System Identification Using Regular and Quantized Observations
Applications of Large Deviations Principles
Article
Amyotrophic lateral sclerosis (ALS) is a rare neurodegenerative disease with a challenging treatment landscape, due to its complex pathogenesis and limited availability of clinical drugs. Ferroptosis, an iron-...
Article
This paper analyzes the system-level state of health (SOH) and its dependence on the SOHs of its component battery modules. Due to stochastic natures of battery aging processes and their dependence on charge/d...
Article
Optimization methods in cyber-physical systems do not involve parameter uncertainties in most existing literature. This paper considers adaptive optimization problems in which searching for optimal solutions a...
Article
Retinitis pigmentosa (RP) is a rare, progressive, and hereditary disorder that leads to the progressive loss of vision and visual field, and in some cases blindness. The specific relationship between RP and gl...
Article
Opacity is an important property in control of information flow among networked agents. In this paper, we investigate information control problems in networked discrete event systems using opacity. In a networ...
Article
The current research of state of charge (SoC) online estimation of lithium-ion battery (LiB) in electric vehicles (EVs) mainly focuses on adopting or improving of battery models and estimation filters. However...
Chapter and Conference Paper
Traffic safety problem is one of the main problems faced by road traffic system, which attracts more and more attention of the society. Intersection is the bottleneck of the urban road traffic system. A large ...
Chapter and Conference Paper
Intersections are road traffic accident-prone locations. About 10–40% of the traffic accidents take place at intersections worldwide every year. An intersection in Haidian District, Bei**g was surveyed by vid...
Chapter
Three basic enablers for connected and automated vehicles (CAVs) are wireless networking, sensing, and control. Tightly coupled with the physical process of wireless signal propagation, vehicle movement, and e...
Chapter and Conference Paper
Recently, considerable attention has been drawn to stochastic controlled systems with hidden Markov chains.
Article
Platoon formation of highway vehicles is a critical foundation for autonomous or semiautonomous vehicle control for enhanced safety, improved highway utility, increased fuel economy, and reduced emission towar...
Article
Accurate model identification and fault detection are necessary for reliable motor control. Motor-characterizing parameters experience substantial changes due to aging, motor operating conditions, and faults. ...
Article
This paper introduces a post-iteration averaging algorithm to achieve asymptotic optimality in convergence rates of stochastic approximation algorithms for consensus control with structural constraints. The al...
Book
Applications of Large Deviations Principles
Book
Chapter
Traditional system identification taking noise measurement into consideration concentrates on convergence in suitable senses (such as in mean square, in distribution, or with probability one) and rates of conv...
Chapter
The theory of large deviations characterizes probabilities and moments of certain sequences that are associated with “rare” events. In a typical application, consider the sum of N independent and identically dist...
Chapter
Up to this point, the observation noises are assumed to be uncorrelated. In this chapter, we demonstrate that a much larger class of noise processes can be treated.
Chapter
For clarity, this book assumes that the input is designed to be periodic. Advantages of using full rank and periodic inputs in quantized identification problems have been extensively discussed in [62]. Note th...
Chapter
Consider a single-input–single-output (SISO) linear time-invariant (LTI) stable discrete-time system