Kupin, AndreyIvchenko, Rodion2020-02-182020-02-182018-02-012018-02-01Kupin A. Methodology for the construction of predictive analysis systems as exemplified by the mining equipment in the big data environment using smart agents and cybernetic systems / Andrey Kupin, Rodion Ivchenko // Advances in Cyber-Physical Systems. — Lviv : Lviv Politechnic Publishing House, 2018. — Vol 3. — No 1. — P. 33–43.https://ena.lpnu.ua/handle/ntb/45680It is necessary to determine the optimal methodology for the system of predictive analysis of equipment to prevent emergency situations. The system may include, in particular: data input/reading from sensors, processing/storage of information in a database using algorithms for processing Big Data and decision trees [1]. Identifying possible types of problems and making decisions on how to respond to them; training the system for more accurate response and decision-making.33-43enIndustry 4.0Big DataPredictive analyticssmart agentscybernetic systemsMethodology for the construction of predictive analysis systems as exemplified by the mining equipment in the big data environment using smart agents and cybernetic systemsArticle© Національний університет “Львівська політехніка”, 2018© Kupin A., Ivchenko R., 201811Kupin A. Methodology for the construction of predictive analysis systems as exemplified by the mining equipment in the big data environment using smart agents and cybernetic systems / Andrey Kupin, Rodion Ivchenko // Advances in Cyber-Physical Systems. — Lviv Politechnic Publishing House, 2018. — Vol 3. — No 1. — P. 33–43.