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Mathematical operations and equation solving with reconfigurable metadevices. | LitMetric

Mathematical operations and equation solving with reconfigurable metadevices.

Light Sci Appl

University of Pennsylvania, Department of Electrical and Systems Engineering, Philadelphia, PA, 19104, USA.

Published: September 2022

Performing analog computations with metastructures is an emerging wave-based paradigm for solving mathematical problems. For such devices, one major challenge is their reconfigurability, especially without the need for a priori mathematical computations or computationally-intensive optimization. Their equation-solving capabilities are applied only to matrices with special spectral (eigenvalue) distribution. Here we report the theory and design of wave-based metastructures using tunable elements capable of solving integral/differential equations in a fully-reconfigurable fashion. We consider two architectures: the Miller architecture, which requires the singular-value decomposition, and an alternative intuitive direct-complex-matrix (DCM) architecture introduced here, which does not require a priori mathematical decomposition. As examples, we demonstrate, using system-level simulation tools, the solutions of integral and differential equations. We then expand the matrix inverting capabilities of both architectures toward evaluating the generalized Moore-Penrose matrix inversion. Therefore, we provide evidence that metadevices can implement generalized matrix inversions and act as the basis for the gradient descent method for solutions to a wide variety of problems. Finally, a general upper bound of the solution convergence time reveals the rich potential that such metadevices can offer for stationary iterative schemes.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9452564PMC
http://dx.doi.org/10.1038/s41377-022-00950-1DOI Listing

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