Search Results for author: Sergei Petrov

Found 4 papers, 1 papers with code

GraSSNet: Graph Soft Sensing Neural Networks

no code implementations12 Nov 2021 Yu Huang, Chao Zhang, Jaswanth Yella, Sergei Petrov, Xiaoye Qian, Yufei Tang, Xingquan Zhu, Sthitie Bom

In the era of big data, data-driven based classification has become an essential method in smart manufacturing to guide production and optimize inspection.

Time Series Time Series Analysis +1

Soft-Sensing ConFormer: A Curriculum Learning-based Convolutional Transformer

no code implementations12 Nov 2021 Jaswanth Yella, Chao Zhang, Sergei Petrov, Yu Huang, Xiaoye Qian, Ali A. Minai, Sthitie Bom

Over the last few decades, modern industrial processes have investigated several cost-effective methodologies to improve the productivity and yield of semiconductor manufacturing.

Soft Sensing Transformer: Hundreds of Sensors are Worth a Single Word

1 code implementation10 Nov 2021 Chao Zhang, Jaswanth Yella, Yu Huang, Xiaoye Qian, Sergei Petrov, Andrey Rzhetsky, Sthitie Bom

We demonstrate the challenges and effectiveness of modeling industrial big data by a Soft Sensing Transformer model on these data sets.

Sentence Time Series +1

IEEE BigData 2021 Cup: Soft Sensing at Scale

no code implementations7 Sep 2021 Sergei Petrov, Chao Zhang, Jaswanth Yella, Yu Huang, Xiaoye Qian, Sthitie Bom

The scope of this challenge is to tackle the task of classifying soft sensing data with machine learning techniques.

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