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Ketabchi AM, Morova B, Uysalli Y, Aydin M, Eren F, Bavili N, Pysz D, Buczynski R, Kiraz A. Enhancing resolution and contrast in fibre bundle-based fluorescence microscopy using generative adversarial network. J Microsc 2024; 295:236-242. [PMID: 38563195 DOI: 10.1111/jmi.13296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Revised: 03/19/2024] [Accepted: 03/21/2024] [Indexed: 04/04/2024]
Abstract
Fibre bundle (FB)-based endoscopes are indispensable in biology and medical science due to their minimally invasive nature. However, resolution and contrast for fluorescence imaging are limited due to characteristic features of the FBs, such as low numerical aperture (NA) and individual fibre core sizes. In this study, we improved the resolution and contrast of sample fluorescence images acquired using in-house fabricated high-NA FBs by utilising generative adversarial networks (GANs). In order to train our deep learning model, we built an FB-based multifocal structured illumination microscope (MSIM) based on a digital micromirror device (DMD) which improves the resolution and the contrast substantially compared to basic FB-based fluorescence microscopes. After network training, the GAN model, employing image-to-image translation techniques, effectively transformed wide-field images into high-resolution MSIM images without the need for any additional optical hardware. The results demonstrated that GAN-generated outputs significantly enhanced both contrast and resolution compared to the original wide-field images. These findings highlight the potential of GAN-based models trained using MSIM data to enhance resolution and contrast in wide-field imaging for fibre bundle-based fluorescence microscopy. Lay Description: Fibre bundle (FB) endoscopes are essential in biology and medicine but suffer from limited resolution and contrast for fluorescence imaging. Here we improved these limitations using high-NA FBs and generative adversarial networks (GANs). We trained a GAN model with data from an FB-based multifocal structured illumination microscope (MSIM) to enhance resolution and contrast without additional optical hardware. Results showed significant enhancement in contrast and resolution, showcasing the potential of GAN-based models for fibre bundle-based fluorescence microscopy.
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Affiliation(s)
| | - Berna Morova
- Department of Physics Engineering, Istanbul Technical University, Istanbul, Türkiye
| | - Yiğit Uysalli
- Optofil, Inc., Istanbul, Türkiye
- Department of Physics, Koç University, Istanbul, Türkiye
| | - Musa Aydin
- Department of Computer Engineering, Fatih Sultan Mehmet Vakif University, Istanbul, Türkiye
| | | | - Nima Bavili
- Department of Physics, Koç University, Istanbul, Türkiye
| | - Dariusz Pysz
- Department of Glass, Institute of Electronic Materials Technology, Warsaw, Poland
| | - Ryszard Buczynski
- Department of Glass, Institute of Electronic Materials Technology, Warsaw, Poland
- Faculty of Physics, University of Warsaw, Warsaw, Poland
| | - Alper Kiraz
- Department of Electrical and Electronics Engineering, Koç University, Istanbul, Türkiye
- Optofil, Inc., Istanbul, Türkiye
- Department of Physics, Koç University, Istanbul, Türkiye
- KUTTAM-Koç University Research Center for Translational Medicine, Istanbul, Türkiye
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2
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Mandracchia B, Zheng C, Rajendran S, Liu W, Forghani P, Xu C, Jia S. High-speed optical imaging with sCMOS pixel reassignment. Nat Commun 2024; 15:4598. [PMID: 38816394 PMCID: PMC11139943 DOI: 10.1038/s41467-024-48987-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 05/13/2024] [Indexed: 06/01/2024] Open
Abstract
Fluorescence microscopy has undergone rapid advancements, offering unprecedented visualization of biological events and shedding light on the intricate mechanisms governing living organisms. However, the exploration of rapid biological dynamics still poses a significant challenge due to the limitations of current digital camera architectures and the inherent compromise between imaging speed and other capabilities. Here, we introduce sHAPR, a high-speed acquisition technique that leverages the operating principles of sCMOS cameras to capture fast cellular and subcellular processes. sHAPR harnesses custom fiber optics to convert microscopy images into one-dimensional recordings, enabling acquisition at the maximum camera readout rate, typically between 25 and 250 kHz. We have demonstrated the utility of sHAPR with a variety of phantom and dynamic systems, including high-throughput flow cytometry, cardiomyocyte contraction, and neuronal calcium waves, using a standard epi-fluorescence microscope. sHAPR is highly adaptable and can be integrated into existing microscopy systems without requiring extensive platform modifications. This method pushes the boundaries of current fluorescence imaging capabilities, opening up new avenues for investigating high-speed biological phenomena.
