Artificial neural networks of technical state prediction of gas compressor units electric motors
Keywords:
electrically driven compressor stations, gas compressor station, MW electric motors, artificial neural networks, selected networks tests, prediction models of current magnitude and stator temperatureAbstract
Issues of engineering effective and reliable systems for on-line diagnostics of electric motors of electrically driven compressor stations are considered. The paper provides failure statistics for the most critical gas-transport systems’ units – electrically driven gas-compressor stations. Artificial neural networks methodology and architecture were developed to obtain prediction models of MW electric machines. Examples of neuro-fuzzy prediction of synchronous machines stator winding performance and service life are given. Selected network tests, the Box-Jenkins fuzzy model, models of the analysis technique of spectral components dynamics, current magnitude and stator temperature prediction are received. Based on results of comparative analysis of anticipated conditions of electric machines for main gas transport with due regard to various operational factors of electrically driven gas-compressor units, recommendations on application of the artificial neural network method have been drawn up.
References
Puzhaylo А.F. et al. Energosberezhenie i avtomatizatsiya elektrooborudovaniya kompressornykh stantsiy MG [Energy-Saving and Automation of GM Compressor Stations Electrical Equipment]. O.V. Kryukov (ed.). N. Novgorod, Vector TiS, 2010. 570 p.
Kryukov O.V. [Analysis and Engineering Feasibility of Energy Efficiency Factors of Innovation Solutions in Electrically Driven Turbo-compressors]. Avtomatizatsiya v promyshlennocti [Automation in Industry], 2010, no. 10, pp. 50–53. (in Russ.)
Kryukov O.V., Stepanov S.Е. [The Ways of Electric Driven Gas Compressor Units Modernization]. Електромеханiчнi i енергозберiгаючi системи [Electromechanical and Energy-Saving Systems], 2012, no. 3 (19), pp. 209–212.
Zakharov P.А., Kiyanov N.V., Kryukov O.V. [Processing Stations Automation Systems for Efficient Gas Transport]. Avtomatizatsiya v Promyshlennocti [Auto¬mation in Industry], 2008, no. 6, pp. 6–10. (in Russ.)
Kryukov O.V. [Unified Monitoring and Con-trol System of Electric Driven Gas Compressor Units]. Advanced Information Technology, Automation Tools and Systems and their Implementation at Russian Enterprises: MNPK Collected Papers, AITA-2011, Moscow, IPU RAN, 2011, pp. 329–350. (in Russ.)
Puzhaylo А.F. and others. [Energy-Saving and Automation of GM Compressor Stations Electrical Equipment]. O.V. Kryukov (ed.). N. Novgorod, Vector TiS, vol. 2, 2011. 664 p. (in Russ.)
Kryukov O.V. Electric Drive Systems in Compressor Stations with Stochastic Disturbances. Russian Electrical Engineering, 2013, vol. 84, no. 3, pp. 135–140.
Kryukov O.V. Intelligent Electric Drives with IT Algorithms. Automation and Remote Control, 2013, vol. 74, no. 6, pp. 1043–1048.
Milov V.R., Shalashov I.V., Kryukov O.V. [Prediction and Decision-Making Procedures in Technical Equipment Maintenance]. Avtomatizatsiya v Promyshlennocti [Automation in Industry]. 2010, no. 8. С.47–49. (in Russ.)
Kryukov O.V. [Regression Invariant Algo-rithms of Electric Drives Control under Stochastic Disturbances]. Electricity, 2008, no. 9, pp. 45–51.
(in Russ.)
Kryukov, O.V. [Embedded System of Diag-nostics and Prediction of Asynchronous Electric Drives Operation]. Izvestiya VUZov [Proceedings of Institute of Higher Education]. Electromechanics, 2005, no. 6, pp. 43–46. (in Russ.)
Kryukov O.V. [Methodology and Tools of Neuro-Fuzzy Prediction of EGCU Condition]. El-ektrotekhnika [Electrical Engineering], 2012, no. 9, pp. 52–57. (in Russ.)
