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      KCI등재 SCIE

      Application of Fuzzy Logic in the Analysis of Surface Roughness of Thin-Walled Aluminum Parts

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      https://www.riss.kr/link?id=A106494091

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      다국어 초록 (Multilingual Abstract)

      This paper presents the development and application of fuzzy logic in the milling of thin-walled parts for the purpose of analyzing surface roughness. Surface roughness is an important performance indicator of finished components. Depending on conditi...

      This paper presents the development and application of fuzzy logic in the milling of thin-walled parts for the purpose of analyzing surface roughness. Surface roughness is an important performance indicator of finished components. Depending on conditions such as feed ratio and wall thickness, different machining strategies can be applied. The objective was to analyze and determine the influence of the machining conditions on surface roughness. The model for analyzing and determining surface roughness of the aluminum alloy AL 7075 was trained (design rules) and compared by using the experimental data. The average deviation of the compared data for surface roughness was 12.3%. The effect of the feed ratio, wall thickness and machining strategy as well as their interactions in machining are thoroughly analyzed and presented in this study.

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      참고문헌 (Reference)

      1 Zhou, X., "Toolpath dependent chatter suppression in multi-axis milling of hollow fan blades with ball-end cutter" 72 (72): 643-651, 2014

      2 "Thin Wall Machining"

      3 Quintana, G., "Surface roughness monitoring application based on artifi cial neural networks for ball-end milling operations" 22 (22): 607-617, 2011

      4 Sugeno, M., "Structure identifi cation of fuzzy model" 28 (28): 15-33, 1988

      5 "Shoulder milling of thin defl ecting walls"

      6 "Sandvik Coromant"

      7 Hirsch, J., "Recent development in aluminum for automotive applications" 24 : 1995-2002, 2014

      8 Soo-Hyun Park, "Post-machining deformation analysis for virtual machining of thin aluminum alloy parts" 한국정밀공학회 20 (20): 687-691, 2019

      9 Dutta, A., "Optimum process parameters for effi cient and quality thin wall machining using fi refl y algorithm" 1 (1): 3-22, 2017

      10 Yıldız, A. R., "Optimization of thin-wall structures using hybrid gravitational search and Nelder–Mead algorithm" 58 (58): 75-78, 2016

      1 Zhou, X., "Toolpath dependent chatter suppression in multi-axis milling of hollow fan blades with ball-end cutter" 72 (72): 643-651, 2014

      2 "Thin Wall Machining"

      3 Quintana, G., "Surface roughness monitoring application based on artifi cial neural networks for ball-end milling operations" 22 (22): 607-617, 2011

      4 Sugeno, M., "Structure identifi cation of fuzzy model" 28 (28): 15-33, 1988

      5 "Shoulder milling of thin defl ecting walls"

      6 "Sandvik Coromant"

      7 Hirsch, J., "Recent development in aluminum for automotive applications" 24 : 1995-2002, 2014

      8 Soo-Hyun Park, "Post-machining deformation analysis for virtual machining of thin aluminum alloy parts" 한국정밀공학회 20 (20): 687-691, 2019

      9 Dutta, A., "Optimum process parameters for effi cient and quality thin wall machining using fi refl y algorithm" 1 (1): 3-22, 2017

      10 Yıldız, A. R., "Optimization of thin-wall structures using hybrid gravitational search and Nelder–Mead algorithm" 58 (58): 75-78, 2016

      11 Borojevic, S., "Optimization of process parameters for machining of Al 7075 thin-walled structures" 13 (13): 125-135, 2018

      12 Nukman, Y., "Optimization of prediction error in CO 2 laser cutting process by Taguchi artifi cial neural network hybrid with genetic algorithm" 7 (7): 363-370, 2013

      13 Pandian, P., "Optimization and cutting parameters of thin ribs in high speed machining" 2 (2): 62-68, 2013

      14 Fang, N., "Neural network modeling and prediction of surface roughness in machining aluminum alloys" 4 (4): 1-9, 2016

      15 Isaev, A., "Machining of thin-walled parts produced by additive manufacturing technologies" 41 : 1023-1026, 2015

      16 Hrishikesh Das, "Joining and Fabrication of Metal Matrix Composites by Friction Stir Welding/Processing" 한국정밀공학회 5 (5): 151-172, 2018

      17 Baranek, I., "Infl uence of material removal way on thin-walled part quality by milling" 2013 : 414-417, 2013

      18 Izamshah, R., "Hybrid defl ection prediction on machining thin-wall monolithic aerospace components" 226 (226): 592-605, 2012

      19 Scippa, A., "FEM based cutting velocity selection for thin walled part machining" 14 : 287-292, 2014

      20 Jiao, K. R., "Experimental study on surface quality at diff erent milling speed of high volume fraction SiCp/Al thin walled test-piece" 800–801 : 15-19, 2014

      21 Ren, Q., "Experimental and fuzzy modelling analysis on dynamic cutting force in micro milling" 17 (17): 1687-1697, 2013

      22 Huang, X., "Eff ect of initial residual stress and machining-induced residual stress on the deformation of aluminum alloy plate" 61 (61): 131-137, 2015

      23 Popma, M. G. R., "Computer aided process planning for high speed milling of thin-walled parts: strategy-based support" University of Twente

      24 Chandrasekaran, M., "Artifi cial neural network modeling for surface roughness prediction in cylindrical grinding of Al–SiCp metal matrix composites and ANOVA analysis" 9 (9): 59-70, 2014

      25 Hossain, M. S. J., "Artifi cial intelligencebased surface roughness prediction modeling for three-dimensional end milling" 45 (45): 1-18, 2012

      26 Kovac, P., "Application of fuzzy logic and regression analysis for modeling surface roughness in face milling" 24 (24): 755-762, 2013

      27 Mamdani, E. H., "An experiment in linguistic synthesis with a fuzzy logic controller" 7 (7): 1-13, 1975

      28 Tsukamoto, Y., "Advances in fuzzy set theory and applications" Elsevier 137-149, 1979

      29 Kovac, P., "A review of artifi cial intelligence approaches applied in intelligent processes" 15 (15): 1-4, 2012

      30 Ab-Kadir, A., "A comparison of milling cutting path strategies for thin-walled aluminum alloys fabrication" 2 (2): 1-8, 2013

      31 Das, A., "A comparative study on performance of approaches for machining of thin-wall components" 2016

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      학술지 이력
      연월일 이력구분 이력상세 등재구분
      2023 평가예정 해외DB학술지평가 신청대상 (해외등재 학술지 평가)
      2020-01-01 평가 등재학술지 유지 (해외등재 학술지 평가) KCI등재
      2011-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2009-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2008-06-23 학회명변경 영문명 : Korean Society Of Precision Engineering -> Korean Society for Precision Engineering KCI등재
      2006-01-01 평가 등재학술지 선정 (등재후보2차) KCI등재
      2005-05-30 학술지명변경 한글명 : 한국정밀공학회 영문논문집 -> International Journal of the Korean of Precision Engineering KCI등재후보
      2005-05-30 학술지명변경 한글명 : International Journal of the Korean of Precision Engineering -> International Journal of Precision Engineering and Manufacturing
      외국어명 : International Journal of the Korean of Precision Engineering -> International Journal of Precision Engineering and Manufacturing
      KCI등재후보
      2005-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
      2003-07-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
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      기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
      2016 1.38 0.71 1.08
      KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
      0.92 0.85 0.583 0.11
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