Failure-Resilient Design of Complex Systems Under Uncertainty...Limited to aleatory uncertainty!!...
Transcript of Failure-Resilient Design of Complex Systems Under Uncertainty...Limited to aleatory uncertainty!!...
National Science Foundation Industry/University Cooperative Research Center for e-Design!
!Principal Investigators: Irem Tumer, Christopher Hoyle!
Failure-Resilient Design of Complex Systems Under Uncertainty"
Design Optimization!
Strategic Planning Meeting – July 31-Aug 1 2013!
National Science Foundation Industry/University Cooperative Research Center for e-Design!National Science Foundation Industry/University Cooperative Research Center for e-Design!
Problem Statement"
Distributed Complex Systems are Vulnerable to Cascading Failure from External Events Why is failure resilience important in complex systems? § Environmental uncertainty can
cause performance variability § Initiating faults can lead to
uncontrollable failure propagation § Complex systems must still function
in a degraded state
Strategic Planning Meeting – July 31-Aug 1 2013!
h"p://www.noaanews.noaa.gov/nightlights/blackout081503-‐7hrsa>er.jpg
National Science Foundation Industry/University Cooperative Research Center for e-Design!National Science Foundation Industry/University Cooperative Research Center for e-Design!
Approach & method"§ Investigate distributed complex system
design trades, and identify system attribute relationships • E.g., Key performance trade offs
§ Characterize the reliability behavior of distributed networks in terms of quantifying failure rates • E.g., Power grids, communication
networks
§ Formulate a robust optimization approach to network design capturing system topology • Quantify trade offs between
performance and robustness
Strategic Planning Meeting – July 31-Aug 1 2013!
h"p://www.ats.ucla.edu/stat/stata/dae/zinb.htm
Total Annual Cost
Total Energy
Environmental Impact
1.00E7
7.67E7
5.31E7
2.95E6
3.00E10
1.50E10
2.02E7
5.86E5 6.26E7
2.63E8 4.63E8
6.64E8 8.64E8
4.50E10
5.99E10
National Science Foundation Industry/University Cooperative Research Center for e-Design!National Science Foundation Industry/University Cooperative Research Center for e-Design!
Current state of practice & research"
§ Limited topological robustness measures
§ Limited to aleatory uncertainty § Limited ability to simulate
cascading failure in distributed complex systems
Strategic Planning Meeting – July 31-Aug 1 2013!
Chen, W., 2012, "Design Under Uncertainty,” Northwestern University, Evanston, IL.
There is a wide breadth of complex system optimization literature, however:
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Deliverables & benefits"
Provide a novel robust approach to distributed network design § Mitigate effect of failure by optimizing for both performance
and variability of the “degraded” system § Address the cascading failures in a given system topology § Compare the robust design to the existing (deterministic) design
to understand the effects of uncertainties
Strategic Planning Meeting – July 31-Aug 1 2013!
Robust Design Deterministic Optimization
National Science Foundation Industry/University Cooperative Research Center for e-Design!National Science Foundation Industry/University Cooperative Research Center for e-Design!
Project plan"§ Year 1: • Review State of the Art • Identify distributed network design trades • Characterize failure behavior of distributed networks
§ Year 2: • Formulate robust design approach • Apply approach to power grid or other case study
Strategic Planning Meeting – July 31-Aug 1 2013!
2012 2013 2014 2015
Literature Survey
Network Design Trades
Failure Behavior
Robust Design Approach
Case Study
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How ours is different"
Currently, there is a lack of theory for the robust design of distributed complex engineered systems, vulnerable to cascading failures: § Our approach considers both the topological network
robustness and the robustness to environment; § We model the cascading behavior of faults; § The approach is scalable to arbitrary size systems.
Strategic Planning Meeting – July 31-Aug 1 2013!
National Science Foundation Industry/University Cooperative Research Center for e-Design!National Science Foundation Industry/University Cooperative Research Center for e-Design!
Industrial relevance"
This approach will minimize the effects of failure, allowing systems to operate in an acceptable degraded state. Application to many system types, such as power grids, communication systems, transportation networks.
Strategic Planning Meeting – July 31-Aug 1 2013!