Presentation + Paper
26 February 2020 Large permittivity increments for efficient predictive photonic devices optimization
Author Affiliations +
Proceedings Volume 11290, High Contrast Metastructures IX; 112900Q (2020) https://doi.org/10.1117/12.2545703
Event: SPIE OPTO, 2020, San Francisco, California, United States
Abstract
In In this paper, we show two novel approaches for photonic device optimization. Both approaches exploit the Lippmann- Schwinger equation, and can be applied with significant gains in computational efficiency when used with adjoint variable method. The first method optimizes a binarized device by greedily proposing and evaluating the effect of changing different pixels in the design region. Using the update of the Green’s function of the system with Dyson’s equation, one can guarantee the improvement of the figure of merit even for a large discrete binary change. The final structure is binary and guarantees fabricability with varying minimum feature sizes. In the second approach, we develop a fast algorithm to perform a line search for continuous optimization with gradient descent. The algorithm enables the line search to be executed faster than evaluating a new gradient, making such a line search extremely valuable. This line search is based on a Shanks transformation of the series expansion of the Lippmann-Schwinger equation, which enables us to determine the optimal learning rate in the search direction and minimize the number of separate iterations needed to achieve an optimal device.
Conference Presentation
© (2020) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Salim Boutami, Nathan Zhao, and Shanhui Fan "Large permittivity increments for efficient predictive photonic devices optimization", Proc. SPIE 11290, High Contrast Metastructures IX, 112900Q (26 February 2020); https://doi.org/10.1117/12.2545703
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KEYWORDS
Binary data

Photonic devices

Finite-difference time-domain method

Silicon

Finite element methods

Algorithm development

Optimization (mathematics)

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