Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Mapping the global design space of nanophotonic components using machine
  learning pattern recognition   Nanophotonics finds ever broadening applications requiring complex component
designs with a large number of parameters to be simultaneously optimized.
Recent methodologies employing optimization algorithms commonly focus on a
single design objective, provide isolated designs, and do not describe how the
design parameters influence the device behaviour. Here we propose and
demonstrate a machine-learning-based approach to map and characterize the
multi-parameter design space of nanophotonic components. Pattern recognition is
used to reveal the relationship between an initial sparse set of optimized
designs through a significant reduction in the number of characterizing
parameters. This defines a design sub-space of lower dimensionality that can be
mapped faster by orders of magnitude than the original design space. As a
result, multiple performance criteria are clearly visualized, revealing the
interplay of the design parameters, highlighting performance and structural
limitations, and inspiring new design ideas. This global perspective on
high-dimensional design problems represents a major shift in how modern
nanophotonic design is approached and provides a powerful tool to explore
complexity in next-generation devices.

33
The categories of this paper are: plasm-ph
19
The categories of this paper are: eess
36
The categories of this paper are: cmp-lg
37
The categories of this paper are: supr-con
18
The categories of this paper are: econ
11
The categories of this paper are: hep-lat
22
The categories of this paper are: chao-dyn
31
The categories of this paper are: ao-sci
30
The categories of this paper are: q-alg
2
The categories of this paper are: math
34
The categories of this paper are: chem-ph
24
The categories of this paper are: dg-ga
4
The categories of this paper are: cond-mat
10
The categories of this paper are: q-bio
23
The categories of this paper are: solv-int
35
The categories of this paper are: mtrl-th