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Tianyao Ji

South China University of Technology

Wushan

Guangzhou, AR 510640

China

  • South China University of Technology

SCHOLARLY PAPERS

9

DOWNLOADS

435

TOTAL CITATIONS

0

Scholarly Papers (9)

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1.

Diffusion-Based Inpainting Approach for Multifunctional Short-Term Load Forecasting

Number of pages: 14 Posted: 11 Apr 2024
Luliang Zhang, Zongxi Jiang, Tianyao Ji and Ziming Chen
South China University of Technology, South China University of Technology, South China University of Technology and South China University of Technology
Downloads 118 (604,538)

Abstract:

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Short-term load forecastingDiffusion modelInpaintingMultifunctional forecasting

2.

Learning-Based Stochastic Multi-Objective Optimizer for Uncertain Power System Scheduling

Downloads 93 (725,554)

Learning-Based Stochastic Multi-Objective Optimizer for Uncertain Power System Scheduling

Number of pages: 13 Posted: 20 Aug 2024
Bin Deng, Mengshi Li, Tianyao Ji and Q.H. Wu
South China University of Technology, South China University of Technology, South China University of Technology and South China University of Technology
Downloads 56 (1,017,159)

Abstract:

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Power system， renewable energy， multi-objective optimization (MOO)， stochastic optimization

Learning-Based Stochastic Multi-Objective Optimizer for Uncertain Power System Scheduling

Number of pages: 13 Posted: 12 Feb 2025
Bin Deng, Mengshi Li, Tianyao Ji and Q.H. Wu
South China University of Technology, South China University of Technology, South China University of Technology and South China University of Technology
Downloads 37 (1,252,562)

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Power system， renewable energy， multi-objective optimization (MOO)， stochastic optimization

3.

Short-Term Prediction of Power System Inertia Based on Multiple Feature Selection

Downloads 55 (1,020,567)

Short-Term Prediction of Power System Inertia Based on Multiple Feature Selection

Number of pages: 14 Posted: 19 Jul 2025
Zheyu Du, Tianyao Ji, Siting Dai and Zijie Wei
affiliation not provided to SSRN, South China University of Technology, Guangzhou City University of Technology and South China University of Technology
Downloads 35 (1,281,607)

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Short-term inertia prediction, Copula function, XGBoost model, Spearman's rank correlation
coefficient

Short-Term Prediction of Power System Inertia Based on Multiple Feature Selection

Number of pages: 14 Posted: 23 Aug 2025
Zheyu Du, Tianyao Ji, Siting Dai and Zhaoxia Jing
affiliation not provided to SSRN, South China University of Technology, Guangzhou City University of Technology and South China University of Technology
Downloads 20 (1,513,226)

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Short-term inertia prediction, Copula function, XGBoost model, Spearman's rank correlation
coefficient

4.

High-Efficiency Stochastic Optimization for Unit Commitment with Personalized Demand Response and Wind Power Uncertainty

Number of pages: 20 Posted: 21 Jan 2025
Bin Deng, Yongxiang Lei, Mengshi Li, Tianyao Ji and Q.H. Wu
South China University of Technology, Central South University, South China University of Technology, South China University of Technology and South China University of Technology
Downloads 49 (1,074,648)

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Demand response, Power system, User utility functions, Parallel Group Search Optimizer (PGSO)

5.

Medium and Long-Term Markets in a Hybrid Electricity Market: Definition, Challenges, and Recommendations to Guangdong Electricity Market

Number of pages: 27 Posted: 03 Jun 2025
Zhaoxia Jing, Jiajing Pan and Tianyao Ji
South China University of Technology, South China University of Technology and South China University of Technology
Downloads 38 (1,209,354)

Abstract:

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Medium and Long-Term Markets, Hybrid Electricity Market, China Electricity Market

6.

Efficiently Optimizing Unit Commitment with Personalized Demand Response and Wind Power: A Parallel Approach

Number of pages: 16 Posted: 25 Sep 2024
Bin Deng, Mengshi Li, Tianyao Ji and Q.H. Wu
South China University of Technology, South China University of Technology, South China University of Technology and South China University of Technology
Downloads 27 (1,359,097)

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Demand response, power system, user utility functions, Parallel Group Search Optimizer (PGSO)

7.

Data-Driven Hub Node Design for Centralized Power Markets

Number of pages: 9 Posted: 17 Jun 2024
Tianyao Ji, Zheyu Du, Nianjie Tian, Zijie Wei, Zhaoxia Jing, Jisong Zhu and Youquan Jiang
South China University of Technology, South China University of Technology, affiliation not provided to SSRN, South China University of Technology, South China University of Technology, Electric Power Research Institute and affiliation not provided to SSRN
Downloads 27 (1,359,097)

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power market, hub nodes, dimensionality, spectral clustering, self-attention mechanism

8.

Low-Carbon Operation Constrained Two-Stage Stochastic Energy and Reserve Scheduling: A Worst-Case Conditional Value-at-Risk Approach

Number of pages: 19 Posted: 31 Jul 2023
Jiacheng Shen, Mengshi Li, Zhenjia Lin, Tianyao Ji and Q.H. Wu
South China University of Technology, South China University of Technology, South China University of Technology, South China University of Technology and South China University of Technology
Downloads 19 (1,459,862)

Abstract:

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Energy and reserve scheduling, low-carbon operation, wind power uncertainty, worst-case CVaR

9.

A Data-Driven Dynamic Reserve Capacity Allocation Method Considering Multi-Meteorological Factors

Number of pages: 15 Posted: 21 Jan 2026
Keyi Yin, Tianyao Ji and Zhaoxia Jing
South China University of Technology, South China University of Technology and South China University of Technology
Downloads 9 (1,555,090)

Abstract:

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Data-driven approach, meteorological factors, dynamic reserve requirement, net load forecast error, time-of-use pricing；