1
|
Huang C, Zhang T, Kong X, Li Y, Wei H. Deep-Learning-Enabled High-Fidelity Absorbance Spectra from Distorted Dual-Comb Absorption Spectroscopy for Gas Quantification Analysis. APPLIED SPECTROSCOPY 2024; 78:310-320. [PMID: 38298007 DOI: 10.1177/00037028231226341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/02/2024]
Abstract
Dual-comb absorption spectroscopy has been a promising technique in laser spectroscopy due to its intrinsic advantages over broad spectral coverage, high resolution, high acquisition speed, and frequency accuracy. However, two primary challenges, including etalon effects and complex baseline extraction, still severely hinder its implementation in recovering absorbance spectra and subsequent quantification analysis. In this paper, we propose a deep learning enabled processing framework containing etalon removal and baseline extraction modules to obtain absorbance spectra from distorted dual-comb absorption spectroscopy. The etalon removal module utilizes a typical U-net model, and the baseline extraction module consists of a modified U-net model with physical constraint and an adaptive iteratively reweighted penalized least squares method serving as refinement. The training datasets combine experimental baselines and simulated gas absorption with different concentrations, fully exploiting prior information on gas absorption features from the HITRAN database. In the simulated and experimental test, the CO2 absorbance spectrum covering 25 cm-1 shows high consistency with the HITRAN database, of which the mean absolute error is less than 1% of the maximum absorbance value, and the retrieved concentration has a relative error under 2%, outperforming traditional approaches and indicating the potential practicality of our data processing framework. Hopefully, with a larger network volume and proper datasets, this processing framework can be extended to precise quantification analysis in more comprehensive applications such as atmospheric measurement and industrial monitoring.
Collapse
Affiliation(s)
- Chao Huang
- State Key Laboratory of Precision Measurement Technology & Instruments, Department of Precision Instrument, Tsinghua University, Beijing, China
| | - Tianyou Zhang
- School of Instrumentation Science and Opto-Electronics Engineering, Beihang University, Beijing, China
| | - Xiangchen Kong
- State Key Laboratory of Precision Measurement Technology & Instruments, Department of Precision Instrument, Tsinghua University, Beijing, China
| | - Yan Li
- State Key Laboratory of Precision Measurement Technology & Instruments, Department of Precision Instrument, Tsinghua University, Beijing, China
| | - Haoyun Wei
- State Key Laboratory of Precision Measurement Technology & Instruments, Department of Precision Instrument, Tsinghua University, Beijing, China
| |
Collapse
|
2
|
Komagata KN, Gianella M, Jouy P, Kapsalidis F, Shahmohammadi M, Beck M, Matthey R, Wittwer VJ, Hugi A, Faist J, Emmenegger L, Südmeyer T, Schilt S. Absolute frequency referencing in the long wave infrared using a quantum cascade laser frequency comb. OPTICS EXPRESS 2022; 30:12891-12901. [PMID: 35472915 DOI: 10.1364/oe.447650] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 02/01/2022] [Indexed: 06/14/2023]
Abstract
Optical frequency combs (OFCs) based on quantum cascade lasers (QCLs) have transformed mid-infrared spectroscopy. However, QCL-OFCs have not yet been exploited to provide a broadband absolute frequency reference. We demonstrate this possibility by performing comb-calibrated spectroscopy at 7.7 µm (1305 cm-1) using a QCL-OFC referenced to a molecular transition. We obtain 1.5·10-10 relative frequency stability (100-s integration time) and 3·10-9 relative frequency accuracy, comparable with state-of-the-art solutions relying on nonlinear frequency conversion. We show that QCL-OFCs can be locked with sub-Hz-level stability to a reference for hours, thus promising their use as metrological tools for the mid-infrared.
Collapse
|
3
|
Wang J, Lai W, Wei K, Yang K, Zhu H, Zheng Z, Guo C, Ruan S, Yan P. Generation of few-cycle pulses from a mode-locked Tm-doped fiber laser. OPTICS LETTERS 2021; 46:2445-2448. [PMID: 33988606 DOI: 10.1364/ol.420379] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Accepted: 04/19/2021] [Indexed: 06/12/2023]
Abstract
We report a compact, self-starting dispersion-managed mode-locked thulium-doped fiber oscillator that delivers 2.6 nJ pulses at 2 µm with a repetition rate of 250 MHz. The average output power and spectral bandwidth of the pulses reach impressive values of 648 mW and 103 nm, respectively. The generated pulses are near linearly chirped, capable of linearly compressing to 74 fs in a normal dispersion fiber after power attenuation. Using a nonlinear fiber compression scheme can even compress the pulses to 29 fs (4.3-cycle). The remaining pulse energy is 1.15 nJ, and the corresponding peak power is estimated as 39.4 kW. To the best of our knowledge, this is the first demonstration of nonlinearly compressing the pulse of a 2 µm fiber oscillator to the sub-5 cycle regime. Such a few-cycle fiber laser could be an ideal candidate source for short-wavelength mid-infrared frequency metrology and molecular spectroscopy applications.
