| 基于粒子群算法的数控机床切削力误差实时补偿 |
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| 引用本文： | 吴昊,胡伟,鲁志政,杨建国. 基于粒子群算法的数控机床切削力误差实时补偿[J]. 上海交通大学学报, 2007, 41(10): 1695-1698 |
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| 作者姓名： | 吴昊 胡伟 鲁志政 杨建国 |
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| 作者单位： | 上海交通大学,机械与动力工程学院,上海,200240;上海交通大学,机械与动力工程学院,上海,200240;上海交通大学,机械与动力工程学院,上海,200240;上海交通大学,机械与动力工程学院,上海,200240 |
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| 基金项目： | 全国高等学校优秀博士学位论文作者专项基金;上海市引进技术吸收与创新计划 |
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| 摘 要： | 通过分析数控机床主轴传动系统,推导出主轴伺服电机电流信号与切削力之间的关系,运用BP神经网络理论和粒子群优化算法建立起切削力误差模型,研制出数控机床上的切削力误差实时补偿系统,并通过加工实例对补偿系统进行了验证.结果表明:所建的切削力误差模型具有鲁棒性强和精度高的特点;切削力误差实时补偿系统使用方便,应用性强.
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| 关 键 词： | 粒子群优化算法 切削力误差 实时补偿 |
| 文章编号： | 1006-2467（2007）10-1695-04 |
| 修稿时间： | 2006-10-12 |
The Real-Time Compensation of Cutting Force-Induced Errors on NC Turning Center Based on Particle Swarm Optimization |
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| WU Hao,HU Wei,LU Zhi-zheng,YANG Jian-guo. The Real-Time Compensation of Cutting Force-Induced Errors on NC Turning Center Based on Particle Swarm Optimization[J]. Journal of Shanghai Jiaotong University, 2007, 41(10): 1695-1698 |
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| Authors: | WU Hao HU Wei LU Zhi-zheng YANG Jian-guo |
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| Affiliation: | School of Mechanical Eng. , Shanghai Jiaotong Univ. , Shanghai 200240, China |
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| Abstract: | The relationship between cutting forced-induced errors and the spindle motor current was analyzed based on kinematic chain of NC machine tools,and then the cutting force-induced error model was constructed using BP neural network and particle swarm optimization.The cutting force-induced error compensation system was developed based on the cutting force-induced error model and verified through a machining experiment.The neural network modeling has better compensating effect and is more robust.The compensation system is of importance to precision manufacturing industry. |
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| Keywords: | particle swarm optimization cutting forced-induced error real-time compensation |
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