JOURNAL ARTICLE

<title>Light-scattering-based micrometrology</title>

Joerg BischoffJörg BaumgartJoachim BauerHorst Truckenbrodt

Year: 1996 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2775 Pages: 251-262   Publisher: SPIE

Abstract

Optical scatterometry, defined as the characterization of surfaces via diffracted light analysis, has been shown to be an attractive tool for the metrology of microlithographic structures. To tackle the inverse scattering problem, advanced data analysis schemes have been developed. This paper illustrates the application of light scattering to characterize developed resist lines in terms of multi- parameter measurements. Additionally, the depth prediction and the width prediction of special silicon concentration profiles, embedded in a plane resist layer, are reported. Substantial accuracy gains have been achieved by using partial least squares (PLS) regression along with quasi- nonlinear data preparation techniques, including range splitting or enhanced quadratic and cubic approaches. Moreover, a combination of PLS and minimum mean square error methods enables rapid and nearly arbitrarily accurate measurements.

Keywords:
Resist Light scattering Optics Scattering Metrology Diffraction Quadratic equation Algorithm Partial least squares regression Inverse Plane (geometry) Materials science Computer science Physics Layer (electronics) Mathematics Nanotechnology Geometry Machine learning

Metrics

3
Cited By
0.55
FWCI (Field Weighted Citation Impact)
0
Refs
0.63
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Surface Roughness and Optical Measurements
Physical Sciences →  Engineering →  Computational Mechanics
Optical measurement and interference techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Measurement and Metrology Techniques
Physical Sciences →  Engineering →  Mechanical Engineering

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