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Affiliation(s)
- Biagio Mandracchia
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
- E.T.S.I. Telecomunicación, Universidad de Valladolid, Valladolid, Spain
| | - Corey Zheng
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - Suraj Rajendran
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - Wenhao Liu
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - Parvin Forghani
- Department of Pediatrics, School of Medicine, Emory University, Atlanta, GA, USA
| | - Chunhui Xu
- Department of Pediatrics, School of Medicine, Emory University, Atlanta, GA, USA
- Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA
| | - Shu Jia
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA.
- Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA.
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3
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Jani M, Czarnecka P, Orzechowska Z, Mrózek M, Gawlik W, Wojciechowski AM. Sensing of Magnetic-Field Gradients with Nanodiamonds on Optical Glass-Fiber Facets. ACS APPLIED NANO MATERIALS 2023; 6:11077-11084. [PMID: 37469502 PMCID: PMC10353531 DOI: 10.1021/acsanm.3c00887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Accepted: 05/30/2023] [Indexed: 07/21/2023]
Abstract
We demonstrate a photonic sensor of the magnetic field and its gradients with remote readout. The sensor is based on optically detected magnetic resonance (ODMR) in nanodiamonds with nitrogen-vacancy color centers that are covalently attached as a thin film on one facet of an optical fiber bundle. By measuring ODMR signals from a group of individual fibers in an ∼0.5-mm-wide imaging bundle, differences of local magnetic field strengths and magnetic field gradients are determined across the plane of the bundle facet. The measured gradients are created by direct electric currents flowing in a wire placed near the nanodiamond film. The measurement enabled the determination of the net magnetic field corresponding to various current directions and their corresponding magnetic field gradients. This demonstration opens up a perspective for compact fiber-based endoscopy, with additional avenues for remote and sensitive magnetic field detection with submicrometer spatial resolution under ambient conditions.
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4
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Bijoch Ł, Włodkowska U, Kasztelanic R, Pawłowska M, Pysz D, Kaczmarek L, Lapkiewicz R, Buczyński R, Czajkowski R. Novel Design and Application of High-NA Fiber Imaging Bundles for In Vivo Brain Imaging with Two-Photon Scanning Fluorescence Microscopy. ACS APPLIED MATERIALS & INTERFACES 2023; 15:12831-12841. [PMID: 36880640 PMCID: PMC10020965 DOI: 10.1021/acsami.2c22985] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 02/21/2023] [Indexed: 06/18/2023]
Abstract
Here, we provide experimental verification supporting the use of short-section imaging bundles for two-photon microscopy imaging of the mouse brain. The 8 mm long bundle is made of a pair of heavy-metal oxide glasses with a refractive index contrast of 0.38 to ensure a high numerical aperture NA = 1.15. The bundle is composed of 825 multimode cores, ordered in a hexagonal lattice with a pixel size of 14 μm and a total diameter of 914 μm. We demonstrate successful imaging through custom-made bundles with 14 μm resolution. As the input, we used a 910 nm Ti-sapphire laser with 140 fs pulse and a peak power of 9 × 104 W. The excitation beam and fluorescent image were transferred through the fiber imaging bundle. As test samples, we used 1 μm green fluorescent latex beads, ex vivo hippocampal neurons expressing green fluorescent protein and cortical neurons in vivo expressing the fluorescent reporter GCaMP6s or immediate early gene Fos fluorescent reporter. This system can be used for minimal-invasive in vivo imaging of the cerebral cortex, hippocampus, or deep brain areas as a part of a tabletop system or an implantable setup. It is a low-cost solution, easy to integrate and operate for high-throughput experiments.
