Search Results for author: Yuexin Bian

Found 6 papers, 4 papers with code

Ventilation and Temperature Control for Energy-efficient and Healthy Buildings: A Differentiable PDE Approach

no code implementations13 Mar 2024 Yuexin Bian, Xiaohan Fu, Rajesh K. Gupta, Yuanyuan Shi

In this paper, we introduce a novel framework for building learning and control, focusing on ventilation and thermal management to enhance energy efficiency.

Management

Deriving Loss Function for Value-oriented Renewable Energy Forecasting

no code implementations1 Oct 2023 Yufan Zhang, Honglin Wen, Yuexin Bian, Yuanyuan Shi

By integrating it into the upper-level objective for minimizing expected operation cost, we convert the bilevel problem to a single-level one and derive the loss function for training the model.

Toward Value-oriented Renewable Energy Forecasting: An Iterative Learning Approach

1 code implementation2 Sep 2023 Yufan Zhang, Mengshuo Jia, Honglin Wen, Yuexin Bian, Yuanyuan Shi

To bridge the gap, we design a value-oriented point forecasting approach for sequential energy dispatch problems with renewable energy sources.

Predicting Strategic Energy Storage Behaviors

1 code implementation20 Jun 2023 Yuexin Bian, Ningkun Zheng, Yang Zheng, Bolun Xu, Yuanyuan Shi

Energy storage are strategic participants in electricity markets to arbitrage price differences.

Carbon-Aware EV Charging

1 code implementation26 Sep 2022 Kai-Wen Cheng, Yuexin Bian, Yuanyuan Shi, Yize Chen

This paper examines the problem of optimizing the charging pattern of electric vehicles (EV) by taking real-time electricity grid carbon intensity into consideration.

Total Energy

Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural Network

1 code implementation16 Jun 2022 Yuexin Bian, Jintai Chen, Xiaojun Chen, Xiaoxian Yang, Danny Z. Chen, Jian Wu

Automatic ECG classification methods, especially the deep learning based ones, have been proposed to detect cardiac abnormalities using ECG records, showing good potential to improve clinical diagnosis and help early prevention of cardiovascular diseases.

Clinical Knowledge ECG Classification

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