MetaNet: a new paradigm for data sharing in photonics research

Abstract

Optimization methods are playing an increasingly important role in all facets of photonics engineering, from integrated photonics to free space diffractive optics. However, efforts in the photonics community to develop optimization algorithms remain uncoordinated, which has hindered proper benchmarking of design approaches and access to device designs based on optimization. We introduce MetaNet, an online database of photonic devices and design codes intended to promote coordination and collaboration within the photonics community. Using metagratings as a model system, we have uploaded over one hundred thousand device layouts to the database, as well as source code for implementations of local and global topology optimization methods. Further analyses of these large datasets allow the distribution of optimized devices to be visualized for a given optimization method. We expect that the coordinated research efforts enabled by MetaNet will expedite algorithm development for photonics design.

Document Details

Document Type
Pub Defense Publication
Publication Date
Apr 22, 2020
Source ID
10.1364/oe.388378

Entities

People

  • David Sell
  • Evan W. Wang
  • Jean Paul Hugonin
  • Jiaqi Jiang
  • Jonathan A. Fan
  • Philippe Lalanne
  • Robert Lupoiu

Organizations

  • David and Lucile Packard Foundation
  • Office of Naval Research
  • United States Air Force

Tags

Fields of Study

  • Physics

Readers

  • Adaptive Control and Estimation with Uncertainty in Dynamic Systems.
  • Database Systems and Applications
  • Integrated Circuit Design and Technology.

Technology Areas

  • Space