Notes
Outline
Slide 1
THREE FUNDAMENTAL COMPLEXITY LIMITS
THREE FUNDAMENTAL COMPLEXITY LIMITS
CENTRAL THEME OF THIS TALK...
OUTLINE
TYPICAL OPTIMIZATION OF
COMPLEX SYSTEMS: REPEATED TRIAL AND ERROR
RESOURCE ALLOCATION PROBLEMS
PROBLEM FORMULATION
WHY ARE THESE PROBLEMS HARD?
RESOURCE ALLOCATION EXAMPLE
“SURROGATE” PROBLEM APPROACH
“SURROGATE” PROBLEM APPROACH
IS
r
*
= f(r
*
) ???
“SURROGATE” PROBLEM APPROACH
LEARNING BY TRIAL AND ERROR
Slide 16
PERTURBATION ANALYSIS
PERTURBATION ANALYSIS
CONCURRENT ESTIMATION
RESOURCE ALLOCATION EXAMPLE
“SURROGATE METHOD” RESULTS
OUTLINE
HIERARCHICAL DECOMPOSITION OF
COMPLEX SYSTEMS
EXAMPLES
HYBRID SYSTEMS
Slide 26
Slide 27
Slide 28
Slide 29
Slide 30
HYBRID SYSTEMS IN MANUFACTURING
HYBRID SYSTEMS IN MANUFACTURING
Slide 33
Slide 34
Slide 35
Slide 36
Slide 37
Slide 38
Slide 39
Slide 40
Slide 41
Slide 42
Slide 43
ACKNOWLEDGEMENTS
Notes