Yiyan Li

Works (9)

Updated: July 3rd, 2024 11:02

2023 journal article

A Secure and Adaptive Hierarchical Multi-Timescale Framework for Resilient Load Restoration Using a Community Microgrid

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 14(2), 1057–1075.

By: A. Shirsat *, V. Muthukaruppan *, R. Hu n, V. Paduani *, B. Xu n , L. Song n, Y. Li n, N. Lu n  ...

author keywords: Active distribution networks; community microgrids; hybrid PV systems; load restoration; high-impact low-frequency events; secure operation; uncertainty; resiliency
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Sources: Web Of Science, NC State University Libraries
Added: May 1, 2023

2022 journal article

A Reinforcement-learning-based Bidding Strategy for Power Suppliers with Limited Information

JOURNAL OF MODERN POWER SYSTEMS AND CLEAN ENERGY, 10(4), 1032–1039.

By: Q. Jia *, Y. Li n, Z. Yan *, C. Xu * & S. Chen *

author keywords: Power market; bidding strategy; limited information; repeated game; continuous action reinforcement learning automata
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Source: Web Of Science
Added: September 6, 2022

2022 journal article

Machine learning analytics for virtual bidding in the electricity market

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 143.

By: D. Han, W. Huang, H. Ren, W. Zhao & Y. Li*

author keywords: Virtual bidding; Markov decision process; Deep reinforcement learning; Conditional value at risk; Sharpe ratio
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Source: Web Of Science
Added: August 15, 2022

2022 journal article

ProfileSR-GAN: A GAN Based Super-Resolution Method for Generating High-Resolution Load Profiles

IEEE TRANSACTIONS ON SMART GRID, 13(4), 3278–3289.

By: L. Song n, Y. Li n & N. Lu n 

author keywords: Generative adversarial networks; Superresolution; Load modeling; Generators; Meteorology; Fluctuations; Data models; Generative adversarial networks; load profile generation; machine learning; non-intrusive load monitoring; super-resolution; synthetic data
TL;DR: Results show that ProfileSR-GAN outperforms the state-of-the-art methods in all shape-based metrics and can achieve comparable performance with those methods in point-to-point matching accuracy, and the performance of a downstream task, non-intrusive load monitoring, can be significantly improved. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: July 11, 2022

2021 article

A Load Switching Group based Feeder-level Microgrid Energy Management Algorithm for Service Restoration in Power Distribution System

2021 IEEE POWER & ENERGY SOCIETY GENERAL MEETING (PESGM).

By: R. Hu n, Y. Li n, S. Zhang n, A. Shirsat n , V. Muthukaruppan n, W. Tang n, M. Baran n , D. Lubkeman n , N. Lu n 

author keywords: distributed energy resource; energy management; microgrid; power distribution system; service restoration
TL;DR: Simulation results show that the LSG-EMS successfully coordinates multiple grid-forming sources by selecting an optimal supply topology that maximizes the supply period of both the critical and noncritical loads while minimizing customer service interruptions in the service restoration process. (via Semantic Scholar)
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7. Affordable and Clean Energy (Web of Science; OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: July 26, 2022

2021 journal article

A meta-learning based distribution system load forecasting model selection framework

APPLIED ENERGY, 294.

By: Y. Li n, S. Zhang n, R. Hu n & N. Lu n 

author keywords: Distribution system; Load forecasting; Machine learning; Meta-learning; Model selection; Ensemble learning
TL;DR: This paper presents a meta-learning based, automatic distribution system load forecasting model selection framework that uses user load forecasting needs as input features, multiple meta-learners are used to rank the available load forecast models based on their forecasting accuracy. (via Semantic Scholar)
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Sources: Web Of Science, NC State University Libraries
Added: June 28, 2021

2021 journal article

Bidding strategy of energy storage in imperfectly competitive flexible ramping market via system dynamics method

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 136.

By: C. Huang *, D. Han *, Z. Yan *, Y. Li n, C. Sun * & Q. Jia *

author keywords: Bidding strategy; Energy storage; Flexible ramping product; Imperfect competition; System dynamics method
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7. Affordable and Clean Energy (Web of Science; OpenAlex)
Source: Web Of Science
Added: November 23, 2021

2021 journal article

Deviation insurance for Risk-Averse wind power producers in the Nordic power market

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 134.

By: Q. Jia *, S. Chen *, Y. Li n & Z. Yan *

author keywords: Wind power deviation; Insurance; Risk management; Nordic power market
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7. Affordable and Clean Energy (Web of Science; OpenAlex)
Source: Web Of Science
Added: September 27, 2021

2021 journal article

Optimal Incentive Strategy in Cloud-Edge Integrated Demand Response Framework for Residential Air Conditioning Loads

IEEE TRANSACTIONS ON CLOUD COMPUTING, 10(1), 31–42.

By: Q. Jia *, S. Chen *, Z. Yan * & Y. Li n

author keywords: Residential air conditioning loads; incentive-based demand response; reinforcement learning; cloud computing
TL;DR: Simulation results based on 136 real-world residential users in Austin area demonstrate that the proposed CEI-DR framework can increase the social welfare by about $8.6/h compared to the traditional DLC method during a normal DR event. (via Semantic Scholar)
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Source: Web Of Science
Added: April 4, 2022

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