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Black-box calibration for complex-system simulation by Alexander I. J. Forrester Philosophical Transactions A Volume 368(1924):3567-3579 August 13, 2010.

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Presentation on theme: "Black-box calibration for complex-system simulation by Alexander I. J. Forrester Philosophical Transactions A Volume 368(1924):3567-3579 August 13, 2010."— Presentation transcript:

1 Black-box calibration for complex-system simulation by Alexander I. J. Forrester Philosophical Transactions A Volume 368(1924):3567-3579 August 13, 2010 ©2010 by The Royal Society

2 (a) Contours of the true Branin function compared with (b) a Kriging prediction based on 20 sample points (dots) (from Forrester & Keane (2008)). Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

3 Kriging prediction of L/D based on data from 12 wind-tunnel tests. Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

4 Kriging prediction of L/D based on data from 120 VGK simulations (figure 2 caption explains plot). Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

5 Co-Kriging prediction of L/D based on data from 120 VGK simulations and 12 wind-tunnel tests (figure 2 caption explains the plot). Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

6 Rear-wing design variables. Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

7 (a) Hill-climb race-car rear-wing geometry and (b) half-car geometry (which is used for the ‘full- car’ simulations). Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

8 Simulated flow over a baseline rear wing in isolation. Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

9 Simulated flow over a baseline rear wing behind the full car. Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

10 Kriging prediction of L/D based on 20 full-car simulations. Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

11 Kriging prediction of L/D based on 120 rear-wing simulations (figure 9 caption explains the plot). Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

12 Co-Kriging prediction of L/D based on 10 full-car and 120 rear-wing simulations (figure 9 caption explains the plot). Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

13 L/D values for the 10 full-car simulations and five infill points and their rear-wing-only simulation counterparts (it is the full-car values we are minimizing). Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society

14 Alexander I. J. Forrester Phil. Trans. R. Soc. A 2010;368:3567-3579 ©2010 by The Royal Society


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