Application of Data Mining in Beam Status Descriptive Modeling

XIE Dong; LI Wei-Min; XUAN Ke; HE Duo-Hui

Chinese Physics C> 2005, Vol. 29> Issue(4) : 424-429

Application of Data Mining in Beam Status Descriptive Modeling

National Synchrotron Radiation Laboratory University of Science & Technology of China,Hefei 230029,China

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Abstract：
cluster analysis is an effective method for describing colony character. hower, as the size of mined databases increased ,it is a complex problem in searching for the extremum of score function. in this paper, we propose a novel technique and apply it in beam current descriptive modeling. our experiments show that the method is quick and efficient .as reproducibility is an important specific of a storage ring, the clustering model is helpful for machine study and decision–making.

References

[1]

. HAN Jia-Wei, Micheline Kambr. Data Mining: Concepts and Tech..niques. Beijing: China Machine Press, 2001. 70-94(in Chinese)(韩家炜，Micheline Karnhr.数据挖掘:概念与技术北京:机械工业出版社2001. 70-94)2. JIN Yu-Ming. Electronic Storage Ring Physics. Hefei: University of Sci..ence and Technology of China Press, 2001. 85-102(in Chinese)(金玉明电子储存环物理.合肥:中国科学技术大学出版社.2001:85-102)3. HAN Jia-Wei , Heikki Mannila, Padhraic Smyth. Principles of Data Mining. Beijing: China Machine Press, 2003: 180-300(in Chinese)(韩家炜，Heikki Mannila, Padhraic Smyth 数据挖掘原理北京:机械工业出版社2003: 135-206)

