Towards integrated mode-division demultiplexing spectrometer by deep learning
딥러닝 기반 통합 모분 다중 분해 분광기
Espectrómetro integrado de descomposición de múltiples canales basado en el aprendizaje profundo
Spectromètre intégré de décomposition multiple par division de mode basé sur l'apprentissage en profondeur
многоканальный спектрометр с расщеплением мод на основе глубокого изучения
Ze-huan Zheng 郑泽寰 ¹ ², Sheng-ke Zhu 朱圣科 ¹ ⁴, Ying Chen 陈颖 ³, Huanyang Chen 陈焕阳 ⁵, Jin-hui Chen 陈锦辉 ¹ ⁴ ⁶
¹ Shenzhen Research Institute, Xiamen University, Shenzhen 518000, China
中国 深圳 厦门大学深圳研究院
² Xiamen Power Supply Bureau of Fujian Electric Power Company Limited, State Grid, Xiamen 361004, China
中国 厦门 福建省电力有限公司 厦门供电局
³ College of Information Science and Engineering, Fujian Provincial Key Laboratory of Light Propagation and Transformation, Huaqiao University, Xiamen 361021, China
福建省光传输与变换重点实验室 华侨大学信息科学与工程学院
⁴ Institute of Electromagnetics and Acoustics, Xiamen University, Xiamen 361005, China
中国 厦门 厦门大学电磁声学研究院
⁵ College of Physical Science and Technology, Xiamen University, Xiamen 361005, China
中国 厦门 厦门大学物理科学与技术学院
⁶ Innovation Laboratory for Sciences and Technologies of Energy Materials of Fujian Province (IKKEM), Xiamen 361005, China
中国 厦门 中国福建能源材料科学与技术创新实验室(嘉庚创新实验室)
Opto-Electronic Science, 1 November 2022

Miniaturized spectrometers have been widely researched in recent years, but few studies are conducted with on-chip multimode schemes for mode-division multiplexing (MDM) systems. Here we propose an ultracompact mode-division demultiplexing spectrometer that includes branched waveguide structures and graphene-based photodetectors, which realizes simultaneously spectral dispersing and light fields detecting.

In the bandwidth of 1500–1600 nm, the designed spectrometer achieves the single-mode spectral resolution of 7 nm for each mode of TE1–TE4 by Tikhonov regularization optimization. Empowered by deep learning algorithms, the 15-nm resolution of parallel reconstruction for TE1–TE4 is achieved by a single-shot measurement. Moreover, by stacking the multimode response in TE1–TE4 to the single spectra, the 3-nm spectral resolution is realized.

This design reveals an effective solution for on-chip MDM spectroscopy, and may find applications in multimode sensing, interconnecting and processing.
Opto-Electronic Science_1
Opto-Electronic Science_2
Opto-Electronic Science_3
Reviews and Discussions
Discovery of novel aspartate derivatives as highly potent and selective FXIa inhibitors
Crosstalk-free achromatic full Stokes imaging polarimetry metasurface enabled by polarization-dependent phase optimization
Brillouin scattering spectrum for liquid detection and applications in oceanography
3D imaging lipidometry in single cell by in-flow holographic tomography
Carnivorous plants inspired shape-morphing slippery surfaces
Piezoresistive design for electronic skin: from fundamental to emerging applications
Learning-based joint UAV trajectory and power allocation optimization for secure IoT networks
Label-free trace detection of bio-molecules by liquid-interface assisted surface-enhanced Raman scattering using a microfluidic chip
Spatiotemporal Fourier transform with femtosecond pulses for on-chip devices
Natural history and cycle threshold values analysis of COVID-19 in Xiamen City, China
Microchip imaging cytometer: making healthcare available, accessible, and affordable
Graphene photodetector employing double slot structure with enhanced responsivity and large bandwidth

Previous Article                                Next Article
Copyright © Hot Paper