The Joint Accelerator Conferences Website (JACoW) is an international collaboration that publishes the proceedings of accelerator conferences held around the world.
TY - CONF AU - Brown, K.A. AU - Chitnis, P. AU - D'Ottavio, T. AU - Morris, J. AU - Nemesure, S. AU - Perez, S. AU - Thomas, D.J. ED - Corvetti, Lou ED - Riches, Kathleen ED - Schaa, Volker RW TI - Applying Sophisticated Analytics to Accelerator Data at BNLs Collider-Accelerator Complex: Bridging to Repositories, Tools of Choice, and Applications J2 - Proc. of ICALEPCS2015, Melbourne, Australia, 17-23 October 2015 C1 - Melbourne, Australia T2 - International Conference on Accelerator and Large Experimental Physics Control Systems T3 - 15 LA - english AB - Analysis of accelerator data has traditionally been done using custom tools, either developed locally or at other laboratories. The actual data repositories are openly available to all users, but it can take significant effort to mine the desired data, especially as the volume of these repositories increases to hundreds of terabytes or more. Much of the data analysis is done in real time when the data is being logged. However, sometimes users wish to apply improved algorithms, look for data correlations, or perform more sophisticated analysis. There is a wide spectrum of desired analytics for this small percentage of the problem domains. In order to address this tools have been built that allow users to efficiently pull data out of the repositories but it is then left up to them to post process that data. In recent years, the use of tools to bridge standard analysis systems, such as Matlab, R, or SciPy, to the controls data repositories, has been investigated. In this paper, the tools used to extract data from the repositories, tools used to bridge the repositories to standard analysis systems, and directions being considered for the future, will be discussed. PB - JACoW CP - Geneva, Switzerland SP - 1021 EP - 1024 KW - interface KW - controls KW - database KW - collider KW - network DA - 2015/12 PY - 2015 SN - 978-3-95450-148-9 DO - 10.18429/JACoW-ICALEPCS2015-WEPGF134 UR - http://jacow.org/icalepcs2015/papers/wepgf134.pdf ER -