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Pan Qiang

Lanzhou University of Technology

Lanzhou

China

SCHOLARLY PAPERS

4

DOWNLOADS

140

TOTAL CITATIONS

0

Scholarly Papers (4)

1.

Heuristic-Anchored Reinforcement Learning for Scenario-Specific Dispatch of Hybrid Energy Systems

Number of pages: 40 Posted: 01 Nov 2025
Lanzhou University of Technology, Lanzhou University of Technology, Lanzhou University of Technology, Lanzhou University of Technology, affiliation not provided to SSRN, Lanzhou University of Technology and Lanzhou University of Technology
Downloads 40 (1,196,171)

Abstract:

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Hydro-Wind-Photovoltaic-Pumped Storage, Scenario-specific learning, Rule-based heuristic policy, Real-time scheduling, Reservoir-constrained

2.

Optimizing Time-of-Use Arbitrage for Hybrid Pumped Storage Systems: A Real-Time Agent-Parallel Dispatch Anchored by Heuristic Policy

Number of pages: 40 Posted: 18 Nov 2025
Lanzhou University of Technology, Lanzhou University of Technology, Lanzhou University of Technology, affiliation not provided to SSRN, Northwest Agricultural and Forestry University - Institute of Water Resources and Hydropower Research, Lanzhou University of Technology and Lanzhou University of Technology
Downloads 39 (1,209,354)

Abstract:

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Hydro-Wind-Photovoltaic-Pumped Storage, Rule-based heuristic policy, Real-time scheduling, Reservoir-constrained

3.

TOU-Aware energy dispatch for reservoir-constrained hybrid renewable systems via scenario-specific reinforcement learning enhanced with a heuristic policy

Number of pages: 39 Posted: 23 Oct 2025
Lanzhou University of Technology, Lanzhou University of Technology, Lanzhou University of Technology, Lanzhou University of Technology, affiliation not provided to SSRN, Lanzhou University of Technology and Lanzhou University of Technology
Downloads 38 (1,222,651)

Abstract:

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Hydro-Wind-Photovoltaic-Pumped Storage, Multi-mode learning, Rule-based heuristic policy, Real-time scheduling, Reservoir-Constrained

4.

Research on the Jet Active Control Mechanism of Gas-Liquid Separation in Helical-Axial Multiphase Pumps

Number of pages: 23 Posted: 14 May 2024
Pan Qiang, Wei Han and Rennian Li
Lanzhou University of Technology, Lanzhou University of Technology and Lanzhou University of Technology
Downloads 23 (1,424,331)

Abstract:

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Helical-Axial Pump, Gas-Liquid Mixed Transport, Jet Flow, Gas Phase Aggregation, Orthogonal Experiment