Shifu Yan
A Ph.D Candidate at ECUST
Shifu Yan
A Ph.D Candidate at ECUST
I focus on Machine learning and Data mining algorithms with applications in industrial big data, such as Anomaly/Outlier detection, time series analysis.
Also, I am interested in recommendation system, root cause analysis ...
News:
Education
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East China University of Science and Technology
2017-2022Ph.D. in Control Science and Engineering
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East China University of Science and Technology
2013-2017B.S. in Automation GPA: 3.75/ 4.0
Work
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Red Avenue Group
2018.8-2020.6Data Scientist Intern: Responsible for processing data from historical and real-time database, analyzing the correlation between different attributes, using machine learning algorithms to reduce the frequency of laboratory analysis and improve production efficiency.
Project
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Delay Master Equations
2020.6-2021.2A research project for developing neural network based algorithms for the stochastic models in gene expression and predict the behaviors of genes.
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Decentralized quality monitoring of PTA production based on neural networks
2017.9-presentA research project by National Natural Science Foundation. Responsible for developing neural network based algorithms to improve the predictive performance of key performance indicators in PTA production, and detect quality-related anomalies for reducing unnecessary losses
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Plant-level nonlinear fault diagnosis based on deep correlation feature learning
2018.9-presentA research project by National Natural Science Foundation. Responsible for fusing statistical algorithms and neural networks for feature engineering and improve the classification performance of nonlinear faults.
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Data-driven prediction of product quality during tire material production
2018.8-2020.6Responsible for feature engineering and modeling the production process using support vector machine, intelligent optimization algorithm, neural networks. Develop Python software for guiding the production to increase profit. Two Chinese public patents and a registered software have been published.
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Custom product design based on rapid modeling and 3D printing
2016.1-2017.6Responsible for developing a VBA plug-in for rapid modeling in SolidWorks according to the model components required by customers, and use 3D printing to make personalized molds.