镍基单晶高温合金飞秒激光螺旋钻削:加工参数对微孔几何特性的影响

IF 2.8 3区 工程技术 Q2 ENGINEERING, MANUFACTURING
C. Yin, Z. Wu, Y. Dong, Y. You, T. Liao
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引用次数: 4

摘要

激光微孔加工在工业上得到了广泛的应用。许多激光加工参数都会影响加工效果。微孔几何形状与激光加工参数之间的关系尚未得到准确的确定。本文通过飞秒激光钻削镍基单晶高温合金(DD6)材料的实验,确定了激光单脉冲能量、旋转速率、向下聚焦速率等参数与微孔直径、圆度等几何特性之间的关系。通过正交试验确定了综合影响因素对微孔几何特性的影响。在对实验进行分析后,利用反向传播神经网络对实验结果进行建模,建立了激光参数与微孔几何形态之间的映射关系。利用反向传播神经网络建立的模型可以获得准确的预测结果,并且对微孔直径的预测优于对圆度的预测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Femtosecond laser helical drilling of nickel-base single-crystal super-alloy: Effect of machining parameters on geometrical characteristics of micro-holes
Laser micro-hole processing has been widely used in industry. Many laser processing parameters can affect the processing results. The relationship between the geometrical shapes of micro-holes and the laser processing parameters has not been determined accurately. In this paper, experiments on the femtosecond laser drilling of the nickel-base single-crystal super-alloy (DD6) materials were conducted to determine the relationship between the parameters, such as the laser single-pulse energy, rotation rate, and down-ward focus rate, and the geometrical characteristics of the micro-holes, such as the diameter, and roundness. A group of orthogonal experiments were conducted to determine the effects of the comprehensive influencing factors on the geometrical characteristics of the micro-holes. After the experiments were conducted and analysed, the experimental results were modelled by a backpropagation neural network, and the mapping relationship between the laser parameters and the geometrical morphologies of the micro-holes was constructed. The model established by the backpropagation neural network could obtain accurate prediction results, and the predictions of the diameters of the micro-holes were better than those of the roundness.
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来源期刊
Advances in Production Engineering & Management
Advances in Production Engineering & Management ENGINEERING, MANUFACTURINGMATERIALS SCIENC-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
5.90
自引率
22.20%
发文量
19
期刊介绍: Advances in Production Engineering & Management (APEM journal) is an interdisciplinary international academic journal published quarterly. The main goal of the APEM journal is to present original, high quality, theoretical and application-oriented research developments in all areas of production engineering and production management to a broad audience of academics and practitioners. In order to bridge the gap between theory and practice, applications based on advanced theory and case studies are particularly welcome. For theoretical papers, their originality and research contributions are the main factors in the evaluation process. General approaches, formalisms, algorithms or techniques should be illustrated with significant applications that demonstrate their applicability to real-world problems. Please note the APEM journal is not intended especially for studying problems in the finance, economics, business, and bank sectors even though the methodology in the paper is quality/project management oriented. Therefore, the papers should include a substantial level of engineering issues in the field of manufacturing engineering.
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