System-of-Systems Engineering - Liophant Simulation
System-of-Systems Engineering - Liophant Simulation
System-of-Systems Engineering - Liophant Simulation
You also want an ePaper? Increase the reach of your titles
YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.
Challenges to Surrogate Modeling forStochastic Processes• For a given set <strong>of</strong> inputs, the outputs are a distribution, nota single point– Repetitions <strong>of</strong> each DoE case are required to capture thedistribution– If the variability is high, a large number <strong>of</strong> repetitions arerequired• The distribution may be non-normal, or be modal in nature– More difficult to accurately model a non-normal distribution– In the case <strong>of</strong> modal behavior, must determine the drivers forthe modes• Multiple surrogates will be required for each response– The number <strong>of</strong> surrogates required will be dependant on theassumed distributionDeveloping Methods and Techniques for <strong>System</strong> <strong>of</strong> <strong>System</strong>s <strong>Engineering</strong>Dr. Dimitri Mavris, dimitri.mavris@ae.gatech.edu43
Change language