Advanced Nano-Scale Process Control Using the Back-Propagation Network and Dual Filter Exponentially Weighted Moving Average

Authors: Park, Sang-Hoon; Ko, Hyo-Heon; Kim, Min-Seok; Kim, Jun-Seok; Park, Cheong-Sool; Kim, Sung-Shick; Baek, Jun-Geol

Source: Advanced Science Letters, Volume 14, Number 1, July 2012 , pp. 404-408(5)

Publisher: American Scientific Publishers

Buy & download fulltext article:


Price: $113.00 plus tax (Refund Policy)


Nonlinear dual filter exponentially weighted moving average (NDEWMA) control methodology is proposed in this paper. NDEWMA control method is designed for the photolithography process. It is assumed that the photolithography process has a nonlinear relationship between recipe and methodology and has a disturbance with relatively very small drift rate compared to white noise. The method is comprised of dual exponentially weighted moving average (EWMA) filter and back propagation network (BPN). Dual EWMA filter is used for reducing the effect of white noise and detecting the exact process changes. BPN is applied to increase the prediction accuracy when the process model has a nonlinear relationship between control parameter (recipe) and methodology. To evaluate the proposed control method, simulation based experiment has been performed with two alternative control methodologies for same condition.

Document Type: Research Article


Publication date: July 1, 2012

More about this publication?
  • ADVANCED SCIENCE LETTERS is an international peer-reviewed journal with a very wide-ranging coverage, consolidates research activities in all areas of (1) Physical Sciences, (2) Biological Sciences, (3) Mathematical Sciences, (4) Engineering, (5) Computer and Information Sciences, and (6) Geosciences to publish original short communications, full research papers and timely brief (mini) reviews with authors photo and biography encompassing the basic and applied research and current developments in educational aspects of these scientific areas.
  • Editorial Board
  • Information for Authors
  • Subscribe to this Title
  • ingentaconnect is not responsible for the content or availability of external websites



Free Content
Free content
New Content
New content
Open Access Content
Open access content
Subscribed Content
Subscribed content
Free Trial Content
Free trial content

Text size:

A | A | A | A
Share this item with others: These icons link to social bookmarking sites where readers can share and discover new web pages. print icon Print this page