Search Results for author: Sthitie Bom

Found 7 papers, 1 papers with code

Soft Sensing Regression Model: from Sensor to Wafer Metrology Forecasting

no code implementations21 Jan 2023 Angzhi Fan, Yu Huang, Fei Xu, Sthitie Bom

The semiconductor industry is one of the most technology-evolving and capital-intensive market sectors.

Fault Detection regression +1

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.

Auto-encoder based Model for High-dimensional Imbalanced Industrial Data

no code implementations4 Aug 2021 Chao Zhang, Sthitie Bom

However, the successful applications of deep learning in soft sensing are still not widely integrated in factory control systems, because most of the research on soft sensing do not have access to large scale industrial data which are varied, noisy and incomplete.

Representation Learning Sensor Modeling +1

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