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Updated: Jun 4, 2025

Generation and Coherent Control of Pulsed Quantum Frequency Combs
06:42

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Published on: June 8, 2018

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Many photonic design problems are sparse QCQPs.

Shai Gertler1, Zeyu Kuang1, Colin Christie1

  • 1Department of Applied Physics and Energy Sciences Institute, Yale University, New Haven, CT 06511, USA.

Science Advances
|January 1, 2025
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Summary
This summary is machine-generated.

This study transforms complex photonic design problems into solvable sparse quadratic programs. This breakthrough enables the use of convex optimization to find optimal designs for wave physics, including metasurfaces.

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Area of Science:

  • Physics
  • Engineering
  • Applied Mathematics

Background:

  • Photonic design involves optimizing objectives like beam formation under Maxwell's equations.
  • These optimization problems are typically nonconvex and NP-hard, making global optima difficult to find.

Purpose of the Study:

  • To reformulate photonic design problems into a tractable mathematical framework.
  • To enable the application of convex optimization techniques to wave physics design.

Main Methods:

  • Transformed photonic design optimization into a sparse-matrix, quadratically constrained quadratic program (QCQP).
  • Applied convex optimization techniques, specifically semidefinite programming, to solve the sparse QCQPs.

Main Results:

  • Successfully computed fundamental limits for large-area metasurfaces.
  • Identified photonic designs that approach global optimality.

Conclusions:

  • The proposed sparse QCQP formulation makes photonic design problems solvable with convex optimization.
  • The approach is extensible to other fields governed by bilinear differential equations, such as structural optimization and fluid dynamics.