Title :
Event-based recognition and source identification of transient tailbacks in manufacturing plants
Author :
Schwenke, Clemens ; Wagner, Thomas ; Gellrich, Andre ; Kabitzsch, Klaus
Author_Institution :
Inst. of Appl. Comput. Sci., Dresden Univ. of Technol., Dresden, Germany
Abstract :
Automated material handling systems in complex manufacturing plants oftentimes exhibit, possibly transient, tailback phenomena, which reduce a production line´s throughput. In order to identify origins and causes of observed tailbacks, historic event log data of loads passing certain waypoints has to be inspected. This paper introduces an approach to automatically carry out transient tailback recognition and cause identification. The approach is based on analysis of holding times and capacities of transport segments. As a result, complete lists of tailbacks and affected segments are provided. Each tailback consists of a reconstructed queue of loads waiting for preceding loads. For each tailback an initial cause event is determined. Additionally, identified tailbacks can be ranked by length or by impact on the transport delays. The developed demonstrator frees the user from time consuming visual inspection of log files by providing clearly represented complete tailback information instead.
Keywords :
cause-effect analysis; data analysis; identification; industrial plants; inspection; materials handling equipment; pattern recognition; production engineering computing; transportation; automated material handling systems; cause identification; complex manufacturing plants; event-based recognition; historic event log data; holding times analysis; initial cause event; inspection; preceding loads; production line throughput; source identification; tailback information; transient tailback recognition; transport delays; transport segment capacities; Analytical models; Buildings; Data models; Load modeling; Manufacturing; Semiconductor device modeling; Transient analysis;
Conference_Titel :
Simulation Conference (WSC), Proceedings of the 2012 Winter
Conference_Location :
Berlin
Print_ISBN :
978-1-4673-4779-2
Electronic_ISBN :
0891-7736
DOI :
10.1109/WSC.2012.6465013