Optimizing tensile strength and energy consumption for FDM through Mixed-Integer Nonlinear Multi-objective optimization and design of experiments

被引:2
|
作者
Ramadan, Saleem [1 ]
Altwarah, Qutaiba [2 ]
Abu-Shams, Mohammad [3 ]
Alkurdi, Duha [4 ]
机构
[1] Al Hussein Tech Univ, Sch Engn Technol, Ind Engn Dept, Amman 11831, Jordan
[2] Cent Michigan Univ, Sch Engn & Technol, Mt Pleasant, MI 48859 USA
[3] German Jordanian Univ, Sch Appl Tech Sci, Ind Engn Dept, Amman 11180, Jordan
[4] Univ Michigan Dearborn, Ind & Mfg Syst Engn, Dearborn, MI 48128 USA
关键词
Additive manufacturing; Design of experiments; Taguchi design; Response surface design; Nonlinear Multi-objective optimization; 3D printing; FDM; COMPOSITE CANTILEVER BEAM; PROCESS PARAMETERS;
D O I
10.1016/j.heliyon.2024.e30164
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This study presents a methodology for optimizing key parameters of a fused deposition modeling (FDM) printer to minimize energy consumption (EC) while exceeding a specified tensile strength (TS) threshold. Employing Design of Experiments (DoE) with Taguchi and Response Surface analysis, we identify influential parameters affecting TS and EC. A Mixed-Integer Nonlinear MultiObjective Optimization model is then utilized to balance TS and EC, resulting in optimal parameter values. Validation using fabricated specimens demonstrates less than 5 % error in Tensile Strength and less than 2 % error in Energy Consumption, confirming the efficacy of the proposed methodology.
引用
收藏
页数:13
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