Abstract
The application of a controlled electric drive for a chipper machine has been investigated. This allows controlling the cutting speed and torque, ensures the production of high quality wood chips and reduces electricity consumption. Regulating the motor torque and speed based on fuzzy logic improves the drive characteristics. Implementing a multi cascade principle in the design of the fuzzy controller enables accounting for operating modes and load parameters. The aim of the research work is to investigate the possibility of stabilizing the cutting speed and torque of a disc chipper machine by using an electric drive with fuzzy logic-based control, as well as to evaluate the energy efficiency of the developed electric drive. The study of the chipper machine electric drive was conducted in the MATLAB environment using a developed simulation model. A mathematical model of the load was constructed and analyzed, taking into account the varying parameters of the controlled object. The choice of a direct torque control algorithm for stabilizing the cutting process was justified. It was found that the use of a controlled electric drive allows stabilizing the motor speed and torque under abruptly varying loads and reducing power consumption. It was demonstrated that introducing fuzzy control into the inner loop of the control system reduces torque ripples in a direct torque control system. In addition, accounting for the electric drive operating modes by enhancing the fuzzy controller in the speed loop stabilizes the cutting speed and torque under changing working conditions, thereby improving the quality of the final product. A comparison of the simulation results showed a reduction in power consumption when using a controlled electric drive compared to an uncontrolled one, as well as when applying fuzzy control compared to a classical direct torque control system.
Keywords
DTC, fuzzy logic controller, induction machine, disc chipper, electric drive control system, energy efficiency.
1. Basharin A.V., Novikov V.A., Sokolovsky G.G. Upravlenie elektroprivodami [Electric Drive Control]. Leningrad, Energoizdat Publ., 1982. 392 p. (In Russian)
2. Usoltsev A.A. Chastotnoe upravlenie asinkhronnymi dvigatelyami: Uchebnoe posobie [Frequency Control of Asynchronous Motors: Study Guide]. Saint Petersburg, SPbGU ITMO Publ., 2006. 94 p. (In Russian)
3. Rushnov N.P., Litsman E.P., Pryakhin E.A. Rubitelnye mash-iny [Chippers]. Moscow, Timber Industry Publ., 1985. 208 p. (In Russian)
4. Vasiliev S.B., Patyakin V.I., Shegelman I.R. Proizvodstvo schepy na predpriyatiyakh lesnogo kompleksa: ucheb. posobie [Wood Chip Production at Forest Industry Enterprises: Study Guide]. Saint Petersburg, SPbLTA Publ., 2002. 68 p. (In Russian)
5. Goncharov V.N., Gauze A.A., Avvakumov M.V. Osnovy teorii i rascheta oborudovaniya dlya podgotovki bumazhnoy massy. Chast 2. Rubitelnye mashiny: ucheb. posobie [Funda-mentals of Theory and Calculation of Equipment for Paper Stock Preparation. Part 2. Chippers: Study Guide]. Saint Pe-tersburg, SPbGTURP Publ., 2012. 50 p. (In Russian)
6. Soloviev V.A., Malyukova A.I. Development of a Mathemat-ical Model of the Cutting Process in a Chipper. Uchenye zapiski Komsomolskogo na Amure gosudarstvennogo tekhnicheskogo universiteta [Scholarly Notes of Komsomolsk-na-Amure State Technical University], 2021, no. 5(53), pp. 47–51. (In Russian)
7. Chernykh I.V. Modelirovanie elektrotekhnicheskikh ustroystv v MATLAB, SimPowerSystems i Simulink [Modeling of Elec-trical Devices in MATLAB, SimPowerSystems and Sim-ulink]. Moscow, Piter Publ., 2008. 290 p. (In Russian)
8. Dorf R., Bishop R. Sovremennye sistemy upravleniya [Mod-ern Control Systems]. Moscow, Laboratory of Basic Knowledge Publ., 2002. 831 p. (In Russian)
9. State Standard 15815-83. Technological Wood Chips. Tech-nical Specifications (with Amendments Nos. 1, 2): State Standard of the USSR. Moscow, Gosstandart Rossii Publ., 1992. 15 p. (In Russian)
