Junyong Liu

Sichuan University - College of Electrical Engineering

China

SCHOLARLY PAPERS

10

DOWNLOADS

211

TOTAL CITATIONS

0

Scholarly Papers (10)

1.

Probabilistic Power Flow Based on Physics-Guided Graph Neural Networks

Number of pages: 9 Posted: 19 Feb 2024
Mei Yang, Gao Qiu, Junyong Liu and Kai Liu
Sichuan University, affiliation not provided to SSRN, Sichuan University - College of Electrical Engineering and Sichuan University
Downloads 49 (852,726)

Abstract:

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Real-time optimal power flow, GNN, Physical mechanism, Unsupervised learning

2.

Adaptive Admm-Based Decentralized Optimal Energy Management for Rural Electrification

Number of pages: 23 Posted: 11 Sep 2023
Sichuan University, Sichuan University, Sichuan University - College of Electrical Engineering, Sichuan University - College of Electrical Engineering, University of Electronic Science and Technology of China (UESTC), affiliation not provided to SSRN, Sichuan University and Sichuan University
Downloads 37 (960,607)

Abstract:

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Rural distribution network, Peer-to-peer transaction, Nash bargaining, Adaptive alternating direction method of multiplier

3.

Distributed Optimal Frequency Control in Networked Microgrids Using Distributed Energy Resources

Number of pages: 13 Posted: 29 Jan 2025
Sichuan University, Sichuan University, Sichuan University - College of Electrical Engineering, Sichuan University, Sichuan University - College of Electrical Engineering, State Grid Sichuan Electric Power Company and Sichuan University - College of Electrical Engineering
Downloads 23 (1,117,277)

Abstract:

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Distributed Control, Frequency control, Networked microgrid system, Alternating Direction Method of Multipliers (ADMM)

4.

Adaptive Robust Scheduling Optimization of a Smart Commercial Building Considering Joint Energy and Reserve Markets

Number of pages: 35 Posted: 17 Apr 2023
affiliation not provided to SSRN, Sichuan University, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Sichuan University - College of Electrical Engineering and University of Electronic Science and Technology of China (UESTC)
Downloads 21 (1,142,107)

Abstract:

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Smart commercial building, Electricity market, Renewable energy, Adaptive robust Optimization, Column and Constraints Generation algorithm

5.

Kriging Surrogate Model Enabled Heuristic Algorithm for Coordinated Volt/Var Management in Active Distribution Networks

Number of pages: 34 Posted: 07 Dec 2021
Sichuan University - College of Electrical Engineering, Sichuan University - College of Electrical Engineering, Sichuan University - College of Electrical Engineering, Nextracker Inc., Sichuan University - College of Electrical Engineering and Sichuan University - College of Electrical Engineering
Downloads 21 (1,142,107)

Abstract:

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active distribution networks, Volt/Var control, surrogate-assisted model, evolutionary computation, machining learning

6.

Control Mode Switching-Enabled Physics-Guided Multi-Agent Graph Learning for Real-Time Ac/Dc Power Flow

Number of pages: 24 Posted: 07 Dec 2023
Sichuan University, affiliation not provided to SSRN, Sichuan University - College of Electrical Engineering, affiliation not provided to SSRN, Chongqing Three Gorges University, affiliation not provided to SSRN, Sichuan University and affiliation not provided to SSRN
Downloads 18 (1,179,270)

Abstract:

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AC/DC hybrid systems, power flow analysis, physics-guided graph neural networks, Lagrangian method, multiple DC control modes

7.

Hybrid Demand Response Baseline Load Estimation Method Based on Deep Reinforcement Learning Method and Optimization Model

Number of pages: 31 Posted: 18 Sep 2024
Renjun Wang, Hongjun Gao, Chaojie Li and Junyong Liu
Sichuan University, Sichuan University - College of Electrical Engineering, affiliation not provided to SSRN and Sichuan University - College of Electrical Engineering
Downloads 15 (1,215,775)

Abstract:

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Demand response, customer baseline load, deep reinforcement learning, clustering, optimization model

8.

Two-Stage Robust Nash Bargaining-Based Energy Trading between Hydrogen-Enriched Gas and Active Distribution Networks

Number of pages: 10 Posted: 29 Feb 2024
Sichuan University, affiliation not provided to SSRN, Sichuan University, Sichuan University, Sichuan University, Sichuan University, Sichuan University - College of Electrical Engineering, China Electric Power Research Institute, China Electric Power Research Institute, China Electric Power Research Institute and China Electric Power Research Institute
Downloads 13 (1,238,914)

Abstract:

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Hydrogen enriched compressed natural gas, two-stage robust Nash bargaining, Solid Oxide Fuel Cells, Hybrid energy storage system

9.

A Two-Stage Centralized Energy Scheduling by Mining Demand Response Potential in a Renewable Energy-Based Industrial Park

Number of pages: 27 Posted: 06 Jul 2024
Chang Liu, Xiao Xu, Weiting Xu, Junyong Liu and Youbo Liu
Sichuan University, Sichuan University, Sichuan University, Sichuan University - College of Electrical Engineering and Sichuan University - College of Electrical Engineering
Downloads 11 (1,260,384)

Abstract:

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Demand response, Industrial Park, Scheduling, Renewable energy.

10.

Competitive Peak Regulation Optimization and Tracing-Based Cost Allocation Model for High-Proportion Renewable Energy Power Systems

Number of pages: 41 Posted: 24 Mar 2025
Sichuan University - College of Electrical Engineering, Sichuan University, affiliation not provided to SSRN, Sichuan University, affiliation not provided to SSRN and Sichuan University - College of Electrical Engineering
Downloads 3 (1,318,520)

Abstract:

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High-proportion of renewable energy, peak regulation optimization, renewable power curtailment, cost allocation