Evolutionary algorithms converge towards evolved biological photonic structures

被引:21
作者
Barry, Mamadou Aliou [1 ]
Berthier, Vincent [2 ]
Wilts, Bodo D. [3 ]
Cambourieux, Marie-Claire [1 ]
Bennet, Pauline [1 ]
Polles, Remi [1 ]
Teytaud, Olivier [2 ,4 ]
Centeno, Emmanuel [1 ]
Biais, Nicolas [5 ,6 ]
Moreau, Antoine [1 ]
机构
[1] Univ Clermont Auvergne, CNRS, Sigma Clermont, Inst Pascal, F-63000 Clermont Ferrand, France
[2] Univ Paris Sud, CNRS, Inria, TAO,LRI,UMR 6823, Orsay, France
[3] Univ Fribourg, Adolphe Merkle Inst, Chemin Verdiers 4, CH-1700 Fribourg, Switzerland
[4] Facebook AI Res, 6 Rue Menars, F-75000 Paris, France
[5] CUNY, Grad Ctr, New York, NY 11210 USA
[6] CUNY Brooklyn Coll, Dept Biol, New York, NY 11210 USA
基金
瑞士国家科学基金会;
关键词
COUPLED-WAVE METHOD; DIFFERENTIAL EVOLUTION; GLOBAL OPTIMIZATION; INVERSE DESIGN; INTERFERENCE; IRIDESCENCE; MECHANISMS; SILVER; GOLD;
D O I
10.1038/s41598-020-68719-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Nature features a plethora of extraordinary photonic architectures that have been optimized through natural evolution in order to more efficiently reflect, absorb or scatter light. While numerical optimization is increasingly and successfully used in photonics, it has yet to replicate any of these complex naturally occurring structures. Using evolutionary algorithms inspired by natural evolution and performing particular optimizations (maximize reflection for a given wavelength, for a broad range of wavelength or maximize the scattering of light), we have retrieved the most stereotypical natural photonic structures. Whether those structures are Bragg mirrors, chirped dielectric mirrors or the gratings on top of Morpho butterfly wings, our results indicate how such regular structures might have spontaneously emerged in nature and to which precise optical or fabrication constraints they respond. Comparing algorithms show that recombination between individuals, inspired by sexual reproduction, confers a clear advantage that can be linked to the fact that photonic structures are fundamentally modular: each part of the structure has a role which can be understood almost independently from the rest. Such an in silico evolution also suggests original and elegant solutions to practical problems, as illustrated by the design of counter-intuitive anti-reflective coatings for solar cells.
引用
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页数:10
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