Publications

Selected Journal Publications

Design automation for smart building systems
Ruoxi Jia, Baihong Jin, Ming Jin, Yuxun Zhou, Ioannis C. Konstantakopoulos, Han Zou, Joyce Kim, Dan Li, Weixi Gu, Reza Arghandeh, Pierluigi Nuzzo, Stefano Schiavon, Alberto L. Sangiovanni-Vincentelli, Costas J. Spanos. Proceedings of the IEEE.

Evaluation of a cost-responsive supply air temperature reset strategy in an office building
Paul Raftery, Shuyang Li, Baihong Jin, Min Ting, Gwelen Paliaga, Hwakong Cheng. Energy and Buildings.

Selected Conference Publications

Augmenting Monte Carlo Dropout Classification Models with Unsupervised Learning Tasks for Detecting and Diagnosing Out-of-Distribution Faults
Baihong Jin, Yingshui Tan, Yuxin Chen, Alberto Sangiovanni-Vincentelli. preprint

Detecting and diagnosing incipient building faults using uncertainty information from deep neural networks
Baihong Jin, Dan Li, Seshadhri Srinivasan, See-Kiong Ng, Kameshwar Poolla, Alberto Sangiovanni-Vincentelli. 2019 IEEE International Conference on Prognostics and Health Management (ICPHM)

An Encoder-Decoder Based Approach for Anomaly Detection with Application in Additive Manufacturing (to appear)
Baihong Jin, Yingshui Tan, Alexander Nettekoven, Yuxin Chen, Ufuk Topcu, Yisong Yue, Alberto Sangiovanni Vincentelli. 2019 International Conference on Machine Learning and Applications (ICMLA).

A tractable ellipsoidal approximation for voltage regulation problems
Pan Li, Baihong Jin, Ruoxuan Xiong, Dai Wang, Alberto Sangiovanni-Vincentelli, and Baosen Zhang. 2019 American Control Conference (ACC)

MAD-GAN: Multivariate anomaly detection for time series data with generative adversarial networks
Dan Li, Dacheng Chen, Baihong Jin, Lei Shi, Jonathan Goh, See-Kiong Ng. 2019 International Conference on Artificial Neural Networks (ICANN).

Learning convex piecewise linear machine for data-driven optimal control
Yuxun Zhou, Baihong Jin, and Costas J. Spanos. 2015 International Conference on Machine Learning and Applications (ICMLA).

A fast and accurate approach for common path pessimism removal in static timing analysis
Baihong Jin, Guojie Luo, Wentai Zhang. 2016 IEEE International Symposium on Circuits and Systems (ISCAS)