activity
20182021
most citedA Novel Cryptography-Based Privacy-Preserving Decentralized Optimization Paradigm

2 citations · 2 across the 3 of their papers we have counts for

collaborators

7 papers

eess.SY2021

Distributed Privacy-Preserving Electric Vehicle Charging Control Based on Secret Sharing

Xiang Huo, Mingxi Liu

Cooperative electric vehicle (EV) charging control has emerged as a key component in grid-edge resource (GER) management. However, customers' privacy remains a major barrier to lar…

math.OC2021

Privacy-Preserving Decentralized Multi-Agent Cooperative Optimization -- Paradigm Design and Privacy Analysis

Xiang Huo, Mingxi Liu

Large-scale multi-agent cooperative control problems have materially enjoyed the scalability, adaptivity, and flexibility of decentralized optimization. However, due to the mandato…

math.OC20202 cited

A Novel Cryptography-Based Privacy-Preserving Decentralized Optimization Paradigm

Xiang Huo, Mingxi Liu

Existing large-scale optimization schemes are challenged by both scalability and cyber-security. With the favorable scalability, adaptability, and flexibility, decentralized and di…

math.OC2020

Two-Facet Scalable Cooperative Optimization of Multi-Agent Systems in The Networked Environment

Xiang Huo, Mingxi Liu

Cooperatively optimizing a vast number of agents that are connected over a large-scale network brings unprecedented scalability challenges. This paper revolves around problems opti…

math.OC2020

Decentralized Electric Vehicle Charging Control via a Novel Shrunken Primal Multi-Dual Subgradient (SPMDS) Algorithm

Xiang Huo, Mingxi Liu

The charging processes of a large number of electric vehicles (EVs) require coordination and control for the alleviation of their impacts on the distribution network and for the pr…

math.OC2019

Chance-Constrained Shrunken-Primal-Dual Subgradient (CC-SPDS) Approach for Decentralized Electric Vehicle Charging Control

Mingxi Liu, Mostafa Sahraei-Ardakani

In this paper, we develop a chance-constrained decentralized electric vehicle (EV) charging control framework to achieve "valley-filling" meanwhile meeting individual charging requ…