Optimisation of machining parameters for CNC turned cylindrical components using genetic algorithms

Bhaskar Naithani; Santram Chauhan

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Optimisation of machining parameters for CNC turned cylindrical components using genetic algorithms

机译：使用遗传算法优化数控车削圆柱零件的加工参数

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The present paper formulates a model based upon minimum unit production cost criterion for optimisation of machining parameters (i.e., feed, cutting speed and depth of cut) of cylindrical turned components in computer numerical control (CNC) machines. An evolutionary computational technique, i.e., genetic algorithm is applied for the optimisation of non-linear, highly constraint function. The present approach considers multi pass turning, including roughing and finishing operations. Due to deficiency in earlier models because of consideration of limited machining operations only, the present work is an attempt to conglomerate a total of eight machining operations like, straight turning, facing, circular turning, taper turning, threading, grooving, drilling and boring into one model.

机译：本文基于最小单位生产成本标准制定了一个模型，用于优化计算机数控（CNC）机器中的圆柱形车削零件的加工参数（即进给，切削速度和切削深度）。进化计算技术，即遗传算法被应用于非线性，高度约束函数的优化。本方法考虑了多道车削，包括粗加工和精加工。由于仅考虑有限的加工操作而导致早期模型的不足，因此本工作试图将总共八种加工操作（例如，直车削，端面铣削，圆弧车削，圆锥车削，螺纹加工，开槽，钻孔和镗削）合并在一起一种模式。

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来源
《International Journal of Computer Aided Engineering and Technology》 |2014年第4期|404-429|共26页
作者
Bhaskar Naithani; Santram Chauhan;
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作者单位

Department of Mechanical Engineering, NIT Hamirpur, HP 177005, India;

Department of Mechanical Engineering, NIT Hamirpur, HP 177005, India;

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原文格式 PDF
正文语种 eng
中图分类
关键词
optimisation; genetic algorithm; machining parameters;

机译：优化;遗传算法加工参数;

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1. Machining parameters optimisation for turning cylindrical stock into a continuous finished profile using genetic algorithm (GA) and simulated annealing (SA) [J] . R. Saravanan, P. Asokan, K. Vijayakumar The International Journal of Advanced Manufacturing Technology . 2003,第1期

机译：使用遗传算法（GA）和模拟退火（SA）优化将圆柱形坯料转变为连续成品轮廓的加工参数
2. A hybrid-coded genetic algorithm based optimisation of non-productive paths in CNC machining [J] . J. C. Chen, T. X. Zhong The International Journal of Advanced Manufacturing Technology . 2002,第3期

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3. Process parameters optimisation of CNC drilling operation using genetic algorithm [J] . Ruben Phipon, B. B. Pradhan International Journal of Machining and Machinability of Materials . 2012,第1a2期

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4. INVESTIGATION OF MACHINING PARAMETERS IN CNC TURNING OF EN3 LOW CARBON STEEL USING GENETIC ALGORITHM AND RESPONSE SURFACE METHODOLOGY [C] . R. RAVI KUMAR, M. MOHAMED ABDUL HAFEEZ, K. VELMANIRAJAN, International Mechanical Engineering Congress . 2014

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5. A Study of Comparing CAD/CAM Simulated Machining Time with Practical CNC Machining Time and the Influence of the Parameter Setting in CNC [D] . Wan, Jinming. 2018

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6. Optimisation of a machine learning algorithm in human locomotion using principal component and discriminant function analyses [O] . Maria Bisele, Martin Bencsik, Martin G. C. Lewis, 2011

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Optimisation of machining parameters for CNC turned cylindrical components using genetic algorithms

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