Search Results for author: Huan Long

Found 9 papers, 1 papers with code

Image-Based Abnormal Data Detection and Cleaning Algorithm via Wind Power Curve

no code implementations17 Jul 2023 Huan Long, Linwei Sang, Zaijun Wu, Wei Gu

The mapping relationship between the wind power points and image pixel points is built to mark the wind turbine normal and abnormal data.

Computationally Enhanced Approach for Chance-Constrained OPF Considering Voltage Stability

no code implementations26 Jun 2023 Yuanxi Wu, Zhi Wu, Yijun Xu, Huan Long, Wei Gu, Shu Zheng, Jingtao Zhao

The effective management of stochastic characteristics of renewable power generations is vital for ensuring the stable and secure operation of power systems.

Management

Safety-aware Semi-end-to-end Coordinated Decision Model for Voltage Regulation in Active Distribution Network

1 code implementation24 May 2023 Linwei Sang, Yinliang Xu, Huan Long, Wenchuan Wu

Based on the regulation loss and prediction errors, this paper proposes the hybrid loss and hybrid stochastic gradient descent algorithm to back-propagate the gradients of the hybrid loss with respect to multiple predictions for enhancing decision quality.

Decision Making

Electricity Price Prediction for Energy Storage System Arbitrage: A Decision-focused Approach

no code implementations30 Apr 2023 Linwei Sang, Yinliang Xu, Huan Long, Qinran Hu, Hongbin Sun

So this paper proposes a decision-focused electricity price prediction approach for ESS arbitrage to bridge the gap from the downstream optimization model to the prediction model.

Decision Making Management

Conservative Sparse Neural Network Embedded Frequency-Constrained Unit Commitment With Distributed Energy Resources

no code implementations21 Apr 2023 Linwei Sang, Yinliang Xu, Zhongkai Yi, Lun Yang, Huan Long, Hongbin Sun

The increasing penetration of distributed energy resources (DERs) will decrease the rotational inertia of the power system and further degrade the system frequency stability.

On Geometric Structure of Activation Spaces in Neural Networks

no code implementations2 Apr 2019 Yuting Jia, Haiwen Wang, Shuo Shao, Huan Long, Yunsong Zhou, Xinbing Wang

Based on this new algorithm, four common geometric properties shared by the activation spaces are concluded, which gives a rather clear description of the activation spaces.

General Classification

Curvature-based Comparison of Two Neural Networks

no code implementations21 Jan 2018 Tao Yu, Huan Long, John E. Hopcroft

In this paper we show the similarities and differences of two deep neural networks by comparing the manifolds composed of activation vectors in each fully connected layer of them.

Vocal Bursts Valence Prediction

The Local Dimension of Deep Manifold

no code implementations5 Nov 2017 Mengxiao Zhang, Wangquan Wu, Yanren Zhang, Kun He, Tao Yu, Huan Long, John E. Hopcroft

Our results show that the dimensions of different categories are close to each other and decline quickly along the convolutional layers and fully connected layers.

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