TY - GEN
T1 - Probabilistic robustness
T2 - 1998 American Control Conference, ACC 1998
AU - Zhang, J.
AU - Lagoa, C. M.
AU - Barmish, B. R.
N1 - Copyright:
Copyright 2013 Elsevier B.V., All rights reserved.
PY - 1998
Y1 - 1998
N2 - A recently developed new paradigm for probabilistic robustness analysis does not require apriori information about the underlying distribution function for the uncertain parameters; only a mild monotonicity and symmetry assumption is involved. The starting point is exactly the same as in classical robustness theory - a system with uncertain parameters which are only known within given bounds. However, instead of calculating the classical robustness margin for such a system, a risk-adjusted margin is sought. The theory suggests that the "best" way to sample the uncertain parameters is not necessarily the most intuitive way. That is, the sampling distribution to use is not something obvious such as a normal or uniform distribution. The main objective of this paper is to demonstrate that these "counterintuitive" predictions of the theory are not just mathematical possibilities but actually admit physical realizations.
AB - A recently developed new paradigm for probabilistic robustness analysis does not require apriori information about the underlying distribution function for the uncertain parameters; only a mild monotonicity and symmetry assumption is involved. The starting point is exactly the same as in classical robustness theory - a system with uncertain parameters which are only known within given bounds. However, instead of calculating the classical robustness margin for such a system, a risk-adjusted margin is sought. The theory suggests that the "best" way to sample the uncertain parameters is not necessarily the most intuitive way. That is, the sampling distribution to use is not something obvious such as a normal or uniform distribution. The main objective of this paper is to demonstrate that these "counterintuitive" predictions of the theory are not just mathematical possibilities but actually admit physical realizations.
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U2 - 10.1109/ACC.1998.707060
DO - 10.1109/ACC.1998.707060
M3 - Conference contribution
AN - SCOPUS:0008195595
SN - 0780345304
SN - 9780780345300
T3 - Proceedings of the American Control Conference
SP - 1427
EP - 1428
BT - Proceedings of the 1998 American Control Conference, ACC 1998
Y2 - 24 June 1998 through 26 June 1998
ER -