Abstract
This paper outlines several techniques for systematic and efficient optimization as well as sensitivity assessment to fabrication tolerances of surface texturing patterns in thin film amorphous silicon (a-Si) solar cells. The aim is to achieve maximum absorption enhancement. The joint optimization of several geometrical parameters of a three-dimensional lattice of periodic square silver nanoparticles, and an absorbing thin layer of a-Si, using constrained optimization tools and numerical FDTD simulations is reported. Global and local optimization methods, such as the Broyden–Fletcher–Goldfarb–Shanno quasi-Newton method and simulated annealing, are employed concurrently for solving the inverse near-field radiation problem. The design of the silver-patterned solar panel is optimized to yield maximum average enhancement in photon absorption over the solar spectrum. The optimization techniques are expedited and improved using a novel nonuniform adaptive spectral sampling technique. Furthermore, the sensitivity of the optimally designed parameters of the solar structure is analyzed by postulating a probabilistic model for the errors introduced in the fabrication process. Monte Carlo simulations and unscented transform techniques are used for this purpose.
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Notes
The term irradiance-absorption profile, and the details of the mentioned method shall be formally outlined in the remainder of the paper.
Abbreviations
- \(a\) :
-
Variable in Eq. 7
- \(E\) :
-
Enhancement factor
- \(f\) :
-
Objective function
- \(h_{\mathrm{Ag}}\) :
-
Height of silver nanowires
- \(h_{\mathrm{Si}}\) :
-
Height of amorphous silicon
- \(H_n\) :
-
Hermite polynomial of order \(N\)
- \(I\) :
-
Solar irradiance spectrum
- \(S_i\) :
-
Sigma points for the unscented transform
- \(T\) :
-
Number of satisfied moments in unscented transform
- \(w_i\) :
-
Sigma weights for the unscented transform
- \(w_{\mathrm{Ag}}\) :
-
Width of silver nanowires
- \({\varvec{x}}\) :
-
Selected geometry
- \(\Vert {\varvec{x}} \Vert \) :
-
Norm of vector \({\varvec{x}}\)
- \(\alpha _{\mathrm{gr}}\) :
-
Spectral absorptivity in the presence of grating
- \(\alpha _{\mathrm{ngr}}\) :
-
Spectral absorptivity in the absence of grating
- \(\lambda \) :
-
Wavelength
- \(\gamma _i, \lambda _i\) :
-
Predefined constants
- \(\Delta {\varvec{x}}\) :
-
Change in \({\varvec{x}}\)
- \(\varLambda _{\mathrm{Ag}}\) :
-
Nanowires period
- \(\varOmega \) :
-
Optical wavelength range
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Acknowledgments
The authors appreciate support for this work from the US National Science Foundation under Grant CBET-1032415 and also would like to thank Dr. Alex Heltzel for helpful discussions.
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Hajimirza, S., Howell, J.R. Design and Analysis of Spectrally Selective Patterned Thin-Film Cells. Int J Thermophys 34, 1930–1952 (2013). https://doi.org/10.1007/s10765-013-1495-y
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DOI: https://doi.org/10.1007/s10765-013-1495-y