Constrained optimization of a zoom lens with CMA-ES algorithm

In the present paper we investigate how optimization algorithm can be tailored to improve the lens design process. We replaced gradient-based optimization methods by the Covariance Matrix Adaptation Evolution Strategy (CMA-ES). This stochastic algorithm is considered more robust and is well suited to avoid local optima often found in optical design. In addition, the algorithm is paired with an augmented Lagrangian method to incorporate constraints handling inside the computation framework. Performances are illustrated on a photographic zoom lens.

Authors

Institutions

Publication Details

Journal
EPJ Web of Conferences
Published
2025-01-01
DOI
https://doi.org/10.1051/epjconf/202533502008
Primary Topic
Advanced optical system design
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Constrained optimization of a zoom lens with CMA-ES algorithm

Sébastien Héron, Yann Semet, Tristan Marty
EPJ Web of Conferences
Advanced optical system design
article

Constrained optimization of a zoom lens with CMA-ES algorithm

Sébastien Héron, Yann Semet, Tristan Marty
article en

Abstract

In the present paper we investigate how optimization algorithm can be tailored to improve the lens design process. We replaced gradient-based optimization methods by the Covariance Matrix Adaptation Evolution Strategy (CMA-ES). This stochastic algorithm is considered more robust and is well suited to avoid local optima often found in optical design. In addition, the algorithm is paired with an augmented Lagrangian method to incorporate constraints handling inside the computation framework. Performances are illustrated on a photographic zoom lens.

EPJ Web of ConferencesVol. 335
École Polytechnique (FR), Laboratoire d'Informatique de l'École Polytechnique (FR), Thales (France) (FR)
Openalex Percentile: Top 75%
Advanced optical system design
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Constrained optimization of a zoom lens with CMA-ES algorithm — Sébastien Héron, Yann Semet, et al. · EPJ Web of Conferences (2025) | TGRS Research Map | TGRS