\u043a\u043e\u043f\u0435\u043d\u043a\u043e \u0422.\u041e. \u0422\u0435\u043e\u0440\u0456\u044f \u0441\u0438\u0441\u0442\u0435\u043c \u0456 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u0438\u0439 \u0430\u043d\u0430\u043b\u0456\u0437: \u043d\u0430\u0432\u0447\u0430\u043b\u044c\u043d\u0438\u0439 \u043f\u043e\u0441\u0456\u0431\u043d\u0438\u043a \/ \u0422.\u041e. \u041f\u0440\u043e\u043a\u043e\u043f\u0435\u043d\u043a\u043e \u2013 \u0427\u0435\u0440\u043a\u0430\u0441\u0438: \u0427\u0414\u0422\u0423, 2019 \u2013 139 \u0441.<\/li>\n
  5. \u041c\u043e\u043d\u0456\u0442\u043e\u0440\u0438\u043d\u0433, \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f, \u0442\u0430 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0443\u0432\u0430\u043d\u043d\u044f \u0432\u0456\u0431\u0440\u0430\u0446\u0456\u0439\u043d\u043e\u0433\u043e \u0441\u0442\u0430\u043d\u0443 \u0433\u0456\u0434\u0440\u043e\u0430\u0433\u0440\u0435\u0433\u0430\u0442\u0456\u0432: \u043c\u043e\u043d\u043e\u0433\u0440\u0430\u0444\u0456\u044f \/ \u0412.\u00a0\u0412.\u00a0\u041a\u0443\u0445\u0430\u0440\u0447\u0443\u043a [\u0442\u0430 \u0456\u043d.] \u2013 \u0412\u0456\u043d\u043d\u0438\u0446\u044f: \u0412\u041d\u0422\u0423, 2014 \u2013 168 \u0441.<\/li>\n
  6. \u0414\u0438\u0441\u043a\u0440\u0435\u0442\u043d\u0456 \u0432\u0435\u0439\u0432\u043b\u0435\u0442-\u043f\u0435\u0440\u0435\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0432 \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u0456 \u0433\u0456\u0434\u0440\u043e\u0430\u0433\u0440\u0435\u0433\u0430\u0442\u0456\u0432: \u043c\u043e\u043d\u043e\u0433\u0440\u0430\u0444\u0456\u044f \/ \u0412.\u0412. \u041a\u0443\u0445\u0430\u0440\u0447\u0443\u043a [\u0442\u0430 \u0456\u043d.] \u2013 \u0412\u0456\u043d\u043d\u0438\u0446\u044f: \u0412\u041d\u0422\u0423, 2019 \u2013 118 \u0441.<\/li>\n
  7. Kuksova<\/a>I. Approaches to increasing the efficiency of systems of technical diagnostics \/ V.I.Kuksova<\/a> \/\/ Procedia Structural Integrity<\/a> \u2013 2019 \u2013 \u2116 20 \u2013 P. 98-102. DOI: 10.1016\/j.prostr.2019. 12.122<\/li>\n
  8. Howard W.P. Electrical Motor Diagnostics. 2nd Edition \/ P. Howard \u2013 USA: Success by Design, 2014 \u2013432 p.<\/li>\n
  9. \u0421\u0447\u0430\u0441\u0442\u043b\u0456\u0432\u0438\u0439 \u0413.\u0413. \u0424\u0456\u0437\u0438\u0447\u043d\u0456 \u043f\u0440\u043e\u0446\u0435\u0441\u0438 \u0432 \u0440\u043e\u0442\u043e\u0440\u0430\u0445 \u0435\u043d\u0435\u0440\u0433\u0435\u0442\u0438\u0447\u043d\u0438\u0445 \u0456 \u0435\u043b\u0435\u043a\u0442\u0440\u0438\u0447\u043d\u0438\u0445 \u043c\u0430\u0448\u0438\u043d \u0456 \u0441\u043f\u043e\u0441\u043e\u0431\u0438 \u043f\u0456\u0434\u0432\u0438\u0449\u0435\u043d\u043d\u044f \u0457\u0445\u043d\u044c\u043e\u0457 \u043d\u0430\u0434\u0456\u0439\u043d\u043e\u0441\u0442\u0456 \/ \u0413.\u0413. \u0421\u0447\u0430\u0441\u0442\u043b\u0456\u0432\u0438\u0439, \u041e.\u0406. \u0422\u0438\u0442\u043a\u043e, \u0412.\u041b. \u0410\u0445\u0440\u0435\u043c\u0435\u043d\u043a\u043e, \u042e.