Inverse lithography technology: 30 years from concept to practical, full-chip reality

L Pang - Journal of Micro/Nanopatterning, Materials, and …, 2021 - spiedigitallibrary.org
In lithography, optical proximity and process bias/effects need to be corrected to achieve the
best wafer print. Efforts to correct for these effects started with a simple bias, adding a …

AI/ML algorithms and applications in VLSI design and technology

D Amuru, A Zahra, HV Vudumula, PK Cherupally… - Integration, 2023 - Elsevier
An evident challenge ahead for the integrated circuit (IC) industry is the investigation and
development of methods to reduce the design complexity ensuing from growing process …

A case study of deep reinforcement learning for engineering design: Application to microfluidic devices for flow sculpting

XY Lee, A Balu, D Stoecklein… - Journal of …, 2019 - asmedigitalcollection.asme.org
Efficient exploration of design spaces is highly sought after in engineering applications. A
spectrum of tools has been proposed to deal with the computational difficulties associated …

Advances in inverse lithography

T Cecil, D Peng, D Abrams, SJ Osher… - ACS …, 2022 - ACS Publications
As Moore's law has marched forward, progressively shrinking chip designs at a consistent
pace, the manufacturing of those chips has raced to keep up. Through advances in …

MOSAIC: Mask optimizing solution with process window aware inverse correction

JR Gao, X Xu, B Yu, DZ Pan - Proceedings of the 51st Annual Design …, 2014 - dl.acm.org
Optical Proximity Correction (OPC) has been widely adopted for resolution enhancement to
achieve nanolithography. However, conventional rule-based and model-based OPCs …

Neural network analysis of quasistationary magnetic fields in microcoils driven by short laser pulses

IV Kochetkov, ND Bukharskii, M Ehret, Y Abe… - Scientific Reports, 2022 - nature.com
Optical generation of kilo-tesla scale magnetic fields enables prospective technologies and
fundamental studies with unprecedentedly high magnetic field energy density. A question is …

Data efficient lithography modeling with transfer learning and active data selection

Y Lin, M Li, Y Watanabe, T Kimura… - … on Computer-Aided …, 2018 - ieeexplore.ieee.org
Lithography simulation is one of the key steps in physical verification, enabled by the
substantial optical and resist models. A resist model bridges the aerial image simulation to …

Pixelated source mask optimization for process robustness in optical lithography

N Jia, EY Lam - Optics express, 2011 - opg.optica.org
Optical lithography has enabled the printing of progressively smaller circuit patterns over the
years. However, as the feature size shrinks, the lithographic process variation becomes …

Optical proximity correction with hierarchical bayes model

T Matsunawa, B Yu, DZ Pan - Optical Microlithography XXVIII, 2015 - spiedigitallibrary.org
Optical Proximity Correction (OPC) is one of the most important techniques in today's optical
lithography based manufacturing process. Although the most widely used model-based …

Optical proximity correction using a multilayer perceptron neural network

R Luo - Journal of Optics, 2013 - iopscience.iop.org
Optical proximity correction (OPC) is one of the resolution enhancement techniques (RETs)
in optical lithography, where the mask pattern is modified to improve the output pattern …