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Hua Meng

Tongji University

1239 Siping Road

Shanghai, 200092

China

SCHOLARLY PAPERS

8

DOWNLOADS

349

TOTAL CITATIONS

3

Scholarly Papers (8)

An Innovative Deep Reinforcement Learning Framework for Integrated Energy System Scheduling Optimization Considering Year-Around Load Variance

Number of pages: 34 Posted: 01 Apr 2025
Shanghai University of Electric Power, Shanghai University of Electric Power, Tongji University, Tongji University, Tongji University, University of Tokyo, Tongji University and Tongji University
Downloads 41 (1,196,631)

Abstract:

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Integrated energy system, deep reinforcement learning, optimizing dispatch, load clustering, expert knowledge

An Innovative Deep Reinforcement Learning Framework for Integrated Energy System Scheduling Optimization Considering Year-Around Load Variance

Number of pages: 34 Posted: 05 Jul 2024
Shanghai University of Electric Power, Shanghai University of Electric Power, Tongji University, Tongji University, Tongji University, University of Tokyo, Tongji University and Tongji University
Downloads 34 (1,296,409)

Abstract:

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Integrated energy system, deep reinforcement learning, optimizing dispatch, load clustering, expert knowledge

2.

Optimizing Distributed Energy System with an Enhanced Reinforcement Learning–Model Predictive Control Algorithm

Number of pages: 28 Posted: 26 Jun 2024
Tongji University, Tongji University, Tongji University, Tongji University, affiliation not provided to SSRN, affiliation not provided to SSRN, Tongji University and Tongji University
Downloads 71 (867,774)

Abstract:

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Operation Optimization, Distributed Energy Systems, Model Predictive Control, Reinforcement Learning, Reinforcement Learning-Model Predictive Control

Demand Response in Buildings: Comparative Study on Energy Flexibility Potential of Underfloor Heating and Air Conditioning Systems

Number of pages: 60 Posted: 21 Nov 2024
Shanghai University of Electric Power, Shanghai University of Electric Power, Tongji University, Tongji University, Tongji University, Tongji University and Tongji University
Downloads 32 (1,341,098)

Abstract:

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Demand response, Underfloor heating system, Air conditioning system, Response time, Building insulation performance, Energy flexibility

Demand Response in Buildings: Comparative Study on Energy Flexibility Potential of Underfloor Heating and Air Conditioning Systems

Number of pages: 59 Posted: 13 Sep 2024
Shanghai University of Electric Power, Shanghai University of Electric Power, Tongji University, Tongji University, Tongji University, Tongji University and Tongji University
Downloads 22 (1,486,852)

Abstract:

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demand response, Underfloor heating system, Air conditioning system, Response time, Building insulation performance, Energy flexibility

4.

An Interpretable Multi-Feature Model for District Building Energy Consumption Prediction with Dual Attention Mechanism and Spatiotemporal Graph Convolutional Network

Number of pages: 32 Posted: 11 Dec 2024
Tongji University, Tongji University, Tongji University, Tongji University, Tongji University, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 53 (1,041,696)
Citation 3

Abstract:

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district building energy consumption prediction, spatiotemporal graph convolutional, attention mechanism, feature difference, interpretability

5.

A Clustering Enhanced Generative Adversarial Network Approach for Addressing Limited Data and Uncertainty in Photovoltaic Output Scenarios

Number of pages: 30 Posted: 20 Jan 2025
Shanghai University of Electric Power, Shanghai University of Electric Power, Tongji University, Tongji University, Tongji University, University of Tokyo, Tongji University and Tongji University
Downloads 34 (1,290,922)

Abstract:

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Photovoltaic power, scenario generation, Generative Adversarial Network, Limited data, dataset clustering

6.

Strategic Optimization of Photovoltaic-Hydrogen Storage-Proton Exchange Membrane Fuel Cell Systems Based on Solar Periodicity: Accounting for Part-Load Characteristics

Number of pages: 46 Posted: 30 Nov 2024
Shanghai University of Electric Power, Shanghai University of Electric Power, Tongji University, Tongji University, Tongji University, Tongji University and Tongji University
Downloads 26 (1,385,945)

Abstract:

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Hydrogen storage system, Integrated energy systems, Part-load characteristic, Solar curtailment, Particle swarm optimization, Energy and operation management

7.

Interpretable Multi-Feature District Building Energy Consumption Prediction Model: Based on Dual Attention Mechanism and Spatiotemporal Graph Convolutional Network

Number of pages: 31 Posted: 14 Apr 2025
Tongji University, Tongji University, Tongji University, Tongji University, Tongji University, Tongji University, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 22 (1,436,435)

Abstract:

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district building energy consumption prediction, spatiotemporal graph convolutional, attention mechanism, feature difference, interpretability

8.

Strategic Optimization of Pv-Hss-Pemfc Systems Based on Photovoltaic Periodicity: Accounting for Pemfc Partial Load Characteristics

Number of pages: 46 Posted: 03 Sep 2024
Shanghai University of Electric Power, Shanghai University of Electric Power, Tongji University, Tongji University, Tongji University, Tongji University and Tongji University
Downloads 14 (1,509,872)

Abstract:

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Hydrogen storage system, Integrated energy systems, Part-load characteristic, Solar curtailment, Particle swarm optimization, Energy and operation management