Risk-averse autonomous systems: A brief history and recent developments from the perspective of optimal control

Y Wang, MP Chapman - Artificial Intelligence, 2022 - Elsevier
We present an historical overview about the connections between the analysis of risk and
the control of autonomous systems. We offer two main contributions. Our first contribution is …

[LIBRO][B] Continuous-time Markov jump linear systems

OL do Valle Costa, MD Fragoso, MG Todorov - 2012 - books.google.com
It has been widely recognized nowadays the importance of introducing mathematical
models that take into account possible sudden changes in the dynamical behavior of a high …

Risk-sensitive linear/quadratic/Gaussian control

P Whittle - Advances in Applied Probability, 1981 - cambridge.org
The conventional linear/quadratic/Gaussian assumptions are modified in that minimisation
of the expectation of cost G defined by (2) is replaced by minimisation of the criterion …

[LIBRO][B] Indefinite-Quadratic Estimation and Control: A Unified Approach to and Theories

B Hassibi, AH Sayed, T Kailath - 1999 - SIAM
One of the most significant accomplishments in control theory during the 1980s and early
1990s has been the development of the theory of H∞ control and estimation. Originally …

Dual effect, certainty equivalence, and separation in stochastic control

Y Bar-Shalom, E Tse - IEEE Transactions on Automatic Control, 1974 - ieeexplore.ieee.org
In this paper the various policies in fixed end-time stochastic control are discussed first. The
emphasis is on the difference between the feedback and closed-loop policies. It is shown …

Minimax robust detection: Classic results and recent advances

M Fauß, AM Zoubir, HV Poor - IEEE Transactions on signal …, 2021 - ieeexplore.ieee.org
This paper provides an overview of results and concepts in minimax robust hypothesis
testing for two and multiple hypotheses. It starts with an introduction to the subject …

Linear estimation in Krein spaces. II. Applications

B Hassibi, AH Sayed, T Kailath - IEEE Transactions on …, 2002 - ieeexplore.ieee.org
We have shown that several interesting problems in H/sup/spl infin//-filtering, quadratic
game theory, and risk sensitive control and estimation follow as special cases of the Krein …

H/sup/spl infin//optimality of the LMS algorithm

B Hassibi, AH Sayed, T Kailath - IEEE Transactions on signal …, 1996 - ieeexplore.ieee.org
We show that the celebrated least-mean squares (LMS) adaptive algorithm is H/sup/spl
infin//optimal. The LMS algorithm has been long regarded as an approximate solution to …

Optimal control of partially observable stochastic systems with an exponential-of-integral performance index

A Bensoussan, JH van Schuppen - SIAM Journal on Control and Optimization, 1985 - SIAM
The stochastic control problem with linear stochastic differential equations driven by
Brownian motion processes and as cost functional the exponential of a quadratic form is …

[LIBRO][B] Adaptive dual control: Theory and applications

NM Filatov, H Unbehauen - 2004 - books.google.com
This monograph demonstrates how the performance of various well-known adaptive
controllers can be improved significantly using the dual effect. The modifications to …