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Affiliation(s)
- Łukasz Bijoch
- BRAINCITY, Nencki Institute of Experimental Biology PAS, Pasteura 3, 02-093 Warszawa, Poland
| | - Urszula Włodkowska
- Nencki
Institute of Experimental Biology PAS, Pasteura 3, 02-093 Warszawa, Poland
| | - Rafał Kasztelanic
- Faculty
of Physics, University of Warsaw, Pasteura 5, 02-093 Warsaw, Poland
- Institute
of Microelectronics and Photonics, Lukasiewicz
Research Network, Al.
Lotników 32/46, 02-668 Warsaw, Poland
| | - Monika Pawłowska
- BRAINCITY, Nencki Institute of Experimental Biology PAS, Pasteura 3, 02-093 Warszawa, Poland
- Faculty
of Physics, University of Warsaw, Pasteura 5, 02-093 Warsaw, Poland
| | - Dariusz Pysz
- Institute
of Microelectronics and Photonics, Lukasiewicz
Research Network, Al.
Lotników 32/46, 02-668 Warsaw, Poland
| | - Leszek Kaczmarek
- BRAINCITY, Nencki Institute of Experimental Biology PAS, Pasteura 3, 02-093 Warszawa, Poland
| | - Radek Lapkiewicz
- Faculty
of Physics, University of Warsaw, Pasteura 5, 02-093 Warsaw, Poland
| | - Ryszard Buczyński
- Faculty
of Physics, University of Warsaw, Pasteura 5, 02-093 Warsaw, Poland
- Institute
of Microelectronics and Photonics, Lukasiewicz
Research Network, Al.
Lotników 32/46, 02-668 Warsaw, Poland
| | - Rafał Czajkowski
- Nencki
Institute of Experimental Biology PAS, Pasteura 3, 02-093 Warszawa, Poland
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5
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Jiang J, Zhou X, Liu J, Pan L, Pan Z, Zou F, Li Z, Li F, Ma X, Geng C, Zuo J, Li X. Optical Fiber Bundle-Based High-Speed and Precise Micro-Scanning for Image High-Resolution Reconstruction. SENSORS (BASEL, SWITZERLAND) 2021; 22:127. [PMID: 35009670 PMCID: PMC8747347 DOI: 10.3390/s22010127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 12/22/2021] [Accepted: 12/23/2021] [Indexed: 06/14/2023]
Abstract
We propose an imaging method based on optical fiber bundle combined with micro-scanning technique for improving image quality without complex image reconstruction algorithms. In the proposed method, a piezoelectric-ceramic-chip is used as the micro-displacement driver of the optical fiber bundle, which has the advantages of small volume, fast response speed and high precision. The corresponding displacement of the optical fiber bundle can be generated by precise voltage controlling. An optical fiber bundle with core/cladding diameter 4/80 μm and hexagonal arrangement is used to scan the 1951 USAF target. The scanning step is 1 μm, which is equivalent to the diffraction limit resolution of the optical system. The corresponding information is recorded at high speed through photo-detectors and a high-resolution image is obtained by image stitching processing. The minimum distinguishable stripe width of the proposed imaging technique with piezoelectric-ceramic-chip driven micro-scanning is approximately 2.1 μm, which is 1 time higher than that of direct imaging with a CCD camera whose pixel size is close to the fiber core size. The experimental results indicate that the optical fiber bundle combined with piezoelectric-ceramic-chip driven micro-scanning is a high-speed and high-precision technique for high-resolution imaging.
