Search Results for author: Tianqi Hong

Found 8 papers, 2 papers with code

MATNilm: Multi-appliance-task Non-intrusive Load Monitoring with Limited Labeled Data

1 code implementation27 Jul 2023 Jing Xiong, Tianqi Hong, Dongbo Zhao, Yu Zhang

Non-intrusive load monitoring (NILM) identifies the status and power consumption of various household appliances by disaggregating the total power usage signal of an entire house.

energy management Non-Intrusive Load Monitoring

Hybrid Imitation Learning for Real-Time Service Restoration in Resilient Distribution Systems

no code implementations29 Nov 2020 Yichen Zhang, Feng Qiu, Tianqi Hong, Zhaoyu Wang, Fangxing Li

Self-healing capability is one of the most critical factors for a resilient distribution system, which requires intelligent agents to automatically perform restorative actions online, including network reconfiguration and reactive power dispatch.

Imitation Learning Reinforcement Learning (RL)

Deep Active Learning for Solvability Prediction in Power Systems

no code implementations27 Jul 2020 Yichen Zhang, Jianzhe Liu, Feng Qiu, Tianqi Hong, Rui Yao

Traditional methods for solvability region analysis can only have inner approximations with inconclusive conservatism.

Active Learning

Robust Synthesis of Wind Turbine Generators to Support Microgrid Frequency Considering Linearization-Induced Uncertainty

no code implementations5 Mar 2020 Yichen Zhang, Chen Chen, Tianqi Hong, Bai Cui, Bo Chen, Feng Qiu

The capability to switch between grid-connected and islanded modes has promoted adoption of microgrid technology for powering remote locations.

Scheduling

Approximating Trajectory Constraints with Machine Learning -- Microgrid Islanding with Frequency Constraints

no code implementations16 Jan 2020 Yichen Zhang, Chen Chen, Guodong Liu, Tianqi Hong, Feng Qiu

In this paper, we introduce a deep learning aided constraint encoding method to tackle the frequency-constraint microgrid scheduling problem.

BIG-bench Machine Learning Scheduling

Singular Perturbation-based Large-Signal Order Reduction of Microgrids for Stability and Accuracy Synthesis with Control

no code implementations8 Oct 2019 Zixiao Ma, Zhaoyu Wang, Yuxuan Yuan, Tianqi Hong

Higher-level controller design and stability analysis of such high-order systems are usually intractable and computation-costly.

Cannot find the paper you are looking for? You can Submit a new open access paper.