activity
20212026
most citedControl theoretically explainable application of autoencoder methods to fault detection in nonlinear dynamic systems

7 citations · 8 across the 6 of their papers we have counts for

collaborators

6 papers

eess.SY2026

A general representation form of system data with feedback control and fundamental lemma as examples

Steven X. Ding, Linlin Li

This note introduces a general data representation of dynamic systems.

eess.SY2024

The system dynamics analysis, resilient and fault-tolerant control for cyber-physical systems

Linlin Li, Steven X. Ding, Liutao Zhou +2

This paper is concerned with the detection, resilient and fault-tolerant control issues for cyber-physical systems. To this end, the impairment of system dynamics caused by the def…

eess.SY2023

A study on fault diagnosis in nonlinear dynamic systems with uncertainties

Steven X. Ding, Linlin Li

In this draft, fault diagnosis in nonlinear dynamic systems is addressed. The objective of this work is to establish a framework, in which not only model-based but also data-driven…

eess.SY2022★ 7 cited

Control theoretically explainable application of autoencoder methods to fault detection in nonlinear dynamic systems

Linlin Li, Steven X. Ding, Ketian Liang +2

This paper is dedicated to control theoretically explainable application of autoencoders to optimal fault detection in nonlinear dynamic systems. Autoencoder-based learning is a st…

eess.SY2022★ 1 cited

An alternative paradigm of fault diagnosis in dynamic systems: orthogonal projection-based methods

Steven X. Ding, Linlin Li, Tianyu Liu

In this paper, we propose a new paradigm of fault diagnosis in dynamic systems as an alternative to the well-established observer-based framework. The basic idea behind this work i…

eess.SY2021

Application of the unified control and detection framework to detecting stealthy integrity cyber-attacks on feedback control systems

Steven X. Ding, Linlin Li, Dong Zhao +2

This draft addresses issues of detecting stealthy integrity cyber-attacks on automatic control systems in the unified control and detection framework. A general form of integrity c…