10. Vasiliev S.B., Devyatnikova L.A., Kolesnikov G.N., Si-monova I.V. Tekhnologicheskie resheniya dlya realizatsii po-tentsiala resursosberezheniya pri pererabotke kruglykh leso-materialov na shchepu [Technological Solutions for Realizing the Resource Saving Potential in Processing Round Timber into Wood Chips]. Petrozavodsk, Petrozavodsk State University Publ., 2013. 92 p. (In Russian)
11. Fokin S.V. On the Influence of Chipper Disc Rotational Speed on the Efficiency of a Machine for Chipping Logging Residues. Aktualnye napravleniya nauchnykh issledovaniy XXI veka: teoriya i praktika [Actual Directions of Scientific Researches of the XXI Century: Theory and Practice], 2014, vol. 2, no. 5-3(10-3), pp. 160–163. (In Russian). doi: 10.12737/6951
12. Kozyaruk A.E., Vasiliev B.Yu. Methods and Tools for Im-proving Energy Efficiency of Machines and Technologies with Asynchronous Electric Drives. Vestnik Yuzhno Uralskogo gosudarstvennogo universiteta. Seriya: Energetika [Bulletin of South Ural State University. Series "Power Engineering"], 2015, no. 1, pp. 47–53. (In Russian). doi: 10.14529/power150106
13. Sokolovsky G.G. Elektroprivody peremennogo toka s chastotnym regulirovaniem [AC Drives with Frequency Con-trol]. Moscow, Akademiya Publ., 2006. 265 p. (In Russian)
14. Kozyaruk A.E., Rudakov V.V. Mathematical Model of Direct Torque Control System for Asynchronous Electric Drive. Elektrotekhnika [Electrical Engineering], 2005, no. 9, pp. 8–14. (In Russian)
15. Vasiliev B.Yu. Efficiency of AC Drive Control with Direct Torque Control. Izvestiya vysshikh uchebnykh zavedeniy. El-ektromekhanika [Bulletin of Universities. Electrical Engi-neering], 2014, no. 1, pp. 71–75. (In Russian)
16. Oshchepkov A.Yu. Sistemy avtomaticheskogo upravleniya: teoriya, primenenie, modelirovanie v MATLAB [Automatic Control Systems: Theory, Application, Modeling in MATLAB]. 6th ed. Saint Petersburg, Lan Publ., 2025. 208 p. (In Russian)
17. Makarov A.M., Sergeev A.S., Krylov E.G., Serdobintsev Yu.P. Sistemy upravleniya avtomatizirovannym elektro-privodom peremennogo toka [Control Systems for Automated AC Drives]. Volgograd, Volgograd State Technical University Publ., 2016. 192 p. (In Russian)
18. Lokhin V.M., Romanov M.P. Intelligent Control Systems as a Promising Platform for Developing Next Generation Equip-ment. Vestnik MGTU MIREA [Herald of MSTU MIREA], 2014, no. 1(2), pp. 1–24. (In Russian)
19. Rutkowska D., Pilinski M., Rutkowski L. Neyronnye seti, geneticheskie algoritmy i nechetkie sistemy [Neural Networks, Genetic Algorithms, and Fuzzy Systems]. Moscow, Hot Line Telekom Publ., 2013. 384 p. (In Russian)
20. Khizhnyakov Yu.N. Nechetkoe, neyronnoe i gibridnoe uprav-lenie [Fuzzy, Neural, and Hybrid Control]. Perm, PNIPU Publ., 2013. 303 p. (In Russian)
21. Soloviev V.A., Cherny S.P. Iskusstvennyy intellekt v zadachakh upravleniya. Intellektualnye sistemy upravleniya tekhnologicheskimi protsessami [Artificial Intelligence in Control Problems. Intelligent Control Systems for Technolog-ical Processes]. Komsomolsk on Amur, GOUVPO "KnAG-TU" Publ., 2006. 74 p. (In Russian)
22. Kudinov Yu.I., Pashchenko F.F., Kudinov I.Yu., Pashchenko A.F. Nechetkoe modelirovanie i upravlenie v tekhnicheskikh sistemakh [Fuzzy Modeling and Control in Technical Sys-tems]. Saint Petersburg, Lan Publ., 2022. 208 p. (In Russian)
23. Pegat A. Nechetkoe modelirovanie i upravlenie [Fuzzy Mod-eling and Control]. Moscow, BINOM. Laboratory of Knowledge Publ., 2013. 798 p. (In Russian)
24. Pupkov K.A., Egupov N.D. Metody klassicheskoy i sov-remennoy teorii avtomaticheskogo upravleniya. T.5. Metody sovremennoy teorii avtomaticheskogo upravleniya [Methods of Classical and Modern Automatic Control Theory. Vol. 5. Methods of Modern Automatic Control Theory]. Moscow, Publishing House of MGTU im. N.E. Baumana Publ., 2004. 784 p. (In Russian)
