15 May 2023 Optimization of chemically amplified resist formulation based on simple random sampling and kernel density estimation
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Abstract

Formulation optimization plays an important role in the research and development of chemically amplified resist (CAR). However, the CAR profile after development process is influenced by multiple resist parameters and process conditions, so it is hard to determine the optimal CAR formulation in the multivariate problem. An optimization method for the CAR formulation is developed. The simple random sampling is applied to each CAR parameter’s value range independently, and the combinations of these samples from different parameters are used in the simulation of lithography profiles. Kernel density estimation is applied to analyze the simulation results. Then the CAR formulation is optimized based on the probability density distribution from the analysis results. The verification results show that the proposed optimization method can greatly improve the stability of the CAR formulation and thus generating acceptable critical features’ sizes of the CAR profile.

© 2023 Society of Photo-Optical Instrumentation Engineers (SPIE)
Pengjie Kong, Lisong Dong, Xu Ma, and Yayi Wei "Optimization of chemically amplified resist formulation based on simple random sampling and kernel density estimation," Journal of Micro/Nanopatterning, Materials, and Metrology 22(2), 024601 (15 May 2023). https://doi.org/10.1117/1.JMM.22.2.024601
Received: 8 January 2023; Accepted: 21 April 2023; Published: 15 May 2023
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KEYWORDS
Photoresist materials

Chemically amplified resists

Sampling rates

Photoresist developing

Chemical analysis

Quenching

Absorption

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