TY - GEN
T1 - Green simulation designs for repeated experiments
AU - Feng, Mingbin
AU - Staum, Jeremy
PY - 2016/2/16
Y1 - 2016/2/16
N2 - In this article we present the concept of green simulation, which views simulation outputs as scarce resources that should be recycled and reused. Output recycling, if implemented properly, can turn the computational costs in an experiment into computation investments for future ones. Green simulation designs are particularly useful for experiments that are repeated periodically. In this article we focus on repeated experiments whose inputs are observations from some underlying stochastic processes. Importance sampling and multiple importance sampling are two particular output recycling implementations considered in this article. A periodic credit risk evaluation problem in the KMV model is considered. Results from our numerical experiments show significant accuracy improvements, measured by mean squared errors, as more and more outputs are recycled and reused.
AB - In this article we present the concept of green simulation, which views simulation outputs as scarce resources that should be recycled and reused. Output recycling, if implemented properly, can turn the computational costs in an experiment into computation investments for future ones. Green simulation designs are particularly useful for experiments that are repeated periodically. In this article we focus on repeated experiments whose inputs are observations from some underlying stochastic processes. Importance sampling and multiple importance sampling are two particular output recycling implementations considered in this article. A periodic credit risk evaluation problem in the KMV model is considered. Results from our numerical experiments show significant accuracy improvements, measured by mean squared errors, as more and more outputs are recycled and reused.
UR - http://www.scopus.com/inward/record.url?scp=84962894303&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84962894303&partnerID=8YFLogxK
U2 - 10.1109/WSC.2015.7408182
DO - 10.1109/WSC.2015.7408182
M3 - Conference contribution
T3 - Proceedings - Winter Simulation Conference
SP - 403
EP - 413
BT - 2015 Winter Simulation Conference, WSC 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - Winter Simulation Conference, WSC 2015
Y2 - 6 December 2015 through 9 December 2015
ER -