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Affiliation(s)
- Jiali Jiang
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
| | - Xin Zhou
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
- College of Materials Science and Opto-Electronic Technology, Chinese Academy of Sciences, Beijing 100049, China
| | - Jiaying Liu
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
- College of Materials Science and Opto-Electronic Technology, Chinese Academy of Sciences, Beijing 100049, China
| | - Likang Pan
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
- College of Materials Science and Opto-Electronic Technology, Chinese Academy of Sciences, Beijing 100049, China
| | - Ziting Pan
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
- College of Materials Science and Opto-Electronic Technology, Chinese Academy of Sciences, Beijing 100049, China
| | - Fan Zou
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
- College of Materials Science and Opto-Electronic Technology, Chinese Academy of Sciences, Beijing 100049, China
| | - Ziqiang Li
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
| | - Feng Li
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
| | - Xiaoyu Ma
- Chengdu Institute, Sichuan University of Arts and Science, Dazhou 635000, China;
| | - Chao Geng
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
| | - Jing Zuo
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
- College of Materials Science and Opto-Electronic Technology, Chinese Academy of Sciences, Beijing 100049, China
| | - Xinyang Li
- Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu 610209, China; (J.J.); (X.Z.); (J.L.); (L.P.); (Z.P.); (F.Z.); (Z.L.); (F.L.); (J.Z.); (X.L.)
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
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6
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Ultrathin glass fiber microprobe for electroporation of arbitrary selected cell groups. Bioelectrochemistry 2020; 135:107545. [PMID: 32446151 DOI: 10.1016/j.bioelechem.2020.107545] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2019] [Revised: 04/22/2020] [Accepted: 04/29/2020] [Indexed: 12/21/2022]
Abstract
A new type of ultrathin fiber microprobe for selective electroporation is reported. The microprobe is 10 cm long and has a diameter of 350 µm. This microprobe is a low cost tool, which allows electroporation of an arbitrary selected single cell or groups of cells among population with use of a standard microscope and cell culture plates. The microprobe in its basic form contains two metal microelectrodes made of a silver-copper alloy, running along the fiber, each with a diameter of 23 µm. The probe was tested in vitro on a population of normal and cancer cells. Successful targeted electroporation was observed by means of accumulation of trypan blue (TB) dye marker in the cell. The electroporation phenomenon was also verified with propidium iodide and AnnexinV in fluorescent microscopy.
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7
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Garofalakis A, Kruglik SG, Mansuryan T, Gillibert A, Thiberville L, Louradour F, Vever-Bizet C, Bourg-Heckly G. Characterization of a multicore fiber image guide for nonlinear endoscopic imaging using two-photon fluorescence and second-harmonic generation. JOURNAL OF BIOMEDICAL OPTICS 2019; 24:1-12. [PMID: 31646840 PMCID: PMC7000885 DOI: 10.1117/1.jbo.24.10.106004] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/20/2019] [Accepted: 07/25/2019] [Indexed: 06/10/2023]
Abstract
Multiphoton microscopy (MPM) has the capacity to record second-harmonic generation (SHG) and endogenous two-photon excitation fluorescence (2PEF) signals emitted from biological tissues. The development of fiber-based miniaturized endomicroscopes delivering pulses in the femtosecond range will allow the transfer of MPM to clinical endoscopy. We present real-time SHG and 2PEF ex vivo images using an endomicroscope, which totally complies with clinical endoscopy regulations. This system is based on the proximal scanning of a commercial multicore image guide (IG). For understanding the inhomogeneities of the recorded images, we quantitatively characterize the IG at the single-core level during nonlinear excitation. The obtained results suggest that these inhomogeneities originate from the variable core geometries that, therefore, exhibit variable nonlinear and dispersive properties. Finally, we propose a method based on modulation of dispersion precompensation to address the image inhomogeneity issue and, as a proof of concept, we demonstrate its capability to improve the nonlinear image quality.