Collapse
|
4
|
Liu J, Huang G, Wang RN, He J, Raja AS, Liu T, Engelsen NJ, Kippenberg TJ. High-yield, wafer-scale fabrication of ultralow-loss, dispersion-engineered silicon nitride photonic circuits. Nat Commun 2021; 12:2236. [PMID: 33863901 PMCID: PMC8052462 DOI: 10.1038/s41467-021-21973-z] [Citation(s) in RCA: 56] [Impact Index Per Article: 18.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 02/17/2021] [Indexed: 01/19/2023] Open
Abstract
Low-loss photonic integrated circuits and microresonators have enabled a wide range of applications, such as narrow-linewidth lasers and chip-scale frequency combs. To translate these into a widespread technology, attaining ultralow optical losses with established foundry manufacturing is critical. Recent advances in integrated Si3N4 photonics have shown that ultralow-loss, dispersion-engineered microresonators with quality factors Q > 10 × 106 can be attained at die-level throughput. Yet, current fabrication techniques do not have sufficiently high yield and performance for existing and emerging applications, such as integrated travelling-wave parametric amplifiers that require meter-long photonic circuits. Here we demonstrate a fabrication technology that meets all requirements on wafer-level yield, performance and length scale. Photonic microresonators with a mean Q factor exceeding 30 × 106, corresponding to 1.0 dB m-1 optical loss, are obtained over full 4-inch wafers, as determined from a statistical analysis of tens of thousands of optical resonances, and confirmed via cavity ringdown with 19 ns photon storage time. The process operates over large areas with high yield, enabling 1-meter-long spiral waveguides with 2.4 dB m-1 loss in dies of only 5 × 5 mm2 size. Using a response measurement self-calibrated via the Kerr nonlinearity, we reveal that the intrinsic absorption-limited Q factor of our Si3N4 microresonators can exceed 2 × 108. This absorption loss is sufficiently low such that the Kerr nonlinearity dominates the microresonator's response even in the audio frequency band. Transferring this Si3N4 technology to commercial foundries can significantly improve the performance and capabilities of integrated photonics.
Collapse
Affiliation(s)
- Junqiu Liu
- Institute of Physics, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland
| | - Guanhao Huang
- Institute of Physics, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland
| | - Rui Ning Wang
- Institute of Physics, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland
| | - Jijun He
- Institute of Physics, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland
| | - Arslan S Raja
- Institute of Physics, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland
| | - Tianyi Liu
- Institute of Physics, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland
| | - Nils J Engelsen
- Institute of Physics, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland
| | - Tobias J Kippenberg
- Institute of Physics, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland.
| |
Collapse
|
5
|
Herman DI, Weerasekara C, Hutcherson LC, Giorgetta FR, Cossel KC, Waxman EM, Colacion GM, Newbury NR, Welch SM, DePaola BD, Coddington I, Santos EA, Washburn BR. Precise multispecies agricultural gas flux determined using broadband open-path dual-comb spectroscopy. SCIENCE ADVANCES 2021; 7:eabe9765. [PMID: 33789900 PMCID: PMC8011971 DOI: 10.1126/sciadv.abe9765] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 02/12/2021] [Indexed: 06/12/2023]
Abstract
Advances in spectroscopy have the potential to improve our understanding of agricultural processes and associated trace gas emissions. We implement field-deployed, open-path dual-comb spectroscopy (DCS) for precise multispecies emissions estimation from livestock. With broad atmospheric dual-comb spectra, we interrogate upwind and downwind paths from pens containing approximately 300 head of cattle, providing time-resolved concentration enhancements and fluxes of CH4, NH3, CO2, and H2O. The methane fluxes determined from DCS data and fluxes obtained with a colocated closed-path cavity ring-down spectroscopy gas analyzer agree to within 6%. The NH3 concentration retrievals have sensitivity of 10 parts per billion and yield corresponding NH3 fluxes with a statistical precision of 8% and low systematic uncertainty. Open-path DCS offers accurate multispecies agricultural gas flux quantification without external calibration and is easily extended to larger agricultural systems where point-sampling-based approaches are insufficient, presenting opportunities for field-scale biogeochemical studies and ecological monitoring.
