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作者:Animobono, Davide; Scaradozzi, David; Zattoni, Elena; Perdon, Anna Maria; Conte, Giuseppe
作者单位:Marche Polytechnic University
摘要:Linear systems over the max-plus algebra provide a suitable formalism to model discrete-event systems where synchronization, without competition, is involved. In this article, we consider a formulation of the model matching problem for systems of such class, in which the output of a given system, called the plant, is forced, by a suitable input, to track exactly that of a given model. A necessary and sufficient condition for its solvability is obtained by making a suitable use of geometric met...
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作者:Cheng, Songsong; Liang, Shu; Fan, Yuan; Hong, Yiguang
作者单位:Anhui University; Tongji University
摘要:tracking methods have become popular for distributed optimization in recent years, partially because they achieve linear convergence using only a constant step-size for strongly convex optimization. In this article, we construct a counterexample on constrained optimization to show that direct extension of gradient tracking by using projections cannot guarantee the correctness. Then, we propose projected gradient tracking algorithms with diminishing step-sizes rather than a constant one for dis...
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作者:Clavel, Daniel; Mahulea, Cristian; Silva, Manuel
作者单位:University of Zaragoza
摘要:In this article, we consider the liveness enforcement problem in a class of Petri nets (PNs) modeling distributed systems. They are called synchronized sequential processes. The presented design algorithm is based on the construction of a control PN, an abstraction of the relations of the T-semiflows, and buffers of the original nonstructurally live PN. The control PN evolves in parallel with the system, avoiding the firing of transitions that may lead the system to nonliveness. Four algorithm...
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作者:Khodadadian, Sajad; Doan, Thinh T.; Romberg, Justin; Maguluri, Siva Theja
作者单位:University System of Georgia; Georgia Institute of Technology; Virginia Polytechnic Institute & State University; Virginia Polytechnic Institute & State University; University System of Georgia; Georgia Institute of Technology
摘要:Actor-critic style two-time-scale algorithms are one of the most popular methods in reinforcement learning, and have seen great empirical success. However, their performance is not completely understood theoretically. In this article, we characterize the global convergence of an online natural actor-critic algorithm in the tabular setting using a single trajectory of samples. Our analysis applies to very general settings, as we only assume ergodicity of the underlying Markov decision process. ...
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作者:Liu, Shuai; Wang, Zidong; Wang, Licheng; Wei, Guoliang
作者单位:University of Shanghai for Science & Technology; Brunel University; Shanghai University of Electric Power; University of Shanghai for Science & Technology
摘要:This article addresses the finite-horizon H-8 filtering problem for a class of discrete time-varying nonlinear systems over high-rate networks whose signal exchanges are scheduled by the FlexRay protocol. To improve the efficiency of the data transmission, a high-rate network is deployed for the measurement signals to be broadcasted from the sensors to the filter. The FlexRay protocol is embedded into the high-rate network to orchestrate the transmission rule of the signals with different attr...
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作者:Navabi, Shiva; Nayyar, Ashutosh
作者单位:University of Southern California
摘要:In this article, we consider the problem of designing an expected-revenue-maximizing mechanism for allocating multiple nonperishable goods of k varieties to flexible consumers over T time steps. In our model, a random number of goods of each variety may become available to the seller at each time, and a random number of consumers may enter the market at each time. Each consumer is present in the market for one time step and wants to consume one good of one of its desired varieties. Each consum...
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作者:Zheng, Kaikai; Shi, Dawei; Shi, Yang; Wang, Junzheng
作者单位:Beijing Institute of Technology; Beijing Institute of Technology; University of Victoria
摘要:In this article, an event-triggered online learning problem for Lipschitz continuous systems with nonlinear model mismatch is considered, with the aim of building a data-efficient nonparameteric estimation approach for learning-based control. The system considered is composed of known linear dynamics and unknown nonlinearity, and the main focus of this work includes the design and analysis of event-triggered learning mechanisms, and the application of the learning method to adaptive model pred...
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作者:Chen, Sheng; Li, Tao; Zang, Qiang; Liu, Yunping
作者单位:Nanjing University of Information Science & Technology
摘要:this article, a suite of theoretic tools is provided for discontinuous control design and finite-time stability analysis of a class of stochastic differential systems. The notion of Filippov's solutions for stochastic differential systems is proposed, and the corresponding solution existence problem is explored. The classical Ito differentiation formula is generalized for quasi-C?(2)(0) (R-n, R)-class functions along Filippov's solutions of stochastic differential systems, and two involved set...
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作者:Faqir, Omar J.; Kerrigan, Eric C.
作者单位:Imperial College London; Imperial College London
摘要:We consider the effect of using approximate system predictions in event-triggered control schemes. These approximations often result from using numerical transcription methods for solving continuous-time optimal control problems. Mesh refinement can guarantee upper bounds on the error in the differential equations that model the system dynamics. We employ the accuracy guarantees of a mesh refinement scheme to show that the proposed event-triggering scheme, which compares the measured system wi...
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作者:He, Wangli; Liang, Kun; Qian, Feng; Chen, Guanrong
作者单位:East China University of Science & Technology; City University of Hong Kong
摘要:This article develops a novel synthesis approach for the synchronization of a network of singularly perturbed systems (SPSs) with a small singular perturbation parameter e via distributed impulsive control. First, a decoupling method in the setting of directed networks is employed to decompose networked SPSs related to complex eigenvalues of the Laplacian matrix. Then, based on an improved piecewise continuous Lyapunov function, an e-dependent synchronization criterion is established. The rela...