APPLIED LASER, Volume. 44, Issue 10, 1(2024)

Optimization of Selective Laser Melt Parameters Based on Response Surface Method and Support Vector Machine Model

Liu Yude, Gao Yuchun, Shi Wentian, Lin Yuxiang, and Jia Shilong
Author Affiliations
  • School of Artificial Intelligence, Beijing Technology and Business University, Beijing 100048, China
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    References(17)

    [3] [3] LEE J D, RA H Y, HONG K T, et al. Analysis of deposition phenomena and residual stress in plasma spray coatings[J]. Surface and Coatings Technology, 1992, 56(1): 27-37.

    [4] [4] GHOSH S, CHOI J. Three-dimensional transient finite element analysis for residual stresses in the laser aided direct metal/material deposition process[J]. Journal of Laser Applications, 2005, 17(3): 144-158.

    [5] [5] THOMAS A, GABE G, ALAA E, et al. Laser pre-sintering for Denudation Reduction in the Laser Powder Bed Fusion Additive Manufacturing of Ti-6Al-4V Alloy[J]. Additive Manufacturing, 2021, 7(6):1395-1422.

    [7] [7] MONDAL S, BANDYOPADHYAY A, PAL P K. Application of artificial neural network for the prediction of laser cladding process characteristics at Taguchi-based optimized condition[J]. The International Journal of Advanced Manufacturing Technology, 2014, 70(9): 2151-2158.

    [10] [10] LEUNG C L A, TOSI R, MUZANGAZA E, et al. Effect of preheating on the thermal, microstructural and mechanical properties of selective electron beam melted Ti-6Al-4V components[J]. Materials & Design, 2019, 174: 107792.

    [11] [11] SHI W T, LI J H, JING Y L, et al. Combination of scanning strategies and optimization experiments for laser beam powder bed fusion of Ti-6Al-4V titanium alloys[J]. Applied Sciences, 2022, 12(13): 6653.

    [16] [16] HANZL P, ZETEK M, BAKA T, et al. The influence of processing parameters on the mechanical properties of SLM parts[J]. Procedia Engineering, 2015, 100(C):1405-1413.

    [17] [17] CAO L. Mesoscopic-scale numerical investigation including the influence of scanning strategy on selective laser melting process[J]. Computational Materials Science, 2021, 189: 110263.

    [18] [18] LIU Y D, ZHOU Y S, SHI W T, et al. Experimental research on variable parameter forming process for forming specimen of TC4 titanium alloy by selective laser melting[J]. Materials, 2022, 15(18): 6408.

    [22] [22] ALI H, GHADBEIGI H, MUMTAZ K. Effect of scanning strategies on residual stress and mechanical properties of Selective Laser Melted Ti6Al4V[J]. Materials Science and Engineering: A, 2018, 712: 175-187.

    [23] [23] PARRY L, ASHCROFT I A, WILDMAN R D. Understanding the effect of laser scan strategy on residual stress in selective laser melting through thermo-mechanical simulation[J]. Additive Manufacturing, 2016, 12: 1-15.

    [25] [25] ZOU S, XIAO H, YE F, et al. Numerical analysis of the effect of the scan strategy on the residual stress in the multi-laser selective laser melting[J]. Results in Physics, 2020, 16:103005.

    [26] [26] YU W H, SING S L, CHUA C K, et al. Influence of re-melting on surface roughness and porosity of AlSi10Mg parts fabricated by selective laser melting[J]. Journal of Alloys and Compounds, 2019, 792:574-581.

    [27] [27] YUN J O, YANG Y S. Analysis of Temperature distribution and residual stress in deposition process of metal droplet by using laser beam[J]. Journal of the Korean Society for Precision Engineering, 2005, 22(3):187-193.

    [28] [28] AHMADI A, MIRZAEIFAR R, MOGHADDAM N S, et al. Effect of manufacturing parameters on mechanical properties of 316L stainless steel parts fabricated by selective laser melting: A computational framework[J]. Materials & Design, 2016, 112: 328-338.

    [29] [29] ZHENG X G, LI J X, YANG Q Y, et al. Prediction method of mechanical state of high-voltage circuit breakers based on LSTM-SVM[J]. Electric Power Systems Research, 2023, 218: 109224.

    [30] [30] HASHIM F A, HUSSIEN A G. Snake Optimizer: A novel meta-heuristic optimization algorithm[J]. Knowledge-Based Systems, 2022, 242: 108320.

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    Liu Yude, Gao Yuchun, Shi Wentian, Lin Yuxiang, Jia Shilong. Optimization of Selective Laser Melt Parameters Based on Response Surface Method and Support Vector Machine Model[J]. APPLIED LASER, 2024, 44(10): 1

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    Paper Information

    Received: Mar. 5, 2023

    Accepted: Mar. 11, 2025

    Published Online: Mar. 11, 2025

    The Author Email:

    DOI:10.14128/j.cnki.al.20244410.001

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