Probabilistic model of surface layer removal when grinding brittle non-metallic materials

OBRABOTKAMETALLOV Vol. 23 No. 2 2021 16 TECHNOLOGY 4. Leonesio M., Parenti P., Cassinari A., Bianchi G. , Monn M. A time-domain surface grinding model for dynamic simulation. Procedia CIRP , 2012, vol. 4, pp. 166–171. DOI: 10.1016/j.procir.2012.10.030. 5. Sidorov D., Sazonov S., Revenko D. Building a dynamic model of the internal cylindrical grinding process. Procedia Engineering , 2016, vol. 150, pp. 400–405. DOI: 10.1016/j.proeng.2016.06.739. 6. Zhang N., Kirpitchenko I., Liu D.K. Dynamic model of the grinding process. Journal of Sound and Vibration , 2005, vol. 280, pp. 425–432. DOI: 10.1016/j.jsv.2003.12.006. 7. Ahrens M., Damm J., Dagen M., Denkena B., Ortmaier T. Estimation of dynamic grinding wheel wear in plunge grinding. Procedia CIRP , 2017, vol. 58, pp. 422–427. DOI: 10.1016/j.procir.2017.03.247. 8. Garitaonandia I., Fernandes M.H., Albizuri J. Dynamic model of a centerless grinding machine based on an updated FE model. International Journal of Machine Tools and Manufacture , 2008, vol. 48, pp. 832–840. DOI: 10.1016/j.ijmachtools.2007.12.001. 9. Tawakolia T., Reinecke H., Vesali A. An experimental study on the dynamic behavior of grinding wheels in high ef fi ciency deep grinding. Procedia CIRP , 2012, vol. 1, pp. 382–387. DOI: 10.1016/j.procir.2012.04.068. 10. Jung J., Kim P., Kim H., Seok J. Dynamic modeling and simulation of a nonlinear, non-autonomous grinding system considering spatially periodic waviness on workpiece surface. Simulation Modeling Practice and Theory , 2015, vol. 57, pp. 88–99. DOI: 10.1016/j.simpat.2015.06.005. 11. Yu H., Wang J., Lu Y. Modeling and analysis of dynamic cutting points density of the grinding wheel with an abrasive phyllotactic pattern. The International Journal of Advanced Manufacturing Technology , 2016, vol. 86, pp. 1933–1943. DOI: 10.1007/s00170-015-8262-0. 12. Guo J. Surface roughness prediction by combining static and dynamic features in cylindrical traverse grinding. The International Journal of Advanced Manufacturing Technology , 2014, vol. 75, pp. 1245–1252. DOI: 10.1007/ s00170-014-6189-5. 13. Arriandiaga A., Portillo E., Sanchez J.A., Cabanes I., Pombo I. A new approach for dynamic modeling of energy consumption in the grinding process using recurrent neural networks. Neural Computing and Applications , 2016, vol. 27, pp. 1577–1592. DOI: 10.1007/s00521-015-1957-1. 14. Soler Ya.I. , Le N.V., Si M.D. In fl uence of rigidity of the hardened parts on forming the shape accuracy during fl at grinding. MATEC Web of Conferences , 2017, vol. 129, p. 01076. DOI: 10.1051/matecconf/201712901076. 15. Soler Ya.I., Khoang N.A. [In fl uence of the depth of cut on the height roughness of tools made of U10A steel during surface grinding with cubic boron nitride wheels]. Aviamashinostroenie i transport Sibiri : sbornik materialov IX Vserossiiskoi nauchno-prakticheskoi konferentsii [Aircraft engineering and transport of Siberia. Proceedings of the 9th All-Russian Scienti fi c and Practical Conference]. Irkutsk National Research Technical University. Irkutsk, 2017, pp. 250–254. (In Russian). 16. Novoselov Yu., Bratan S., Bogutsky V., Gutsalenko Yu. Calculation of surface roughness parameters for external cylindrical grinding. Fiabiltate si Durabilitate = Fiability and Durability , 2013, suppl. 1, pp. 5–15. 17. Novoselov Yu.K. Dinamika formoobrazovaniya poverkhnostei pri abrazivnoi obrabotke [Dynamics of surface shaping during abrasive processing]. Sevastopol, SevNTU Publ., 2012. 304 p. ISBN 978-617-612-051-3. 18. Lobanov D.V., Yanyushkin A.S., Arkhipov P.V. Napryazhenno-deformirovannoe sostoyanie tverdosplavnykh rezhushchikh elementov pri almaznom zatachivanii [Stress-strain state of carbide cutting elements during diamond sharpening]. Vektor nauki Tol’yattinskogo gosudarstvennogo universiteta = Vector of sciences. Togliatti State University , 2015, no. 3-1 (33-1). pp. 85–91. DOI: 10.18323/2073-5073-2015-3-85-91. 19. Kassen G., Werner G. Kinematische Kenngrößen des Schleifvorganges [Kinematic parameters of the grinding process]. Industrie-Anzeiger = Industry scoreboard , 1969, no. 87, pp. 91–95. (In German). 20. Bratan S., Roshchupkin S., Kolesov A., Bogutsky B. Identi fi cation of removal parameters at combined grinding of conductive ceramic materials. MATEC Web of Conferences , 2017, vol. 129, p. 01079. DOI: 10.1051/ matecconf/201712901079. 21. Gusev V.V., Moiseev D.A. Iznos almaznogo shlifoval’nogo kruga pri obrabotke keramiki [Wear of a diamond grinding wheel when processing ceramics]. Progressivnye tekhnologii i sistemy mashinostroeniya = Progressive Technologies and Systems of Mechanical Engineering , 2019, no. 4 (67), pp. 25–29. (In Russian). 22. Novoselov Yu., Bratan S., Bogutsky B. Analysis of relation between grinding wheel wear and abrasive grains wear. Procedia Engineering , 2016, vol. 150, pp. 809–814. DOI: 10.1016/j.proeng.2016.07.116. Con fl icts of Interest The authors declare no con fl ict of interest.  2021 The Authors. Published by Novosibirsk State Technical University. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/ ).