20.500.12556/RUL-128323 Optimization of the internal roller burnishing process for energy reduction and surface properties Optimizacija energijske učinkovitosti in površinskih lastnosti pri notranjem glajenju Improving the surface quality after burnishing operation has been the subject of various published investigations. Unfortunately, the trade-off analysis between the energy consumption and surface characteristics of the internal burnishing has been not addressed due to the expensive cost and huge efforts required. The objective of the present work is to optimize burnishing factors, including the spindle speed, burnishing feed, depth of penetration, and the number of rollers for minimizing the energy consumed in the burnishing time, as well as surface roughness and maximizing Rockwell hardness. An adaptive neuro-based-fuzzy inference system (ANFIS) was used to develop burnishing objectives in terms of machining parameters. The optimization outcomes were selected using an evolution algorithm, specifically the non-dominated sorting particle swarm optimization (NSPSO). The results of the proposed ANFIS models are significant and can be employed to predict response values in industrial applications. The optimization technique comprising the ANFIS and NOPSO is a powerful approach to model burnishing performances and select optimal parameters as compared to the trial and error method as well as operator experience. Finally, the optimal solution can help to achieve the improvements in the energy consumed by 16.3 %, surface roughness by 24.3 %, and Rockwell hardness by 4.0 %, as compared to the common values. roller burnishing energy reduction roughness Rockwell hardness optimization notranje glajenje raba energije površinska hrapavost trdota po Rockwellu optimizacija true false true Angleški jezik Slovenski jezik Članek v reviji 2021-07-08 13:18:00 2021-07-08 13:18:03 2025-03-12 09:57:43 0000-00-00 00:00:00 2021 0 0 Str.167-179 no. 4 Vol. 67 Apr. 2021 0000-00-00 Zaloznikova Objavljeno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 621.923.7 0039-2480 10.5545/sv-jme.2021.7106 69706499 RAZ_Nguyen_Trung_Thanh_2021.pdf RAZ_Nguyen_Trung_Thanh_2021.pdf 1 346A043922164C9E0C8D1A022D5387FB f5ce9e0fde8e19610e0d5b92ae36d026df253182652374642e8047f112c65268 cd68a734-dfde-11eb-a523-00155dcfd717 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=145032 https://www.sv-jme.eu/sl/article/optimization-of-the-internal-burnishing-operation-for-energy-efficiency-and-surface-properties/ 1 08e52ee4-dfde-11eb-a523-00155dcfd717 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=145029 Fakulteta za strojništvo Strojniški vestnik 0 0 0