42 citations · 88 across the 12 of their papers we have counts for
12 papers
Data-Driven Robust Control for Discrete Linear Time-Invariant Systems: A Descriptor System Approach
Jiabao He, Xuan Zhang, Feng Xu +2
Given the recent surge of interest in data-driven control, this paper proposes a two-step method to study robust data-driven control for a parameter-unknown linear time-invariant (…
A Fair and Efficient Hybrid Federated Learning Framework based on XGBoost for Distributed Power Prediction
Haizhou Liu, Xuan Zhang, Xinwei Shen +1
In a modern power system, real-time data on power generation/consumption and its relevant features are stored in various distributed parties, including household meters, transforme…
Data-Driven Controllability Analysis and Stabilization for Linear Descriptor Systems
Jiabao He, Xuan Zhang, Feng Xu +2
For a parameter-unknown linear descriptor system, this paper proposes data-driven methods to testify the system's type and controllability and then to stabilize it. First, a data-b…
An Integration and Operation Framework of Geothermal Heat Pumps in Distribution Networks
Lei Liang, Xuan Zhang, Hongbin Sun
The application of the energy-efficient thermal and energy management mechanism in Geothermal Heat Pumps (GHPs) is indispensable to reduce the overall energy consumption and carbon…
A Federated Learning Framework for Smart Grids: Securing Power Traces in Collaborative Learning
Haizhou Liu, Xuan Zhang, Xinwei Shen +1
With the deployment of smart sensors and advancements in communication technologies, big data analytics have become vastly popular in the smart grid domain, informing stakeholders…
Community Energy Storage Management for Welfare Optimization Using a Markov Decision Process
Lirong Deng, Xuan Zhang, Tianshu Yang +2
In this paper, we address an optimal management problem of community energy storage in the real-time electricity market under a stochastic renewable environment. In a real-time ele…
Optimal Planning of Integrated Heat and Electricity Systems: a Tightening McCormick Approach
Lirong Deng, Xuan Zhang, Tianshu Yang +1
In this paper, we propose a convex planning model of integrated heat and electricity systems considering variable mass flow rates. The main challenge comes from the non-convexity o…
Control Reconfiguration of Dynamical Systems for Improved Performance via Reverse- and Forward-engineering
Han Shu, Xuan Zhang, Na Li +1
This paper presents a control reconfiguration approach to improve the performance of two classes of dynamical systems. Motivated by recent research on re-engineering cyber-physical…
Distributed Optimal Frequency Control for Integrated Energy Systems with Electricity and Heat
Xin Qin, Xuan Zhang, Xinwei Shen +3
With more and more distributed energy resources (DERs) deployed in Integrated Energy Systems (IESs), frequency stability challenges the pursuit of reliability and efficiency. This…
Distributed Temperature Control via Geothermal Heat Pump Systems in Energy Efficient Buildings
Xuan Zhang, Wenbo Shi, Qinran Hu +3
Geothermal Heat Pump (GHP) systems are heating and cooling systems that use the ground as the temperature exchange medium. GHP systems are becoming more and more popular in recent…
Decentralized and Distributed Temperature Control via HVAC Systems in Energy Efficient Buildings
Xuan Zhang, Wenbo Shi, Bin Yan +2
In this paper, we design real-time decentralized and distributed control schemes for Heating Ventilation and Air Conditioning (HVAC) systems in energy efficient buildings. The cont…
An Integrated Design of Optimization and Physical Dynamics for Energy Efficient Buildings: A Passivity Approach
Takeshi Hatanaka, Xuan Zhang, Wenbo Shi +2
In this paper, we address energy management for heating, ventilation, and air-conditioning (HVAC) systems in buildings, and present a novel combined optimization and control approa…