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作者:Zhao, Wenxiao; Weyer, Erik; Yin, George
作者单位:Chinese Academy of Sciences; Academy of Mathematics & System Sciences, CAS; Chinese Academy of Sciences; University of Chinese Academy of Sciences, CAS; University of Melbourne; Wayne State University
摘要:In this article, nonparametric identification of nonlinear autoregressive systems with exogenous inputs (NARX) is considered; a general criterion function is introduced for estimating the value of the nonlinear function within the system at any fixed point. The criterion function is constructed using a kernel together with a convex objective function. Not only does this framework include the classical kernel-based weighted least-squares estimator but also the kernel-based L-l, l >= 1 criteria ...
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作者:Briat, Corentin; Khammash, Mustafa
摘要:The ergodicity and the output-controllability of stochastic reaction networks have been shown to be essential properties to fulfill to enable their control using, for instance, antithetic integral control (Briat, Gupta, Khammash, Antithetic integral feedback ensures robust perfect adaptation in noisy biomolecular networks, Cell Syst., vol. 2, pp. 17-28, 2016). We propose here to extend those properties to the case of uncertain networks. To this aim, the notions of interval, robust, sign, and s...
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作者:Li, Dan; Martinez, Sonia
作者单位:University of California System; University of California San Diego
摘要:This article considers a class of real-time stochastic optimization problems dependent on an unknown probability distribution. In the considered scenario, data are streaming frequently while trying to reach a decision. Thus, we aim to devise a procedure that incorporates samples (data) of the distribution sequentially and adjusts decisions accordingly. We approach this problem in a distributionally robust optimization framework and propose a novel Online Data Assimilation Algorithm (OnDA Algor...
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作者:Lucia, Walter; Gheitasi, Kian; Ghaderi, Mohsen
作者单位:Concordia University - Canada; Concordia University - Canada
摘要:In this article, we face the problem of detecting setpoint attacks in networked control systems. We consider a setup where the reference signal (also known as setpoint) is generated by a control center remotely located with respect to a standard feedback controller. In this scenario, an attacker with sufficient resources can exploit the communication channel to alter the setpoint signal and ultimately affect the tracking performance of the control system. With respect to this problem, we propo...
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作者:Berberich, Julian; Koehler, Johannes; Mueller, Matthias A.; Allgoewer, Frank
作者单位:University of Stuttgart; Leibniz University Hannover
摘要:We propose a robust data-driven model predictive control (MPC) scheme to control linear time-invariant systems. The scheme uses an implicit model description based on behavioral systems theory and past measured trajectories. In particular, it does not require any prior identification step, but only an initially measured input-output trajectory as well as an upper bound on the order of the unknown system. First, we prove exponential stability of a nominal data-driven MPC scheme with terminal eq...
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作者:Iervolino, Raffaele; Trenn, Stephan; Vasca, Francesco
作者单位:University of Naples Federico II; University of Groningen; University of Sannio
摘要:Asymptotic stability of continuous-time piecewise affine systems defined over a polyhedral partition of the state space, with possible discontinuous vector field on the boundaries, is considered. In this article, the feasible Filippov solution concept is introduced by characterizing single-mode Caratheodory, sliding mode, and forward Zeno behaviors. Then, a global asymptotic stability result through a (possibly discontinuous) piecewise Lyapunov function is presented. The sufficient conditions ...
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作者:Krishnan, Vishaal; Martinez, Sonia
作者单位:University of California System; University of California Riverside; University of California System; University of California San Diego
摘要:This article proposes a probabilistic framework for the design of robustly asymptotically stable moving-horizon estimators (MHE) for discrete-time nonlinear systems, and a mechanism to incorporate differential privacy in moving-horizon estimation. We formulate the moving-horizon estimator as an iterative proximal descent scheme in the space of probability measures with respect to the L-2-Wasserstein metric, which we name W-2-MHE. We then investigate asymptotic stability and robustness properti...
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作者:Chen, Yonggang; Wang, Zidong
作者单位:Henan Institute of Science & Technology; Henan Polytechnic University; Shandong University of Science & Technology; Brunel University
摘要:This article is concerned with the local stabilization problem for discrete-time systems with both distributed state delay and fast-varying input delay under actuator saturations. By introducing some terms concerning the distributedly delayed state and the current state, a novel polytopic model is first proposed to characterize the delayed saturation nonlinearity. Then, by incorporating a piecewise Lyapunov functional and some summation inequalities, a sufficient condition is established by me...
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作者:Kosaraju, Krishna Chaitanya; Cucuzzella, Michele; Scherpen, Jacquelien M. A.; Pasumarthy, Ramkrishna
作者单位:University of Notre Dame; University of Groningen; Indian Institute of Technology System (IIT System); Indian Institute of Technology (IIT) - Madras; Indian Institute of Technology System (IIT System); Indian Institute of Technology (IIT) - Madras
摘要:This article deals with a class of resistive-inductive-capacitive (RLC) circuits and switched RLC (s-RLC) circuits modeled in the Brayton-Moser framework. For this class of systems, new passivity properties using a Krasovskii-type Lyapunov function as storage function are presented, where the supply rate is function of the system states, inputs, and their first time derivatives. Moreover, after showing the integrability property of the port-variables, two simple control methodologies called ou...
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作者:Wang, Yongqing; Liu, Haibo; Li, Xu
作者单位:Dalian University of Technology; Key Laboratory Precision & Non-traditional Machining Technology
摘要:The Lyapunov-Krasovskii functional (LKF) method is an effective tool to obtain delay-dependent stability criteria of time-varying delay systems. However, in the method, the requirement that there must exist an appropriate LKF for a system with a delay varying in a delay interval is too strict and may lead to considerable conservativeness. In order to get less conservative stability criteria, a novel stability analysis method called a delay-mode-based LKF (DMBLKF) method is first presented for ...