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20242026
most citedRecent Advances in Data-driven Intelligent Control for Wireless Communication: A Comprehensive Survey

1 citations · 1 across the 9 of their papers we have counts for

collaborators

11 papers

eess.SY2026

A Unified Framework for Robust Data-Driven Model Predictive Control with Terminal Ingredients

Zhaohua Yang, Nan Bai, Pengyu Wang +1

This paper proposes a unified framework for robust data-driven model predictive control (MPC) with terminal ingredients for unknown linear time-invariant systems. Based on Willems'…

eess.SY2026

Control Data Scheduling over Shared Communication Channels: A Sparse and Collision-Free Mechanism

Yuxing Zhong, Zhaohua Yang, Fuhai Nan +2

In systems where controllers operate remotely and communicate with actuators over shared communication channels, it is crucial to efficiently schedule the control data transmission…

math.OC2026

Data-Driven Co-Design of Event-Triggered and Sparse Control for Resource-Aware Networked Control Systems

Zhaohua Yang, Xiaoxu Lyu, Dawei Shi +1

This paper investigates the data-driven co-design of event-triggered control (ETC) and sparse control (SC) for networked control systems (NCSs) with unknown linear dynamics. While…

math.OC2026

Data-Driven Structured Control for Continuous-Time LTI Systems

Zhaohua Yang, Yuxing Zhong, Ling Shi

This paper addresses the data-driven structured controller design problem for continuous-time linear time-invariant (LTI) systems. We consider three control objectives, including s…

math.OC2025

Data-Driven Structured Controller Design Using the Matrix S-Procedure

Zhaohua Yang, Yuxing Zhong, Nachuan Yang +2

This paper focuses on the data-driven optimal structured controller design for discrete-time linear time-invariant (LTI) systems, considering both the performance and the $H_…

cs.RO2025

Learning-based Detection of GPS Spoofing Attack for Quadrotors

Pengyu Wang, Zhaohua Yang, Jialu Li +1

Safety-critical cyber-physical systems (CPS), such as quadrotor UAVs, are particularly prone to cyber attacks, which can result in significant consequences if not detected promptly…

math.OC2024

Sparse Controller for Networked Control Systems: Non-Structured and Optimal Structured Design

Zhaohua Yang, Pengyu Wang, Haishan Zhang +4

This paper provides a comprehensive analysis of the design of optimal structured and sparse controllers for continuous-time linear time-invariant (LTI) systems. Three pr…

cs.RO2024

Coastal Underwater Evidence Search System with Surface-Underwater Collaboration

Hin Wang Lin, Pengyu Wang, Zhaohua Yang +5

The Coastal underwater evidence search system with surface-underwater collaboration is designed to revolutionize the search for artificial objects in coastal underwater environment…

eess.SP2024★ 1 cited

Recent Advances in Data-driven Intelligent Control for Wireless Communication: A Comprehensive Survey

Wei Huo, Huiwen Yang, Nachuan Yang +10

The advent of next-generation wireless communication systems heralds an era characterized by high data rates, low latency, massive connectivity, and superior energy efficiency. The…

cs.RO2024

QUADFormer: Learning-based Detection of Cyber Attacks in Quadrotor UAVs

Pengyu Wang, Zhaohua Yang, Nachuan Yang +7

Safety-critical intelligent cyber-physical systems, such as quadrotor unmanned aerial vehicles (UAVs), are vulnerable to different types of cyber attacks, and the absence of timely…

math.OC2024

Interior-Point-based H2 Controller Synthesis for Compartmental Systems

Zhaohua Yang, Nachuan Yang, Pengyu Wang +3

This paper addresses the problem of the optimal controller design for compartmental systems. In other words, we aim to enhance system robustness while maintaining the law of…