Babichev S.А., Zakharov P.А., Kryukov O.V. [Monitoring of Driven Electric Motors Technical Condition of Gas Compressor Units]. Kontrol. Diag-nostika. [Control. Diagnostics.] 2009, no. 7, pp. 33–39. (in Russ.)
Babichev S.A., Bychkov E.V., Kryukov O.V. Analysis of Technical Condition and Safety of Gas-Pumping Units. Russian Electrical Engineering, 2010, vol. 81, no. 9, pp. 489–494.
Kryukov O.V., Stepanov S.Е., Titov V.G. [Embedded Systems of Electric Motors Technical Condition Monitoring for Energy Safety of Gas Transport]. Energobezopastnost i energosberezhenie [Energy Security and Energy-Saving], 2012, no. 2, pp. 5–10. (in Russ.)
Kryukov O.V., Repin D.G. [On-line Moni-toring Systems of Power Plants for Energy Safety of Compressor Stations]. Gas Industry, 2014, no. 712, pp. 84–90. (in Russ.)
Babichev S.A., Zakharov P.A., Kryukov O.V. Automated Monitoring System for Drive Motors of Gas-Compressor Units. Automation and Remote Con-trol. 2011, v. 72, no. 1, pp. 175–180.
Babichev S.A., Kryukov O.V., Titov V.G. Automated Safety System for Electric Driving Gas Pumping Units. Russian Electrical Engineering. 2010, vol. 81, no. 12, pp. 649–655.
Kryukov O.V. Methodology and Tools for Neuro-Fuzzy Prediction of the Status of Electric Drives of Gas-Compressor Units. Russian Electrical Engineering, 2012, v. 83, no. 9, pp. 516–520.
Milov V.R., Suslov B.A., Kryukov O.V.
Intelligent Management Decisions Support in Gas
Industry. Automation and Remote Control, 2011,
vol. 72, no. 5, pp. 1095–1101.
Kryukov O.V. [Intelligent Electric Drives with IT-Algorithms]. Automation in Industry, 2008, no. 6, pp. 36–39. (in Russ.)
Kryukov O.V., Serebryakov A.V. [Decision-Making Method and System on Prediction of Electric Driven Gas Compressor Units Technical Condition]. Elektrotekhnicheskie Sistemy i Kompleksy [Electrical Systems and Complexes], 2015, no. 4 (29), pp. 35–38. (in Russ.)
Kryukov O.V., Serebryakov A.V. [Synthesis Methods of Embedded Systems of High Voltage Mo-tors Technical Condition Prediction]. Sostoyanie i perspectivy razvitiya elektro- i teplotekhnologii [State -
and Development Prospects of Electrotechnics and Heat Technology] Materials of International Scientific and Technical Conference: XVIII Benardos Readings, Ivanovo, 2015, pp. 69–73. (in Russ.)
Babichev S.А., Zakharov P.А., Kryukov O.V. [Automated On-line Monitoring System of Gas Com-pressor Units Driven Motors]. Automation in Industry, 2009, no. 6, pp. 3–6. (in Russ.)
Babichev S.А., Bychkov Е.V., Kryukov O.V. [Technical Condition and Safety Analysis of Electrical Driven Gas Compressor Units]. Elektrotekhnika [Electrical Engineering]. 2010, no. 9, pp. 30–36. (in Russ.)
Kadin S.N., Kazachenko A.P., Kryukov O.V., Reunov A.V. Questions Related to the Develop¬ment of Metrological Assurance in the Design of Gazprom Facilities. Measurement Techniques, 2011, v. 54, no. 8, pp. 944–952.
Zakharov P.А., Kryukov O.V. [Monitoring and Prediction of UGS CS EGCU Technical Condi-tion]. Gas Industry, 2013, no. 700, pp. 113–119.
(in Russ.)
Babichev S.А., Kryukov O.V., Titov V.G. [Automated Safety System of Electric Driven Gas Compressor Units]. Elektrotekhnika [Electrical Engi-neering], 2010, no. 12, pp. 24–31. (in Russ.)
