2022
DOI: 10.1021/acsphotonics.1c01850
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Empowering Metasurfaces with Inverse Design: Principles and Applications

Abstract: Conventional human-driven methods face limitations in designing complex functional metasurfaces. Inverse design is poised to empower metasurface research by embracing fast-growing artificial intelligence. In recent years, many research efforts have been devoted to enriching inverse design principles and applications. In this perspective, we review most commonly used metasurface inverse design strategies including topology optimization, evolutionary optimization, and machine learning techniques. We elaborate on… Show more

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Cited by 108 publications
(72 citation statements)
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“…In the case of our local periodic approximation (LPA, see below), ∇ p v ends up being diagonal (each unit cell only affects the near field directly below it), so we can compute it explicitly. More generally, one could apply an adjoint method 9,10 in which the Maxwell solve A − † in ∇ p v = −A − † ∇ p A † v is applied to the left on a "source" term v † W. The Maxwell operator A is a composition 9,11 of a Green's function, which does not depend on the geometry p, and the local metasurface transmission for each unit cell as a function of the nanopillar diameter, which is computed from a surrogate polynomial fit. 9,11 Hence, the derivative ∇ p A † merely involves the derivatives of these polynomials.…”
Section: Tr( ) Tr( )mentioning
confidence: 99%
“…In the case of our local periodic approximation (LPA, see below), ∇ p v ends up being diagonal (each unit cell only affects the near field directly below it), so we can compute it explicitly. More generally, one could apply an adjoint method 9,10 in which the Maxwell solve A − † in ∇ p v = −A − † ∇ p A † v is applied to the left on a "source" term v † W. The Maxwell operator A is a composition 9,11 of a Green's function, which does not depend on the geometry p, and the local metasurface transmission for each unit cell as a function of the nanopillar diameter, which is computed from a surrogate polynomial fit. 9,11 Hence, the derivative ∇ p A † merely involves the derivatives of these polynomials.…”
Section: Tr( ) Tr( )mentioning
confidence: 99%
“…For a large portion of metasurfaces, the geometrical parameters of the building blocks are determined by forward design method [ 16 , 17 , 18 ]. A typical workflow of the forward design method includes three steps.…”
Section: Introductionmentioning
confidence: 99%
“…There is now interest in applying inverse design techniques for the geometric optimization of time-varying media [24]. This is an exciting prospect, though challenging due to the computa-tional/memory requirements involved.…”
Section: Introductionmentioning
confidence: 99%