Failure-Resilient Design of Complex Systems Under Uncertainty...Limited to aleatory uncertainty!!...

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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

Transcript of Failure-Resilient Design of Complex Systems Under Uncertainty...Limited to aleatory uncertainty!!...

Page 1: Failure-Resilient Design of Complex Systems Under Uncertainty...Limited to aleatory uncertainty!! Limited ability to simulate cascading failure in distributed complex systems! Strategic

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!

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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  

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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

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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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National Science Foundation Industry/University Cooperative Research Center for e-Design!National Science Foundation Industry/University Cooperative Research Center for e-Design!

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

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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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National Science Foundation Industry/University Cooperative Research Center for e-Design!National Science Foundation Industry/University Cooperative Research Center for e-Design!

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!

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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!