2018
DOI: 10.1109/jlt.2018.2821361
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Ultracompact Photonic Structure Design for Strong Light Confinement and Coupling Into Nanowaveguide

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Cited by 40 publications
(17 citation statements)
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“…Also, a computer beat the human champion of game Go for the first time in 2016 by using neural networks [28]. Recently, the effectiveness of machine learning in designing efficient nanophotonic devices is introduced [11,29].…”
Section: Problem Statement and Artificial Neural Network Based Photomentioning
confidence: 99%
See 2 more Smart Citations
“…Also, a computer beat the human champion of game Go for the first time in 2016 by using neural networks [28]. Recently, the effectiveness of machine learning in designing efficient nanophotonic devices is introduced [11,29].…”
Section: Problem Statement and Artificial Neural Network Based Photomentioning
confidence: 99%
“…Also, nonlinear search algorithm was applied to design a polarization beam splitter and optical diodes [9,10]. Recently, a machine learning algorithm was introduced to design a subwavelength focusing lens and an optical coupler [11]. Moreover, a tandem of deep neural networks was utilized to predict the geometry of a structure for a desired response which still suffers from requiring a large data set [12].…”
Section: Introductionmentioning
confidence: 99%
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“…It should also be noted that the idea of using an optimization approach to design a photonic structure attracts great attention [40,41]. To date, a variety of optimization algorithms has been proposed as a design approach to form unique optical devices based on PCs such as lenses [42], mode order converters [43], cavities [44], large photonic band-gap structures [45,46], optical couplers [47], and obtaining of a semi-Dirac-point [32].…”
Section: Introductionmentioning
confidence: 99%
“…The Stanford used alternating directions method of multipliers (ADMM) to design a wavelength demultiplexer of 1300 nm/1500 nm 20 . For other optical device designs like flat optics and holograms, the inverse design also has a wide range of application [26][27][28][29] . Learning from their train of thought, Harbin Institute of Technology [30][31][32] , Huazhong University of Science and Technology [33][34][35] , National University of Defense Technology [36][37][38][39][40] designed a variety of on-chip optical devices and achieved a good performance.…”
mentioning
confidence: 99%