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12 August 2008Accurate and efficient sensitivity analysis using the beam propagation method
We discuss a novel technique for accurately estimating the sensitivities of any desired response based on the finite
difference Beam Propagation Method (BPM). Our technique utilizes the central adjoint variable method (CAVM) for
estimating the response sensitivities. Using only one simulation of the photonic structure, the response and its
sensitivities with respect to all the design parameters are obtained regardless of their number. This approach features
accuracy comparable to that of the central finite difference approximation applied at the response level. The
effectiveness of our approach is illustrated by using different response functions and different structures. Our approach
utilizes virtual perturbations of the system matrices. Central difference scheme is utilized to calculate the sensitivity of
these matrices with respect to the designable parameters. This sensitivity is then utilized to efficiently estimate the
sensitivity of the objective function. This technique has been applied first to the scalar 2D BPM. It is also extended to
calculate the sensitivities of 3D structures using full vectorial BPM. The proposed approach achieves a significant time
saving in calculating the response and its sensitivities. The accuracy of our approach is verified through comparison
with the expensive and accurate central finite difference applied directly at the response level. We also utilized the
calculated sensitivities in gradient-based optimization algorithms to maximize the power coupling in 3D optical fiber
coupler.
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Mohamed A. Swillam, Mohamed H. Bakr, Xun Li, "Accurate and efficient sensitivity analysis using the beam propagation method," Proc. SPIE 7099, Photonics North 2008, 70991C (12 August 2008); https://doi.org/10.1117/12.804484