OPTIMIZING TIME-CONSTRAINED MULTI-OBJECTIVE PROCESS PARAMETERS FOR THIN-WALLED MARAGING STEELS MANUFACTURED By LASER POWDER BED FUSION (LPBF)

被引:0
|
作者
Song, Yeo-Ul [1 ]
Song, Byeong Uk [2 ]
Choi, Joon Phil [3 ]
Jung, Min-Kyo [3 ]
Ha, Taeho [3 ]
Lee, Pil-Ho [3 ]
机构
[1] Korea Inst Machinery & Mat, Dept Ind Machinery DX, 156 Gajeongbuk Ro, Daejeon 34103, South Korea
[2] Korea Adv Inst Sci & Technol, Daejeon, South Korea
[3] Korea Inst Machinery & Mat, Dept 3D Printing, 156 Gajeongbuk Ro, Daejeon 34103, South Korea
基金
新加坡国家研究基金会;
关键词
Additive manufacturing; Machine learning; Multi-objective optimization; LPBF (Laser Powder Bed Fusion); OPTIMIZATION;
D O I
10.24425/amm.2024.149753
中图分类号
TF [冶金工业];
学科分类号
0806 ;
摘要
Additive manufacturing is an innovative manufacturing process that enables complex topological structures and low-volume, high-variety production. One of the major adaptations of this method is in the tire industry. Thin-walled sipes slit the tires to improve drainage and traction. The material properties of thin-walled structures manufactured by additive manufacturing are different and more sensitive than those of conventional cube-shaped specimens. Thin-walled maraging steel specimens are considered to be able to model the relationship between the process parameters and the properties of the sipes adequately. Tire sipes are made of maraging steel. Maraging steels are a class of low-carbon high-alloy martensitic steel generally providing high strength, ductility, and good fracture toughness. In particular, these alloys exhibit a good combination of strength and toughness at elevated temperatures, which has been desirable for applications in aerospace and tooling. In order to consider productivity, multi-objective process parameter optimization with a build-time-constrained model is proposed.
引用
下载
收藏
页码:395 / 400
页数:6
相关论文
共 13 条
  • [1] Multi-fidelity Gaussian process modeling of a thin-walled structure for laser powder bed fusion (LPBF) process window
    Song, Yeo-Ul
    Song, Byeong Uk
    Jung, Min-Kyo
    Lee, Changwoo
    Choi, Joon Phil
    Lee, Ikjin
    JOURNAL OF MANUFACTURING PROCESSES, 2024, 127 : 107 - 114
  • [2] The Dimensional Accuracy of Thin-Walled Parts Manufactured by Laser-Powder Bed Fusion Process
    Tomas, Josef
    Hitzler, Leonhard
    Koeller, Marco
    von Kobylinski, Jonas
    Sedlmajer, Michael
    Werner, Ewald
    Merkel, Markus
    JOURNAL OF MANUFACTURING AND MATERIALS PROCESSING, 2020, 4 (03):
  • [3] Warpage Analysis and Control of Thin-Walled Structures Manufactured by Laser Powder Bed Fusion
    Lu, Xufei
    Chiumenti, Michele
    Cervera, Miguel
    Tan, Hua
    Lin, Xin
    Wang, Song
    METALS, 2021, 11 (05)
  • [4] Thin-Walled Commercially Pure Titanium Structures: Laser Powder Bed Fusion Process Parameter Optimization
    Depboylu, Fatma Nur
    Yasa, Evren
    Poyraz, Ozgur
    Korkusuz, Feza
    MACHINES, 2023, 11 (02)
  • [5] Achieving Triply Periodic Minimal Surface Thin-Walled Structures by Micro Laser Powder Bed Fusion Process
    Qu, Shuo
    Ding, Junhao
    Song, Xu
    MICROMACHINES, 2021, 12 (06)
  • [6] Multi-scale modeling for prediction of residual stress and distortion in Ti-6Al-4V semi-circular thin-walled parts additively manufactured by laser powder bed fusion (LPBF)
    Abarca, Manuel Jimenez
    Darabi, Roya
    de Sa, Jose Cesar
    Parente, Marco
    Reis, Ana
    THIN-WALLED STRUCTURES, 2023, 182
  • [7] Multi-objective optimization of build orientation considering support structure volume and build time in laser powder bed fusion
    Gunaydin, Ahmet Can
    Yildiz, Ali Riza
    Kaya, Necmettin
    MATERIALS TESTING, 2022, 64 (03) : 323 - 338
  • [8] Multi-objective robust parameter optimization using the extended and weighted k-means (EWK-means) clustering in laser powder bed fusion (LPBF)
    Baek, Adrian Matias Chung
    Park, Eunju
    Seong, Minkyu
    Koo, Jageon
    Jung, Im Doo
    Kim, Namhun
    EXPERT SYSTEMS WITH APPLICATIONS, 2024, 236
  • [9] Effects of process parameters and geometry on dimensional accuracy and surface quality of thin strut heart valve frames manufactured by laser powder bed fusion
    Zhao, Xiao
    Liang, Anqi
    Bellin, Matteo
    Bressloff, Neil W.
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2024, 133 (1-2): : 543 - 557
  • [10] Effects of process parameters and geometry on dimensional accuracy and surface quality of thin strut heart valve frames manufactured by laser powder bed fusion
    Zhao, Xiao
    Liang, Anqi
    Bellin, Matteo
    Bressloff, Neil W.
    International Journal of Advanced Manufacturing Technology, 1600, 133 (1-2): : 543 - 557