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基于多目标灰狼算法的H13模具钢铣削工艺优化研究
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作者 卢相林 江小辉 +3 位作者 汪龙 郭淼现 罗超 林志俭 《运筹与模糊学》 2023年第2期1072-1081,共10页
模具产品在结构上多为复杂型腔,具有高精度、多特征、难加工等特点,而在模具加工有着显著优势的高速铣削加工,最优的铣削工艺参数选择影响着工件的生产效率、表面质量。首先采用了正交试验设计方法,开展了H13模具钢铣削试验,对结果进行... 模具产品在结构上多为复杂型腔,具有高精度、多特征、难加工等特点,而在模具加工有着显著优势的高速铣削加工,最优的铣削工艺参数选择影响着工件的生产效率、表面质量。首先采用了正交试验设计方法,开展了H13模具钢铣削试验,对结果进行了极差分析,并采用GA-BP神经网络构建了表面粗糙度预测模型;其次,以建立的GA-BP表面粗糙度预测模型和材料去除率为目标函数,相关工艺参数为主要优化变量,基于多目标灰狼优化算法,建立多目标铣削参数优化模型。结果表明,铣削工艺参数对表面粗糙度的影响敏感性排序为:主轴转速 > 切宽 > 进给速度 > 切削深度;所建立的GA-BP神经网络预测模型能够有效预测加工表面粗糙度,平均相对误差为8.72%;并通过实例验证了优化的工艺参数,对比优化前,材料去除率提高了40.1%,表面粗糙度降低了36.4%,加工时间减少了29.3%。 展开更多
关键词 模具钢铣削 GA-BP神经网络 多目标优化 灰狼优化算法
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EXPERIMENT OF OPTIMUM GEOMETRY STRUC-TURE OF MILLING TOOLS FOR HARDENED STEEL SKD11
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作者 刘钢 张晓辉 +4 位作者 陈明 胡祖光 励政伟 许辉 祝新发 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2007年第2期100-105,共6页
To select high performance milling tools with optimum geometry structure suitable for machining hardened steel SKD11, geometry structures of tools are optimized. Four kinds of TiAlN coated cemented carbide tools are d... To select high performance milling tools with optimum geometry structure suitable for machining hardened steel SKD11, geometry structures of tools are optimized. Four kinds of TiAlN coated cemented carbide tools are developed. The milling performance in high-speed milling hardened steel SKD11 by using these four kinds of tools is evaluated through the aspects of cutting force, cutting vibration, chip deformation, tool life, and tool wear mechanism, thus determining the optimum milling tool. The tool life of the optimum tool is 3 times of that of other tool, and the cutting force and vibration decrease by 70% compared with that of other tools. It has the most stable cutting performance. 展开更多
关键词 high-efficiency milling hardened steel structure milling tool geometry structure optimization
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EXPERIMENT ON SURFACE INTEGRITY OF MILLING TOOL FOR HARDENED STEEL SKD11
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作者 景璐璐 沈中 +4 位作者 陈明 胡祖光 励政伟 许辉 祝新发 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2007年第2期157-163,共7页
To evaluate the new designed cutting tools for high-efficiency milling of the hardened die steel SKD11,surface integrities of millers with different geometric structures are analyzed, considering the surface roughness... To evaluate the new designed cutting tools for high-efficiency milling of the hardened die steel SKD11,surface integrities of millers with different geometric structures are analyzed, considering the surface roughness, micrograph of chips, surface microhardness, residual stress and metallurgical texture of the surface layer. The in fluences of geometric characteristics of different cutting tools and their wear characteristics on the surface integrity are studied. Results show that the milling tool with rake angle; 5 of the hardened diesteel. The generation of saw-tooth chips is depressed when a reasonable positive rake angle is selected. And the compressive residual stress is induced on the machined surface in milling the hardened die steel. The occurrence of surface softening is postponed by increasing the clearance angle and reducing the tool flank wear. 展开更多
关键词 high-efficiency milling hardened steel SKD 11 surface integrity STABILITY
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