论文标题

metanet:用于光子学研究中数据共享的新范式

MetaNet: A new paradigm for data sharing in photonics research

论文作者

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

论文摘要

优化方法在光子学工程的所有方面都起着越来越重要的作用,从集成光子学到自由空间衍射光学器件。但是,在光子学界为开发优化算法的努力仍然不协调,这阻碍了设计方法的适当基准测试,并基于优化的设备设计访问设备设计。我们介绍了Metanet,这是一个光子设备和设计代码的在线数据库,旨在促进Photonics社区内的协调和协作。使用Metagratings作为模型系统,我们已将超过十万个设备布局上传到数据库,以及用于实现本地和全球拓扑优化方法的源代码。对这些大数据集的进一步分析允许将优化设备的分布可视化,以提供给定优化方法。我们预计,Metanet实现了协调的研究工作将加快光子设计算法开发。

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.

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