Title :
A statistical process control approach for estimating the warm-up period
Author :
Robinson, Stewart
Author_Institution :
Operational Res. & Syst. Group, Warwick Univ., Coventry, UK
Abstract :
One means for dealing with initialization bias in simulation experiments is to implement a warm-up period. This requires the correct estimation of the initial transient. A new method for determining the warm-up period, based upon the principles of statistical process control (SPC), is described. The method is tested on empirical data from a simulation model that has been used in a real-life study. In comparing the results to those from two commonly used warm-up methods, it appears that the SPC method performs well. The strengths and weaknesses of the approach are discussed.
Keywords :
parameter estimation; simulation; statistical process control; SPC; initial transient estimation; initialization bias; real-life study; simulation experiments; simulation model; statistical process control; statistical process control approach; warm-up period estimation; Autocorrelation; Inspection; Parameter estimation; Process control; Statistical analysis; Statistics; Steady-state; Testing;
Conference_Titel :
Simulation Conference, 2002. Proceedings of the Winter
Print_ISBN :
0-7803-7614-5
DOI :
10.1109/WSC.2002.1172915