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Affiliation(s)
- Anikitos Garofalakis
- Sorbonne Université, Centre National de la Recherche Scientifique, Institut de Biologie Paris-Seine, Laboratoire Jean Perrin, Paris, France
| | - Sergei G. Kruglik
- Sorbonne Université, Centre National de la Recherche Scientifique, Institut de Biologie Paris-Seine, Laboratoire Jean Perrin, Paris, France
| | | | - André Gillibert
- Rouen University Hospital, Department of Biostatistics, Rouen, France
| | - Luc Thiberville
- CHU Rouen, Service de Pneumologie, Oncologie Thoracique et Soins Intensifs Respiratoires, Rouen, France
| | | | - Christine Vever-Bizet
- Sorbonne Université, Centre National de la Recherche Scientifique, Institut de Biologie Paris-Seine, Laboratoire Jean Perrin, Paris, France
| | - Genevieve Bourg-Heckly
- Sorbonne Université, Centre National de la Recherche Scientifique, Institut de Biologie Paris-Seine, Laboratoire Jean Perrin, Paris, France
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8
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Wojciechowski AM, Mrózek PNM, Sycz K, Kruk A, Ficek M, Głowacki M, Bogdanowicz R, Gawlik W. Optical Magnetometry Based on Nanodiamonds with Nitrogen-Vacancy Color Centers. MATERIALS 2019; 12:ma12182951. [PMID: 31514463 PMCID: PMC6766205 DOI: 10.3390/ma12182951] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Revised: 09/05/2019] [Accepted: 09/08/2019] [Indexed: 12/26/2022]
Abstract
Nitrogen-vacancy color centers in diamond are a very promising medium for many sensing applications such as magnetometry and thermometry. In this work, we study nanodiamonds deposited from a suspension onto glass substrates. Fluorescence and optically detected magnetic resonance spectra recorded with the dried-out nanodiamond ensembles are presented and a suitable scheme for tracking the magnetic-field value using a continuous poly-crystalline spectrum is introduced. Lastly, we demonstrate a remote-sensing capability of the high-numerical-aperture imaging fiber bundle with nanodiamonds deposited on its end facet.
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Affiliation(s)
- Adam M Wojciechowski
- Institute of Physics, Jagiellonian University, ojasiewicza 11, 30-348 Kraków, Poland.
| | - Paulina Nakonieczna Mariusz Mrózek
- Institute of Physics, Jagiellonian University, ojasiewicza 11, 30-348 Kraków, Poland
- Institute of Physics, Jagiellonian University, ojasiewicza 11, 30-348 Kraków, Poland
| | - Krystian Sycz
- Institute of Physics, Jagiellonian University, ojasiewicza 11, 30-348 Kraków, Poland.
| | - Andrzej Kruk
- Institute of Physics, Jagiellonian University, ojasiewicza 11, 30-348 Kraków, Poland.
- Institute of Technology, Pedagogical University of Cracow, Podchorążych 2, 30-084 Kraków, Poland.
| | - Mateusz Ficek
- Department of Metrology and Optoelectronics, Faculty of Electronics, Telecommunications and Informatics, Gdańsk University of Technology, 11/12G. Narutowicza St., 80-233 Gdańsk, Poland.
| | - Maciej Głowacki
- Department of Metrology and Optoelectronics, Faculty of Electronics, Telecommunications and Informatics, Gdańsk University of Technology, 11/12G. Narutowicza St., 80-233 Gdańsk, Poland.
| | - Robert Bogdanowicz
- Department of Metrology and Optoelectronics, Faculty of Electronics, Telecommunications and Informatics, Gdańsk University of Technology, 11/12G. Narutowicza St., 80-233 Gdańsk, Poland.
| | - Wojciech Gawlik
- Institute of Physics, Jagiellonian University, ojasiewicza 11, 30-348 Kraków, Poland.
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