Collapse
Affiliation(s)
- Daniel I Herman
- Applied Physics Division, National Institute of Standards and Technology, Boulder, CO 80305, USA.
- Department of Physics, University of Colorado Boulder, Boulder, CO 80309, USA
| | | | | | - Fabrizio R Giorgetta
- Applied Physics Division, National Institute of Standards and Technology, Boulder, CO 80305, USA
- Department of Physics, University of Colorado Boulder, Boulder, CO 80309, USA
| | - Kevin C Cossel
- Applied Physics Division, National Institute of Standards and Technology, Boulder, CO 80305, USA
| | - Eleanor M Waxman
- Applied Physics Division, National Institute of Standards and Technology, Boulder, CO 80305, USA
| | - Gabriel M Colacion
- Applied Physics Division, National Institute of Standards and Technology, Boulder, CO 80305, USA
| | - Nathan R Newbury
- Applied Physics Division, National Institute of Standards and Technology, Boulder, CO 80305, USA
| | - Stephen M Welch
- Department of Agronomy, Kansas State University, Manhattan, KS 66506, USA
| | - Brett D DePaola
- Department of Physics, Kansas State University, Manhattan, KS 66506, USA
| | - Ian Coddington
- Applied Physics Division, National Institute of Standards and Technology, Boulder, CO 80305, USA
| | - Eduardo A Santos
- Department of Agronomy, Kansas State University, Manhattan, KS 66506, USA
| | - Brian R Washburn
- Time and Frequency Division, National Institute of Standards and Technology, Boulder, CO 80305, USA
| |
Collapse
|
6
|
Perez E, Moille G, Lu X, Westly D, Srinivasan K. Automated on-axis direct laser writing of coupling elements for photonic chips. OPTICS EXPRESS 2020; 28:39340-39353. [PMID: 33379486 PMCID: PMC8482346 DOI: 10.1364/oe.410435] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Accepted: 11/24/2020] [Indexed: 06/12/2023]
Abstract
Direct laser writing (DLW) has recently been used to create versatile micro-optic structures that facilitate photonic-chip coupling, like free-form lenses, free-form mirrors, and photonic wirebonds. However, at the edges of photonic chips, the top-down/off-axis printing orientation typically used limits the size and complexity of structures and the range of materials compatible with the DLW process. To avoid these issues, we develop a DLW method in which the photonic chip's optical input/output (IO) ports are co-linear with the axis of the lithography beam (on-axis printing). Alignment automation and port identification are enabled by a 1-dimensional barcode-like pattern that is fabricated within the chip's device layer and surrounds the IO waveguides to increase their visibility. We demonstrate passive alignment to these markers using standard machine vision techniques, and print single-element elliptical lenses along an array of 42 ports with a 100 % fabrication yield. These lenses improve fiber-to-chip misalignment tolerance relative to other fiber-based coupling techniques. The 1 dB excess loss diameter increases from ≈ 2.3 μm when using a lensed fiber to ≈ 9.9 μm when using the DLW printed micro-optic and a cleaved fiber. The insertion loss penalty introduced by moving to this misalignment-tolerant coupling approach is limited, with an additional loss (in comparison to the lensed fiber) as small as ≈1 dB and ≈2 dB on average. Going forward, on-axis printing can accommodate a variety of multi-element free-space and guided wave coupling elements, without requiring calibration of printing dose specific to the geometry of the 3D printed structure or to the materials comprising the photonic chip. It also enables novel methods for interconnection between chips. To that end, we fabricate a proof-of-concept 3D photonic wire bond between two vertically stacked photonic chips.