[1]	ZHAO Xiao-Yan , CAO Jian-She , WANG Lin , YUE Jun-Hui , YE Qiang , SUI Yan-Feng , ZHAO Ying , MA Hui-Zhou , ZHAO Jing-Xia , ZHANG Guo-Qing , ZHAO Zheng , Zhang Lei . Beam Loss Monitoring System of BEPCⅡ and Its First Application. Chinese Physics C, 2008, 32(S1): 80-82.
[2]	WANG Yi-Fang . Beam Matching Between SFC and SSC. Chinese Physics C, 2008, 32(S1): 223-225.
[3]	WENG Yao , HU Hai-Ming , GUO Yi-Qing , ZHANG Bing-Xin , JIN Yi , HU Jun-Hui , GAO Yuan-Ning . Separation of the Beam Associated Sample from Raw Data. Chinese Physics C, 2007, 31(8): 703-707.
[4]	CHEN Yan-Wei , WANG Shu-Hong , PEI Guo-Xi , LIU Wei-Bin , YE Qiang . Beam Commissioning of BEPCII Injector Linac. Chinese Physics C, 2006, 30(6): 562-565.
[5]	ZHANG Jin-Quan , LI Zhi-Hui , MA Lei , YIN Quan-Min . The Beam Match and Preparation of SFC－CSR. Chinese Physics C, 2006, 30(S1): 132-134.
[6]	AN Shao-Hui , WU Chong , LI Xin , CHEN Hong-Fang , HENG Yue-Kun , SUN Zhi-Jia , WANG Yi-Fang , LI Cheng . Beam Test of the Time Resolution of the BESⅢ Endcap TOF. Chinese Physics C, 2005, 29(8): 775-780.
[7]	XING Qing-Zi , FU Shi-Nian , LIN Yu-Zheng , FANG Shou-Xian . Calculation of Beam Acceptance for RFQ Accelerators. Chinese Physics C, 2003, 27(7): 628-632.
[8]	ZHU Kun , ZHANG Jin-Quan , TANG Jing-Yu , YIN Quan-Min , ZHAN Wen-Long . New Beam Distribution System. Chinese Physics C, 2003, 27(8): 731-734.
[9]	GUO Zhong-Yan , XIAO Guo-Qing , ZHAN Wen-Long , XU Hu-Shan , SUN Zhi-Yu , LI Jia-Xing , WANG Meng , CHEN Zhi-Qiang , MAO Rui-Shi , WANG Wu-Sheng , BAI Jie , HU Zheng-Guo , CHEN Li-Xin , LI Chen . Development of Beam Diagnosis at RIBLL. Chinese Physics C, 2003, 27(2): 158-162.
[10]	WANG Shu-Hong , YE Qiang , CAO Jian-She , MA Li , LIU Yu-Cheng , LE Qi , PEI Guo-Xi , ZHANG Jia-Fei . Emittance Measurement by Multi-Changing Focusing Strength. Chinese Physics C, 2002, 26(11): 1184-1188.
[11]	YUAN You-Jin , WU Jun-Li , WANG Yi-Guo , XU Xiang-Yang . The Influence of the Edge Field of Magnets on Beam Injection. Chinese Physics C, 2001, 25(1): 57-60.
[12]	MA Li , CAO JianShe , WANG Lin . Tune Measurements in the BEPC Storage Ring. Chinese Physics C, 2000, 24(8): 770-774.
[13]	Wang Lanfa , Lin Yuzheng . Potential Well Distortion Effects and Bunch Shift Compensation. Chinese Physics C, 1999, 23(10): 1024-1032.
[14]	Wang Lanfa , Lin Yuzheng , Tong Dechun . Beam Loading Effects for A Tow-Beam Ring. Chinese Physics C, 1999, 23(8): 828-834.
[15]	Guo Zhongyan , Zhan Wenlong , Sun Zhiyu , Xiao Guoqing , Jiang Shanhong , Li Jiaxing , Meng Xiangwei , Wang Jinchuan , Zhang Wansheng , Qin Lijun , Wang Quanjin . RIBLL Beam Diagnostics. Chinese Physics C, 1999, 23(3): 237-243.
[16]	Yu Jianguo , Yu Qingchang . Research for Beam Spreading of Proton Therapy Facility. Chinese Physics C, 1997, 21(9): 851-859.
[17]	Xu Jianming . Matching Problem of Lattice with Transverse Coupling. Chinese Physics C, 1995, 19(1): 73-81.
[18]	LUO ZI-HUA , LUO YING-XIONG , WANG LIN-LIN . STUDY OF THE BEAM TRAMSVERSE MOTION IN THE RFQ STRUCTURE. Chinese Physics C, 1982, 6(6): 688-696.
[19]	WEI KAI-YU . EQUATION OF BEAM ENVELOP FUNCTIONS AND THEIR APPROXIMATE SOLUTIONS. Chinese Physics C, 1981, 5(6): 687-693.
[20]	WEI KAI-YU . THE BEAM ENVELOP ANALYSIS FOR NONPERIODIC SYSTEMS. Chinese Physics C, 1981, 5(3): 328-333.

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XIE Dong, LI Wei-Min, XUAN Ke and HE Duo-Hui. Application of Data Mining in Beam Status Descriptive Modeling[J]. Chinese Physics C, 2005, 29(4): 424-429.

XIE Dong, LI Wei-Min, XUAN Ke and HE Duo-Hui. Application of Data Mining in Beam Status Descriptive Modeling[J]. Chinese Physics C, 2005, 29(4): 424-429. shu

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Received: 2004-07-14
Revised: 1900-01-01

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1.
沈阳化工大学材料科学与工程学院沈阳 110142

Application of Data Mining in Beam Status Descriptive Modeling

Corresponding author: XIE Dong,

National Synchrotron Radiation Laboratory University of Science & Technology of China,Hefei 230029,China

Received Date: 2004-07-14
Accepted Date: 1900-01-01
Available Online: 2005-04-05

Abstract: cluster analysis is an effective method for describing colony character. hower, as the size of mined databases increased ,it is a complex problem in searching for the extremum of score function. in this paper, we propose a novel technique and apply it in beam current descriptive modeling. our experiments show that the method is quick and efficient .as reproducibility is an important specific of a storage ring, the clustering model is helpful for machine study and decision–making.