25. Danilova M.G., Serov M.Yu., Bogadevich D.I., Cheremnykh I.S., Knyazev I.S. Modeling of Direct Torque Control System for Asynchronous Motor with Fuzzy Logic Controller in Simulink. Inzhenernyy vestnik Dona [Engineering Journal of Don], 2017, no. 2(45), p. 83. (In Russian)
26. Danilova M.G., Chernyshov S.Yu., Sidorov E.N., Osnovin M.S. Modeling of Asynchronous Drive with Fuzzy Direct Torque Control in Simulink. Inzhenernyy vestnik Dona [En-gineering Journal of Don], 2014, no. 3(30), p. 3. (In Russian)
27. Cherny S.P., Soloviev V.A., Buzikaeva A.V., Sukhorukov S.I. One Approach to Modeling a Two Stage Fuzzy Control System for DC Drive with Two Zone Speed Control. El-ektrotekhnicheskie sistemy i kompleksy [Electrotechnical Sys-tems and Complexes], 2022, no. 2(55), pp. 32–39. (In Russian). doi: 10.18503/2311-8318-2022-2(55)-32-39
28. Cherny S.P. Teoriya i praktika razvitikh nechetkikh algoritmov v upravlenii tekhnologicheskimi protsessami Doct. Diss. [Theory and Practice of Advanced Fuzzy Algorithms in Pro-cess Control. D.Sc. Diss.]. 2024. 390 p. (In Russian)
29. Bjurulf A. Chip Geometry. Methods to Impact the Geometry of Market Chips. Uppsala, Swedish University of Agricultural Sciences Publ., 2006. 43 p.
30. Rubtsov Yu.V. Influence of Negative Temperature on the Fractional Composition of Wood Chips. Mekhanicheskaya obrabotka drevesiny [Wood Working Industries], 1981, no. 5, pp. 11–12. (In Russian)
31. Aliyarova R.S. Proizvodstvo drevesiny neobrabotannoy v Rossiyskoy Federatsii (mesyachnye dannye – s 2017 go-da). [Production of Untreated Wood in the Russian Federation (Monthly Data from 2017)]. Electronic resource. Federal State Statistics Service. Available at: https://rosstat.gov.ru/storage/mediabank/Les_mes_2017-2024.xlsx (accessed 5 December 2025). (In Russian)
32. Popov M.M., Stelmashchuk S.V. Disc Chipper as an Automa-tion Object. Materialy vserossiyskoy nauchno tekhnicheskoy konferentsii studentov i aspirantov "Nauchno tekhnicheskoye tvorchestvo aspirantov i studentov" [Proceedings of the All Russian Scientific and Technical Conference of Students and Postgraduates "Scientific and Technical Creativity of Postgraduates and Students"]. Komsomolsk on Amur, Kom-somolsk on Amur State Technical University Publ., 2018, pp. 409–414. (In Russian)
33. Dubenko I.M., Malyukova A.I. Fuzzy approach to controlling the electric drive of a chipping machine. Materialy VII Vse-rossiyskoy natsionalnoy nauchnoy konferentsii molodykh uchonykh "Molodezh i nauka: aktualnye problemy fundamen-talnykh i prikladnykh issledovaniy" [Proceedings of the VII All Russian National Scientific Conference of Young Scien-tists "Youth and science: current problems of fundamental and applied research"]. Komsomolsk on Amur, Komso-molsk on Amur State Technical University Publ., 2024, pp. 167–169. (In Russian)
34. Leonenkov A.V. Nechetkoe modelirovanie v srede MATLAB i fuzzyTECH [Fuzzy Modeling in MATLAB and fuzzyTECH]. Saint Petersburg, BKhV Peterburg Publ., 2005. 736 p. (In Russian)
35. Buzikaeva A.V., Cherny S.P. Analysis of Multi Stage Sugeno and Mamdani Fuzzy Controllers in the Outer Loop for AC Drive Control Systems. Uchenye zapiski Komso-molskogo na Amure gosudarstvennogo tekhnicheskogo uni-versiteta [Scholarly Notes of Komsomolsk na Amure State Technical University], 2020, no. 7(47), pp. 76–84. (In Russian)
36. Braslavsky I.Ya., Ishmatov Z.Sh., Polyakov V.N. Energos-beregayushchiy asinkhronnyy elektroprivod [Energy Saving Asynchronous Electric Drive]. Moscow, Academia Publ., 2004. 248 p. (In Russian)
Malyukova A.I. Principles of Constructing Disk Chipper Electric Drive Fuzzy Control Systems. Elektrotekhniches-kie sistemy i kompleksy [Electrotechnical Systems and Complexes], 2026, no. 2(71), pp. 26-34. (In Russian). https://doi.org/10.18503/2311-8318-2026-2(71)-26-34
