建構以銑削尺寸為依據之灰色刀具壽命預警系統

江謝宇烜

doi:10.6840/cycu201600740

山西大学，您好！

感谢采购，人社期刊库｜人社论文库，期间：2025/01/01~2025/12/31

感谢试用，科学期刊库｜科学论文库，期间：2025/04/01~2025/06/30

浏览高级检索

关闭
检索检索高级检索出版物检索
浏览期刊主题浏览核心期刊浏览期刊拼音浏览

关闭

查询符号(半角)	查询符号意义说明
空格	表示为「AND」两个查询词之交集
双引号 ( " " )	片语以双引号标示开始及结束，而且只寻找出现顺序相同的字词，例： " image process "
?	表示一个字母切截，输入两个?表两个字母，依此类推，例：输入「Appl?」，查得结果应为appl e , appl y … ( 常用于英文字查询 )
*	表示不限字母切截，由0~n. 例：输入「appl*」，查得结果应为appl e , appl es , appl y , appl ied , appl ication … ( 常用于英文字查询 )
AND、OR、NOT	布尔逻辑组合关键字，用来扩大或缩小查询范围的技巧。 (1) AND ：缩小查询范围 (2) OR ：扩大查询范围(3) NOT：排除不相关的范围

DOI 是数位物件识别码（ D igital O bject I dentifier ）的简称，
为物件在网路上的唯一识别码，可用于永久连结并引用目标物件。

使用DOI作为永久连结

每个DOI号前面加上「 http://dx.doi.org/ 」便成为永久网址。
如以DOI号为 10.5297/ser.1201.002 的文献为例，此文献的永久连结便是： http://dx.doi.org/ 10.5297/ser.1201.002 。
日后不论出版单位如何更动此文献位置，永久连结所指向的位置皆会即时更新，不再错失重要的研究。

引用含有DOI的文献

有DOI的文献在引用时皆应同时引用DOI。若使用APA、Chicago以外未规范DOI的引用格式，可引用DOI永久连结。

DOI可强化引用精确性、增强学术圈连结，并给予使用者跨平台的良好使用经验，目前在全世界已有超过五千万个对象申请DOI。如想对DOI的使用与概念有进一步了解，请参考（）。

书目管理工具

导出
E-mail 给朋友
打印书目

相关连结

问题回报

全文下载

建构以铣削尺寸为依据之灰色刀具寿命预警系统

Construction of Grey Tool Life Alerting System Based on Milling Dimension

江谢宇烜 , 硕士　　导师：黄博沧　　

繁体中文 DOI： 10.6840/cycu201600740

加工尺寸；灰色理论；刀具寿命；抛弃式刀片；移动全距管制图； Milling dimension ； Grey theory ； Tool life ； Insert ； MR chart

0 个人觉得这篇文章赞

摘要 │ 参考文献 (45) │ 国际计量

摘要〈TOP〉

并列摘要〈TOP〉

As the market trend changes these years, small volume, large variety and customization substitute mass production in mechanical manufacturing process. We have to reach customers’ request quickly because of sharp product cycle declination. Consequently, many researchers have proposed models and methods, such as prediction, simulate, and soft computing before production to build system. However,   there is a disadvantage above the methods. That is, we must use large amounts of data to build models, which is unfavorable to productions nowadays. It’s inconvenient that we even need to change parameter because of different manufacturing conditions. This research will build a tool life predict system through grey theory which is aimed at milling dimension. We hope that we can get predictions of tools by less data used in the system. Besides, the system won’t be influenced by manufacturing parameter and materials.
This research build a grey tool life prediction system, using the Grey Generating Operation in grey theory. A method which emphasizes the input data trend and uses its small sample feature as the fundamental structure for building a real time prediction system. Grey prediction is a small-scale prediction model built upon accumulated generating sequence and the forecasting characteristics among data. When data input grey prediction system be used Accumulated Generating Operation (AGO). It is used on CNC milling process in this research in which a tool’s operating life is predicted based on a small amount of dimension data.
To prove the proposed method is both accurate and reliable, setting same parameters and other a parameter. Input the less data is going to predict in grey prediction system, taking determine tool's life and investigate its accuracy to verify the feasibility of the prediction system proposed in this research.	
In the actual value and predicted value error to do accurate analysis. Predictive accuracy were higher than 90% in experiment. So this grey tool life prediction system is up to par. Correct predict value can alert earlier than actual value. To avoid there have been bad for a while yet alert in milling process.

参考文献 ( 45 ) 〈TOP〉

Ahilan, C., Kumanan, S., Sivakumaran, N., & Edwin Raja Dhas, J. (2013). Modeling and prediction of machining quality in CNC turning process using intelligent hybrid decision making tools. Applied Soft Computing. 13(3). 1543-1551.
连结：
Caballero-Ruiz, A., Ruiz-Huerta, L., Baidyk, T., & Kussul, E. (2007). Geometrical error analysis of a CNC micro-machine tool. Mechatronics. 17(4-5). 231-243.
连结：
D’Addona, D. M., & Teti, R. (2013). Image Data Processing via Neural Networks for Tool Wear Prediction. Procedia CIRP. 12. 252-257.
连结：
Deng, J.-L. (1982). Control problems of grey systems. Systems & Control Letters. 1(5). 288-294.
连结：
Ghosh, N., Ravi, Y. B., Patra, A., Mukhopadhyay, S., Paul, S., Mohanty, A. R., & Chattopadhyay, A. B. (2007). Estimation of tool wear during CNC milling using neural network-based sensor fusion. Mechanical Systems and Signal Processing. 21(1). 466-479.
连结：

国际计量

〈TOP〉

E-mail ：

文章公开取用时，将寄通知信至您填写的信箱地址

E-mail ：

使用DOI作为永久连结

引用含有DOI的文献

DOI可强化引用精确性、增强学术圈连结，并给予使用者跨平台的良好使用经验，目前在全世界已有超过五千万个对象申请DOI。 如想对DOI的使用与概念有进一步了解，请参考 （ ） 。

DOI可强化引用精确性、增强学术圈连结，并给予使用者跨平台的良好使用经验，目前在全世界已有超过五千万个对象申请DOI。如想对DOI的使用与概念有进一步了解，请参考（）。