Rongxing Hu

College of Engineering

Works (8)

Updated: August 23rd, 2025 05:04

2025 article

Invisible Manipulation: Deep Reinforcement Learning-Enhanced Stealthy Attacks on Battery Energy Management Systems

Xiao, Q., Song, L., Woo, J. H., Hu, R., Xu, B., Ye, K., & Lu, N. (2025, January 1). IEEE Access, Vol. 13, pp. 131509–131524.

By: Q. Xiao  n, L. Song n, J. Woo n, R. Hu n, B. Xu n , K. Ye n, N. Lu n 

author keywords: Real-time systems; Estimation; Batteries; Voltage measurement; Training; Current measurement; Microgrids; Battery charge measurement; Cyberattack; Accuracy; Cyber-physical attacks; deep reinforcement learning; timed stealthy false data injection (SFDIA); invisible manipulation attacks; state-of-charge (SoC) estimation
topics (OpenAlex): Wheat and Barley Genetics and Pathology; Genetic diversity and population structure; Chromosomal and Genetic Variations
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UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: July 18, 2025

2023 article

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

Shirsat, A., Muthukaruppan, V., Hu, R., Paduani, V. D., Xu, B., Song, L., … Tang, W. (2023, March 1). IEEE Transactions on Sustainable Energy, Vol. 14, pp. 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
topics (OpenAlex): Optimal Power Flow Distribution; Smart Grid Energy Management; Microgrid Control and Optimization
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Sources: Web Of Science, NC State University Libraries
Added: May 1, 2023

2023 article

Adaptive cold-load pickup considerations in 2-stage microgrid unit commitment for enhancing microgrid resilience

Hu, R., Shirsat, A., Muthukaruppan, V., Li, Y., Zhang, S., Tang, W., … Lu, N. (2023, December 3). Applied Energy, Vol. 356.

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

author keywords: Cold load pickup; Load shedding; Microgrid; Reconfiguration; Resilience service; Unit commitment
topics (OpenAlex): Microgrid Control and Optimization; Optimal Power Flow Distribution; Smart Grid Energy Management
UN Sustainable Development Goals Color Wheel
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7. Affordable and Clean Energy (Web of Science; OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: January 16, 2024

2023 article proceedings

An ICA-Based HVAC Load Disaggregation Method Using Smart Meter Data

By: H. Kim n, K. Ye n, H. Lee n, R. Hu n, N. Lu n , D. Wu *, P. Rehm

author keywords: HVAC system; Independent component analysis; Non-intrusive load monitoring; Smart meter data
topics (OpenAlex): Blind Source Separation Techniques; Smart Grid Energy Management; Advanced Adaptive Filtering Techniques
TL;DR: An independent component analysis (ICA) based unsupervised-learning method for heat, ventilation, and air-conditioning (HVAC) load disaggregation using low-resolution smart meter data and uses the dependency between the daily nocturnal and diurnal loads extracted from historical meter data to smooth the base load profile. (via Semantic Scholar)
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7. Affordable and Clean Energy (Web of Science; OpenAlex)
Sources: Web Of Science, NC State University Libraries, Crossref
Added: June 5, 2023

2023 article proceedings

Design Considerations of a Coordinative Demand Charge Mitigation Strategy

By: R. Hu n, K. Ye n, H. Kim n, H. Lee n, N. Lu n , D. Wu *, P. Rehm

author keywords: demand reduction; demand response; load forecast; payback; peak demand probability.
topics (OpenAlex): Smart Grid Energy Management; Energy Efficiency and Management; Energy Load and Power Forecasting
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
Sources: Web Of Science, NC State University Libraries, Crossref
Added: November 20, 2023

2021 article

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

Hu, R., Li, Y., Zhang, S., Shirsat, A., Muthukaruppan, V., Tang, W., … Lu, N. (2021, July 26). 2021 IEEE Power &Amp; 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
topics (OpenAlex): Microgrid Control and Optimization; Optimal Power Flow Distribution; Smart Grid Energy Management
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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UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: July 26, 2022

2021 article

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

Li, Y., Zhang, S., Hu, R., & Lu, N. (2021, May 2). Applied Energy, Vol. 7.

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
topics (OpenAlex): Energy Load and Power Forecasting; Grey System Theory Applications; Machine Learning and ELM
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 article proceedings

Hierarchical Multi-timescale Framework For Operation of Dynamic Community Microgrid

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

author keywords: Community microgrids; dynamic microgrids; multi-timescale; service restoration; distributed PV generators
topics (OpenAlex): Microgrid Control and Optimization; Optimal Power Flow Distribution; Smart Grid Energy Management
TL;DR: A three-stage hierarchical multi-timescale framework for scheduling and real-time (RT) dispatch of CMGs, which shows superior performance in terms of RT load supplied under different forecast error cases, outage duration scenarios, and against the traditionally used two-stage approach. (via Semantic Scholar)
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Sources: Web Of Science, NC State University Libraries, Crossref
Added: July 26, 2022

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