Title :
Investigation of modified heuristic algorithms for simulation-based optimization
Author :
Klemmt, Andreas ; Horn, Sven ; Beier, Eik ; Weigert, Gerald
Author_Institution :
Techn. Univ. Dresden, Dresden
Abstract :
For optimization of manufacturing processes in electronics and semiconductor production, simulation-based optimization algorithms become more and more important. In addition to the usual dispatching rules we use iterative local search algorithms for scheduling. In this paper we focus on highly complex manufacturing models with difficult technological operational sequences. In particular, these contain cost extensive machine setups with a limited number of tools. So it is our aim to optimize the manufacturing workflow by minimizing the setup and machine idle times. This was realized by modifying the generally used control variables (job sequences, priorities, etc..) to model-specific product mixture control variables. Furthermore we describe some extensions of known heuristic search algorithms to increase their efficiency. We also developed a Matlab-based visualization tool to better evaluate the effectiveness of the investigated optimization processes.
Keywords :
data visualisation; discrete event simulation; mathematics computing; production planning; scheduling; search problems; semiconductor device manufacture; semiconductor device models; workflow management software; Matlab-based visualization tool; cost extensive machine setup; discrete event simulation; dispatching rule; electronics manufacturing process; highly complex manufacturing models; iterative local search algorithm; manufacturing workflow; modified heuristic algorithms; product mixture control variables; production planning systems; semiconductor production process; simulation-based optimization algorithm; technological operational sequence; Dispatching; Heuristic algorithms; Iterative algorithms; Job shop scheduling; Manufacturing processes; Mathematical model; Production; Pulp manufacturing; Scheduling algorithm; Virtual manufacturing;
Conference_Titel :
Electronics Technology, 30th International Spring Seminar on
Conference_Location :
Cluj-Napoca
Print_ISBN :
987-1-4244-1218-1
Electronic_ISBN :
987-1-4244-1218-1
DOI :
10.1109/ISSE.2007.4432815