Silicon microspectrometer chip based on nanostructured fishnet photodetectors with tailored responsivities and machine learning

被引:36
作者
Cadusch, Jasper J. [1 ]
Meng, Jiajun [1 ]
Craig, Benjamin [2 ]
Crozier, Kenneth B. [1 ,2 ]
机构
[1] Univ Melbourne, Dept Elect & Elect Engn, Melbourne, Vic 3010, Australia
[2] Univ Melbourne, Sch Phys, Melbourne, Vic 3010, Australia
基金
澳大利亚研究理事会;
关键词
FILTER; NANOWIRES;
D O I
10.1364/OPTICA.6.001171
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The realization of on-chip microspectrometers would allow spectroscopy and colorimetry measurement systems to be readily incorporated into platforms for which size and weight are critical, such as consumer grade electronics, smartphones, and unmanned aerial vehicles. This would allow them to find use in diverse fields such as interior design, agriculture, and in machine vision applications. All spectrometers require a detector or detector array and optical elements for spectral discrimination. A single device that combines both detection and spectral discrimination functions therefore represents an ultimate limit of miniaturization. Motivated by this, we here experimentally demonstrate a novel nanostructured silicon-based photodetector design whose responsivity can be tailored by an appropriate choice of geometric parameters. We utilize a unique doping profile with two vertically stacked, back-to-back photodiode regions, which allows us to double the number of detectors in a given on-chip footprint. By patterning the top photosensitive regions of each device with two sets of interleaved vertical slab waveguide arrays of varied width and period, we define the absorption spectra (and thus responsivity spectra) of both the upper and lower photodiode regions. We then use twenty such "fishnet pixels" to form a microspectrometer chip and demonstrate the reconstruction of four test spectra using a two-stage supervised machine-learning-based reconstruction algorithm. (C) 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
引用
收藏
页码:1171 / 1177
页数:7
相关论文
共 26 条
[1]   Asymmetric half-cone/nanohole array films with structural and directional reshaping of extraordinary optical transmission [J].
Ai, Bin ;
Wang, Limin ;
Moehwald, Helmuth ;
Yu, Ye ;
Zhang, Gang .
NANOSCALE, 2014, 6 (15) :8997-9005
[2]  
[Anonymous], 2017, Digital imaging for cultural heritage preservation: Analysis, restoration, and reconstruction of ancient artworks
[3]   The ASTER spectral library version 2.0 [J].
Baldridge, A. M. ;
Hook, S. J. ;
Grove, C. I. ;
Rivera, G. .
REMOTE SENSING OF ENVIRONMENT, 2009, 113 (04) :711-715
[4]   A colloidal quantum dot spectrometer [J].
Bao, Jie ;
Bawendi, Moungi G. .
NATURE, 2015, 523 (7558) :67-+
[5]   High-contrast gratings for integrated optoelectronics [J].
Chang-Hasnain, Connie J. ;
Yang, Weijian .
ADVANCES IN OPTICS AND PHOTONICS, 2012, 4 (03) :379-440
[6]   Experimental demonstration of infrared spectral reconstruction using plasmonic metasurfaces [J].
Craig, Benjamin ;
Shrestha, Vivek Raj ;
Meng, Jiajun ;
Cadusch, Jasper J. ;
Crozier, Kenneth B. .
OPTICS LETTERS, 2018, 43 (18) :4481-4484
[7]   Dramatic Reduction of Surface Recombination by in Situ Surface Passivation of Silicon Nanowires [J].
Dan, Yaping ;
Seo, Kwanyong ;
Takei, Kuniharu ;
Meza, Jhim H. ;
Javey, Ali ;
Crozier, Kenneth B. .
NANO LETTERS, 2011, 11 (06) :2527-2532
[8]  
DEMRO JC, 1995, P SOC PHOTO-OPT INS, V2480, P280, DOI 10.1117/12.210883
[9]   CMOS image sensors: Electronic camera-on-a-chip [J].
Fossum, ER .
IEEE TRANSACTIONS ON ELECTRON DEVICES, 1997, 44 (10) :1689-1698
[10]   Electron beam damage in oxides: a review [J].
Jiang, Nan .
REPORTS ON PROGRESS IN PHYSICS, 2016, 79 (01)