TY - CHAP
T1 - Automated redesign with the general redesign engine
AU - Feldman, Alexander
AU - Provan, Gregory
AU - De Kleer, Johan
AU - Kuhn, Lukas
AU - Van Gemund, Arjan
PY - 2009
Y1 - 2009
N2 - Given a system design (SD), a key task is to optimize this design to reduce the probability of catastrophic failures. We consider the task of redesigning an SD to minimize the probability of particular faults by introducing components selected from a component library. We have implemented a General Redesign Engine (GRE), which uses model-based reasoning techniques and Boolean functional synthesis from component libraries, to automate redesign for combinational circuits. For a significant subset of observations leading to catastrophic (forbidden) modes we demonstrate that GRE trades oft redesign cost for increased fault tolerance, and shows a significant advantage compared to the Triple-Modular Redundancy (TMR) method. Our algorithm has a wide application in AI, including automated software and hardware design, error detection, reconfiguration and recovery, and modular robotics.
AB - Given a system design (SD), a key task is to optimize this design to reduce the probability of catastrophic failures. We consider the task of redesigning an SD to minimize the probability of particular faults by introducing components selected from a component library. We have implemented a General Redesign Engine (GRE), which uses model-based reasoning techniques and Boolean functional synthesis from component libraries, to automate redesign for combinational circuits. For a significant subset of observations leading to catastrophic (forbidden) modes we demonstrate that GRE trades oft redesign cost for increased fault tolerance, and shows a significant advantage compared to the Triple-Modular Redundancy (TMR) method. Our algorithm has a wide application in AI, including automated software and hardware design, error detection, reconfiguration and recovery, and modular robotics.
UR - https://www.scopus.com/pages/publications/84890296846
M3 - Chapter
AN - SCOPUS:84890296846
SN - 9781577354338
T3 - SARA 2009 - Proceedings, 8th Symposium on Abstraction, Reformulation and Approximation
SP - 66
EP - 73
BT - SARA 2009 - Proceedings, 8th Symposium on Abstraction, Reformulation and Approximation
T2 - 8th Symposium on Abstraction, Reformulation and Approximation, SARA 2009
Y2 - 7 July 2009 through 10 July 2009
ER -