\u041c. \u0412\u0430\u0441\u044c\u043a\u043e\u0432\u0441\u044c\u043a\u0438\u0439 \/\/ \u041f\u0440\u0430\u0446\u0456 \u0406\u043d\u0441\u0442\u0438\u0442\u0443\u0442\u0443 \u0435\u043b\u0435\u043a\u0442\u0440\u043e\u0434\u0438\u043d\u0430\u043c\u0456\u043a\u0438 \u041d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0457 \u0430\u043a\u0430\u0434\u0435\u043c\u0456\u0457 \u043d\u0430\u0443\u043a \u0423\u043a\u0440\u0430\u0457\u043d\u0438: \u0417\u0431\u0456\u0440\u043d\u0438\u043a \u043d\u0430\u0443\u043a\u043e\u0432\u0438\u0445 \u043f\u0440\u0430\u0446\u044c \u2013 2010 \u2013 \u0412\u0438\u043f 26 \u2013 \u0421. 105-113.<\/li>\n
  10. \u0422\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0437\u043e\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u043e\u0439 \u0442\u0443\u0440\u0431\u0443\u043b\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u0412\u0438\u0445\u0440\u0438 \u0430\u0442\u043c\u043e\u0441\u0444\u0435\u0440\u044b \u0438 \u043e\u043a\u0435\u0430\u043d\u0430 \/ \u0421. \u0410\u0440\u0441\u0435\u043d\u044c\u0435\u0432 [\u0438 \u0434\u0440.] \u2013 \u041c\u043e\u0441\u043a\u0432\u0430: \u0420\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u0430\u044f \u0438 \u0445\u0430\u043e\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0434\u0438\u043d\u0430\u043c\u0438\u043a\u0430, 2016 \u2013 308 \u0441.<\/li>\n
  11. Rao S.S. Vibration of continuous systems \/ S.S. Rao \u2013 New York, USA: Jon Wiley & Sons, 2007 \u2013 720<\/li>\n
  12. \u0413\u0440\u0430\u043d\u044f\u043a \u0412.\u0424. \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u043e\u0433\u043e \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u0456 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0443\u0432\u0430\u043d\u043d\u044f \u0440\u043e\u0437\u0432\u0438\u0442\u043a\u0443 \u0434\u0435\u0444\u0435\u043a\u0442\u0456\u0432 \u0433\u0456\u0434\u0440\u043e\u0430\u0433\u0440\u0435\u0433\u0430\u0442\u0456\u0432 \/ \u0412.\u0424. \u0413\u0440\u0430\u043d\u044f\u043a \/\/ \u0412\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u043d\u044f, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0442\u0430 \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0430 \u0432 \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445: \u043c\u0430\u0442\u0435\u0440\u0456\u0430\u043b\u0438 \u0406V \u041c\u0456\u0436\u043d\u0430\u0440\u043e\u0434\u043d\u043e\u0457 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0456\u0457, 29-31 \u0436\u043e\u0432\u0442\u043d\u044f 2019 \u0440. \/ \u041c-\u0432\u043e \u043e\u0441\u0432\u0456\u0442\u0438 \u0456 \u043d\u0430\u0443\u043a\u0438 \u0423\u043a\u0440\u0430\u0457\u043d\u0438, \u0412\u0456\u043d\u043d\u0438\u0446\u044c\u043a\u0438\u0439 \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442. \u2013 \u0412\u0456\u043d\u043d\u0438\u0446\u044f, 2019 \u2013 \u0421. 92-93.<\/li>\n<\/ol>\n

    References<\/strong><\/p>\n

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    1. Monitorynh i diahnostyka elektromekhanichnykh obiektiv: navchalnyi posibnyk \/ O.P. Chornyi [et al.] \u2013 Kremenchuh: ChP Shcherbat\u044bkh A.V., 2019 \u2013 122 p.<\/li>\n