Collapse
Affiliation(s)
- Edgar Perez
- Joint Quantum Institute, NIST/University of Maryland, College Park, MD 20742 USA
- Physical Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Drive Gaithersburg, MD 20899 USA
| | - Gregory Moille
- Joint Quantum Institute, NIST/University of Maryland, College Park, MD 20742 USA
- Physical Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Drive Gaithersburg, MD 20899 USA
| | - Xiyuan Lu
- Joint Quantum Institute, NIST/University of Maryland, College Park, MD 20742 USA
- Institute for Research in Electronics and Applied Physics, University of Maryland, College Park, MD 20742 USA
| | - Daron Westly
- Physical Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Drive Gaithersburg, MD 20899 USA
| | - Kartik Srinivasan
- Joint Quantum Institute, NIST/University of Maryland, College Park, MD 20742 USA
- Physical Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Drive Gaithersburg, MD 20899 USA
| |
Collapse
|
7
|
Carlson DR, Hickstein DD, Papp SB. Broadband, electro-optic, dual-comb spectrometer for linear and nonlinear measurements. OPTICS EXPRESS 2020; 28:29148-29154. [PMID: 33114819 DOI: 10.1364/oe.400433] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Accepted: 08/18/2020] [Indexed: 06/11/2023]
Abstract
We demonstrate a dual-comb spectrometer based on electro-optic modulation of a continuous-wave laser at 10 GHz. The system simultaneously offers fast acquisition speed and ultrabroad spectral coverage, spanning 120 THz across the near infrared. Our spectrometer is highly adaptable, and we demonstrate absorption spectroscopy of atmospheric gases and a dual-comb configuration that captures nonlinear Raman spectra of semiconductor materials via coherent anti-Stokes Raman scattering. The ability to rapidly and simultaneously acquire broadband spectra with high frequency resolution and high sensitivity points to new possibilities for hyperspectral sensing in fields such as remote sensing, biological detection and imaging, and machine vision.
Collapse
|
8
|
Xing S, Kowligy AS, Lesko DMB, Lind AJ, Diddams SA. All-fiber frequency comb at 2 µm providing 1.4-cycle pulses. OPTICS LETTERS 2020; 45:2660-2663. [PMID: 32356840 DOI: 10.1364/ol.391486] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Accepted: 03/31/2020] [Indexed: 06/11/2023]
Abstract
We report an all-fiber approach to generating sub-2-cycle pulses at 2 µm and a corresponding octave-spanning optical frequency comb. Our configuration leverages mature erbium:fiber laser technology at 1.5 µm to provide a seed pulse for a thulium-doped fiber amplifier that outputs 330 mW average power at a 100 MHz repetition rate. Following amplification, nonlinear self-compression in fiber decreases the pulse duration to 9.5 fs, or 1.4 optical cycles. The spectrum of the ultrashort pulse spans from 1 to beyond 2.4 µm and enables direct measurement of the carrier-envelope offset frequency. Our approach employs only commercially available fiber components, resulting in a design that is easy to reproduce in the larger community. As such, this system should be useful as a robust frequency comb source in the near-infrared or as a pump source to generate mid-infrared frequency combs.
Collapse
|
9
|
Fellinger J, Mayer AS, Winkler G, Grosinger W, Truong GW, Droste S, Li C, Heyl CM, Hartl I, Heckl OH. Tunable dual-comb from an all-polarization-maintaining single-cavity dual-color Yb:fiber laser. OPTICS EXPRESS 2019; 27:28062-28074. [PMID: 31684565 DOI: 10.1364/oe.27.028062] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2019] [Accepted: 09/09/2019] [Indexed: 06/10/2023]
Abstract
We demonstrate dual-comb generation from an all-polarization-maintaining dual-color ytterbium (Yb) fiber laser. Two pulse trains with center wavelengths at 1030 nm and 1060 nm respectively are generated within the same laser cavity with a repetition rate around 77 MHz. Dual-color operation is induced using a tunable mechanical spectral filter, which cuts the gain spectrum into two spectral regions that can be independently mode-locked. Spectral overlap of the two pulse trains is achieved outside the laser cavity by amplifying the 1030-nm pulses and broadening them in a nonlinear fiber. Spatially overlapping the two arms on a simple photodiode then generates a down-converted radio frequency comb. The difference in repetition rates between the two pulse trains and hence the line spacing of the down-converted comb can easily be tuned in this setup. This feature allows for a flexible adjustment of the tradeoff between non-aliasing bandwidth vs. measurement time in spectroscopy applications. Furthermore, we show that by fine-tuning the center-wavelengths of the two pulse trains, we are able to shift the down-converted frequency comb along the radio-frequency axis. The usability of this dual-comb setup is demonstrated by measuring the transmission of two different etalons while the laser is completely free-running.
Collapse
|