Optimization of Warpage on Front Panel Housing Plastic Part Using Response Surface Methodology (RSM) and Genetic Algorithm Method (GA)

被引:0
|
作者
Miza, A. T. N. A. [1 ]
Shayfull, Z. [1 ,2 ]
Noriman, N. Z. [3 ]
Sazli, S. M. [1 ]
Hidayah, M. H. N. [1 ]
Norshahira, R. [1 ]
机构
[1] Univ Malaysia Perlis, Sch Mfg Engn, KampusTetapPauh Putra, Arau 02600, Perlis, Malaysia
[2] Univ Malaysia Perlis, Green Design & Manufacture Res Grp, Ctr Excellence Geopolymer & Green Technol CEGeoGT, Kangar 01000, Perlis, Malaysia
[3] Univ Malaysia Perlis, Fac Technol, Kampus Uniciti Alam Sg Chuchuh, Padang Besar U 02100, Perlis, Malaysia
关键词
D O I
10.1063/1.5066784
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Warpage is one of the common defect that usually occur due to the inappropriate setting factor, material use and complex of mold design. Front panel housing was used as the plastic part that need to minimize their warpage value. The warpage in this study was optimize by using Response Surface Methodology and proceed with the Genetic Algorithm method. The Latin Square orthogonal array was utilise in determine the Design of Experiment method (DOE). The relationship of the parameter setting value and the output response which is warpage was shown in mathematical model obtain from RSM. The DOE and RSM were used to validate the model accuracy while the mathematical model was used in Genetic Algorithm in order to gain the appropriate parameter value of minimize warpage. These two optimization method then being compare with the recommended setting as to gain a better optimization method and parameter values. In addition, a better accuracy and reliability in injection molding process in molding the front panel plastic part can be largely improved in the industry due to an improvement shown in minimising the warpage.
引用
收藏
页数:7
相关论文
共 50 条
  • [31] Minimising Warpage on Side Arm Using Response Surface Methodology (RSM)
    Ain, N.
    Fathullah, M.
    Shayfull, Z.
    Nasir, S. M.
    Hazwan, M. H. M.
    3RD ELECTRONIC AND GREEN MATERIALS INTERNATIONAL CONFERENCE 2017 (EGM 2017), 2017, 1885
  • [32] Plastic Part Optimization for Warpage using Taguchi Method
    Waghulde, K. B.
    Patil, A. A.
    Dhande, K. K.
    PROCEEDINGS OF THE 1ST INTERNATIONAL CONFERENCE ON MECHANICAL AND MATERIALS SCIENCE ENGINEERING: INNOVATION AND RESEARCH-2018 (ICMMSE:IR 2018), 2018, 2018
  • [33] Warpage Optimisation on the Moulded Part using Response Surface Methodology (RSM) and Glowworm Swarm Optimisation (GSO)
    Hazwan, M. H. M.
    Shayfull, Z.
    Sharif, S.
    Nasir, S. M.
    Rashidi, M. M.
    ENGINEERING TECHNOLOGY INTERNATIONAL CONFERENCE 2016 (ETIC 2016), 2017, 97
  • [34] Applying Response Surface Methodology (RSM) in Optimizing Warpage of a Thin Injection Moulded Part
    Yasiin, A.
    Fathullah, M.
    Shayfull, Z.
    Nasir, S. M.
    Hazwan, M. H. M.
    Shazzuan, S.
    3RD ELECTRONIC AND GREEN MATERIALS INTERNATIONAL CONFERENCE 2017 (EGM 2017), 2017, 1885
  • [35] Warpage Optimization on Battery Cover Using Genetic Algorithm (GA)
    Hazwan, M. H. M.
    Shayfull, Z.
    Nawi, M. A. M.
    Ahmad, M.
    Syafiq, Mohamad A. K.
    Roslan, A. M.
    5TH INTERNATIONAL CONFERENCE ON GREEN DESIGN AND MANUFACTURE 2019 (ICONGDM 2019), 2019, 2129
  • [36] Warpage Optimisation in Injection Moulding Process using Response Surface Methodology (RSM)
    Asyirah, B. N.
    Shayfull, Z.
    Nasir, S. M.
    Fathullah, M.
    Rashidi, M. M.
    3RD ELECTRONIC AND GREEN MATERIALS INTERNATIONAL CONFERENCE 2017 (EGM 2017), 2017, 1885
  • [37] Optimization of Shrinkage on Thick Plate Plastic Part by using Genetic Algorithm (GA)
    Norshahira, R.
    Shayfull, Z.
    Hamzah, R.
    Saad, S. M. Sazli
    Hidayah, M. H. N.
    Miza, A. T. N. A.
    GREEN DESIGN AND MANUFACTURE: ADVANCED AND EMERGING APPLICATIONS, 2018, 2030
  • [38] Warpage Optimization on Thin Shell Part (Below 2mm) by using Response Surface Methodology (RSM) and Differential Evolution (DE) Approach
    Syazwani, N.
    Nasir, S. M.
    Fathullah, M.
    Noriman, N. Z.
    Sazli, S. M.
    GREEN DESIGN AND MANUFACTURE: ADVANCED AND EMERGING APPLICATIONS, 2018, 2030
  • [39] FOREBODY OPTIMIZATION USING RESPONSE SURFACE METHODOLOGY WITH GENETIC ALGORITHM
    Kandemir, Omer
    Tuncer, Ismail H.
    PROCEEDINGS OF ASME 2021 INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION (IMECE2021), VOL 6, 2021,
  • [40] Optimal Injection Process Parameter Analysis for Front Panel Housing Using Response Surface Methodology
    Zakaria, N. A.
    Azlan, M. Z.
    Shayfull, Z.
    Roselina, S.
    Nasir, S. M.
    3RD ELECTRONIC AND GREEN MATERIALS INTERNATIONAL CONFERENCE 2017 (EGM 2017), 2017, 1885