    2. Osoblyvosti pobudovy systemy monitorynhu tekhnichnoho stanu ta diahnostuvannia hidroahrehativ: monohrafiia \/ V.V. Kukharchuk [et al.] \u2013 Vinnytsia: VNTU, 2019 \u2013 91 p.<\/li>\n
    3. Systemnyi analiz informatsiinykh protsesiv: navchalnyi posibnyk \/ V.M. Varenko \u2013 Kyiv: Universytet \u00abUkraina\u00bb, 2013 \u2013 203 p.<\/li>\n
    4. Prokopenko T.O. Teoriia system i systemnyi analiz: navchalnyi posibnyk \/ T.O. Prokopenko \u2013 Cherkasy: ChDTU, 2019 \u2013 139 p.<\/li>\n
    5. Monitorynh, diahnostuvannia, ta prohnozuvannia vibratsiinoho stanu hidroahrehativ: monohrafiia \/ V. V. Kukharchuk [et al.] \u2013 Vinnytsia: VNTU, 2014 \u2013 168 p.<\/li>\n
    6. Dyskretni veivlet-peretvorennia v diahnostuvanni hidroahrehativ: monohrafiia \/ V.V. Kukharchuk [et al.] \u2013 Vinnytsia: VNTU, 2019 \u2013 118 p.<\/li>\n
    7. Kuksova<\/a>I. Approaches to increasing the efficiency of systems of technical diagnostics \/ V.I.Kuksova<\/a> \/\/ Procedia Structural Integrity<\/a> \u2013 2019 \u2013 \u2116 20 \u2013 P. 98-102. DOI: 10.1016\/j.prostr.2019. 12.122<\/li>\n
    8. Howard W.P. Electrical Motor Diagnostics. 2nd Edition \/ P. Howard \u2013 USA: Success by Design, 2014 \u2013432 p.<\/li>\n
    9. Schastlivyi H.H. Fizychni protsesy v rotorakh enerhetychnykh i elektrychnykh mashyn i sposoby pidvyshchennia yikhnoi nadiinosti \/ H.H. Schastlivyi, O.I. Tytko, V.L. Akhremenko, Yu.M. Vaskovskyi \/\/ Pratsi Instytutu elektrodynamiky Natsionalnoi akademii nauk Ukrainy: Zbirnyk naukovykh prats \u2013 2010 \u2013 Vol 26 \u2013 P. 105-113.<\/li>\n
    10. Teoriya mezomasshtabnoj turbulentnosti. Vihri atmosfery i okeana \/ S. Arsenev [et al.] \u2013 Moskow: Regulyarnaya i haoticheskaya dinamika, 2016 \u2013 308 p.<\/li>\n
    11. Rao S.S. Vibration of continuous systems \/ S.S. Rao \u2013 New York, USA: Jon Wiley & Sons, 2007 \u2013 720<\/li>\n
    12. Hraniak V.F. Systema avtomatyzovanoho diahnostuvannia i prohnozuvannia rozvytku defektiv hidroahrehativ \/ V.F. Hraniak \/\/ Measurement and control in technical systems: presiding IV International conference, 29-31 october 2019 y. \/ Ministry of Education and Science of Ukraine, Vinnytsia National Technical University. \u2013 Vinnytsia, 2019 \u2013 P. 92-93.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[67],"tags":[],"_links":{"self":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/13416"}],"collection":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=13416"}],"version-history":[{"count":5,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/13416\/revisions"}],"predecessor-version":[{"id":14125,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/13416\/revisions\/14125"}],"wp:attachment":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=13416"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=13416"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=13416"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}