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

Abstract
HTML
Reference
Related

PDF

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]	WANG Yi-Fang . Beam Matching Between SFC and SSC. Chinese Physics C, 2008, 32(S1): 223-225.
[2]	N.Borghini . Using the Anisotropic-Flow Harmonics v₂ and v₄ to Test Dynamical Descriptions of Ultrarelativistic Heavy-Ion Collisions. Chinese Physics C, 2007, 31(12): 1153-1156.
[3]	PEI Shi-Lun , WANG Shu-Hong . Transient Beam Loading Effects on Standing Wave Cavities in Linear Accelerators. Chinese Physics C, 2006, 30(5): 454-461.
[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]	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.
[6]	LONG Ji-Dong , LIN Yu-Zheng , LUO Fei , GU Zhuo-Wei , SHI Jin-Shui . Destruction Study of Tantalum Target Impacted by 12MeV Electron Beam. Chinese Physics C, 2004, 28(5): 564-568.
[7]	JIN Da-Peng , LU Feng , GUO Ya-Nan , WANG Yi-Fang , WU Ling-Hui , LIU Zhen-An , YU Zhong-Qiang . Monte Carlo Simulation of the BEPCⅡ/BESⅢ Backgrounds—Beam-Gas Interactions. Chinese Physics C, 2004, 28(11): 1197-1202.
[8]	HUANG Gang , CHEN Huai-Bi , HUANG Wen-Hui , TONG De-Chun , LIN Yu-Zheng , ZHAO Zhen-Tang . Development of a Longitudinal Feedback Cavity for the Beam Feedback System. Chinese Physics C, 2003, 27(12): 1138-1141.
[9]	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.
[10]	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.
[11]	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.
[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]	WANG Man , LI Jin , CUI Xiang-Zong , XIA Xiao-Mi , LAI Yuan-Fen , YAO Xiao-Guang . PROTOTYPE OF END CAP SHOWER COUNTERAND ITS BEAM TEST. Chinese Physics C, 1987, 11(3): 321-326.
[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.

Access

Get Citation

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

RIS(for EndNote,Reference Manager,ProCite)

BibTex

Txt

Milestone

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

Article Metric

Article Views(3867)
PDF Downloads(553)
Cited by(0)

Policy on re-use

To reuse of subscription content published by CPC, the users need to request permission from CPC, unless the content was published under an Open Access license which automatically permits that type of reuse.

通讯作者: 陈斌, bchen63@163.com

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.