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20202024
most citedA Novel Cryptography-Based Privacy-Preserving Decentralized Optimization Paradigm

2 citations · 2 across the 4 of their papers we have counts for

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Showing math.OCShow all

6 papers · 1 filter

math.OC2023

On Privacy Preservation of Electric Vehicle Charging Control via State Obfuscation

Xiang Huo, Mingxi Liu

The electric vehicle (EV) industry is rapidly evolving owing to advancements in smart grid technologies and charging control strategies. While EVs are promising in decarbonizing th…

math.OC2023

Privacy-Preserving Distributed Energy Resource Control with Decentralized Cloud Computing

Xiang Huo, Mingxi Liu

The rapidly growing penetration of renewable energy resources brings unprecedented challenges to power distribution networks - management of a large population of grid-tied control…

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…