Development of convolutional neural network based Gaussian process regression to construct a novel probabilistic virtual metrology in multi-stage semiconductor …

X Wu, J Chen, L Xie, LLT Chan, CI Chen - Control Engineering Practice, 2020 - Elsevier
Manufacturing of semiconductor chips involves hundreds of process steps. For high-
throughput semiconductor manufacturers, it is not feasible to get all the quality …

Global and local virtual metrology models for a plasma etch process

SA Lynn, J Ringwood… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
Virtual metrology (VM) is the estimation of metrology variables that may be expensive or
difficult to measure using readily available process information. This paper investigates the …

Estimation and control in semiconductor etch: Practice and possibilities

JV Ringwood, S Lynn, G Bacelli, B Ma… - IEEE Transactions …, 2009 - ieeexplore.ieee.org
Semiconductor wafer etching is, to a large extent, an open-loop process with little direct
feedback control. Most silicon chip manufacturers rely on the rigorous adherence to a …

Virtual metrology for plasma etch processes.

S Lynn - 2011 - mural.maynoothuniversity.ie
Plasma processes can present dicult control challenges due to time-varying dynamics and a
lack of relevant and/or regular measurements. Virtual metrology (VM) is the use of …

Gaussian process regression for virtual metrology of plasma etch

S Lynn, J Ringwood… - IET Irish Signals and …, 2010 - ieeexplore.ieee.org
Plasma etch is a complex semiconductor manufacturing process in which material is
removed from the surface of a silicon wafer using a gas in plasma form. As the process etch …

Weighted windowed PLS models for virtual metrology of an industrial plasma etch process

S Lynn, JV Ringwood… - 2010 IEEE International …, 2010 - ieeexplore.ieee.org
Virtual metrology is the prediction of metrology variables using easily accessible process
variables and mathematical models. Because metrology variables in semiconductor …

Convolutional neural networks for multi-stage semiconductor processes

X Wu, J Chen, L Xie, Y Lee, CI Chen - Journal of Chemical …, 2021 - jstage.jst.go.jp
In semiconductor manufacturing processes, there are certain quality measurements cannot
be easily obtained at a low cost. In such cases, virtual metrology (VM) is typically used to …

Gaussian process regression for virtual metrology of microchip quality and the resulting selective sampling scheme

T Darwin, R Garnett, D Djurdjanovic - … on the Industry 4.0 Model for …, 2018 - Springer
Manufacturing of integrated circuits involves many sequential processes executed to
nanoscale tolerances, and the yield depends on the often-unmeasured quality of …

Gaussian process regression for virtual metrology of microchip quality and the resulting strategic sampling scheme

TJ Darwin - 2017 - repositories.lib.utexas.edu
Manufacturing of integrated circuits involves many sequential processes, often ex-ecuted to
nanoscale tolerances, and the yield depends on the often unmeasured quality of …