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    <completedYear>2023</completedYear>
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    <title language="eng">Development of a Neural Network for an Automated Differentiation of Plastics using Rapid-FLIM</title>
    <abstract language="eng">The fast classification and identification of plastics presents a significant challenge. The study assesses the suitability of a Multilayer Perceptron to classify and identify commonly found plastic types using Rapid-FLIM, achieving an accuracy of 88.33%.</abstract>
    <parentTitle language="eng">Optica Sensing Congress 2023</parentTitle>
    <identifier type="doi">10.1364/ES.2023.EW4E.5</identifier>
    <enrichment key="opus.import.data">@inproceedingsamal_thomas_development_2023, title = Development of a Neural Network for an Automated Differentiation of Plastics using Rapid-FLIM, abstract = The fast classification and identification of plastics presents a significant challenge. The study assesses the suitability of a Multilayer Perceptron to classify and identify commonly found plastic types using Rapid-FLIM, achieving an accuracy of 88.33%., booktitle = Optica Sensing Congress 2023, author = Amal Thomas and Shaif Saleem and Nina Leiter and Maximilian Dietlmeier and Maximilian Wohlschläger and Martin Versen and Christian Laforsch, year = 2023, keywords = Fluorescence lifetime imaging, Phase shift, Laser sources, Neural networks, Positron emission tomography, Raman spectroscopy, pages = EW4E.5,</enrichment>
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    <author>Amal Thomas</author>
    <author>Shaif Saleem</author>
    <author>Nina Leiter</author>
    <author>Maximilian Dietlmeier</author>
    <author>Maximilian Wohlschläger</author>
    <author>Martin Versen</author>
    <author>Christian Laforsch</author>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Fluorescence lifetime imaging</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Phase shift</value>
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    <subject>
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      <value>Laser sources</value>
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      <value>Neural networks</value>
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      <value>Positron emission tomography</value>
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      <language>eng</language>
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      <value>Raman spectroscopy</value>
    </subject>
  </doc>
  <doc>
    <id>1916</id>
    <completedYear>2021</completedYear>
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    <language>eng</language>
    <pageFirst>CF2B.3</pageFirst>
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    <title language="eng">An algorithmic method to identify multiple wood species in a single image by their specific fluorescence lifetimes</title>
    <abstract language="eng">Fluorescence lifetime imaging microscopy (FLIM) combined with an image processing algorithm is successfully used for the optical identification and areal separation of three wood species of maple, larch and nut in a single taken image.</abstract>
    <parentTitle language="eng">OSA Imaging and Applied Optics Congress 2021 (3D, COSI, DH, ISA, pcAOP)</parentTitle>
    <identifier type="doi">10.1364/COSI.2021.CF2B.3</identifier>
    <enrichment key="opus.import.data">@inproceedingsLeiter:21, author = Nina Leiter and Maximilian Wohlschläger and Veronika Auer and Martin Versen and Christian Laforsch, booktitle = OSA Imaging and Applied Optics Congress 2021 (3D, COSI, DH, ISA, pcAOP), journal = OSA Imaging and Applied Optics Congress 2021 (3D, COSI, DH, ISA, pcAOP), keywords = Confocal laser scanning microscopy; Fluorescence lifetime imaging; Image processing; Image processing algorithms; Phase shift; Ultraviolet radiation, pages = CF2B.3, publisher = Optica Publishing Group, title = An algorithmic method to identify multiple wood species in a single image by their specific fluorescence lifetimes, year = 2021, url = https://opg.optica.org/abstract.cfm?URI=COSI-2021-CF2B.3, doi = 10.1364/COSI.2021.CF2B.3, abstract = Fluorescence lifetime imaging microscopy (FLIM) combined with an image processing algorithm is successfully used for the optical identification and areal separation of three wood species of maple, larch and nut in a single taken image.,</enrichment>
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    <author>Nina Leiter</author>
    <author>Maximilian Wohlschläger</author>
    <author>Veronika Auer</author>
    <author>Martin Versen</author>
    <author>Christian Laforsch</author>
    <subject>
      <language>eng</language>
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      <value>Confocal laser scanning microscopy</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Fluorescence lifetime imaging</value>
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    <subject>
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      <value>Image processing</value>
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    <subject>
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      <value>Image processing algorithms</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Phase shift</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Ultraviolet radiation</value>
    </subject>
    <collection role="institutes" number="">Fakultät für Ingenieurwissenschaften</collection>
  </doc>
  <doc>
    <id>1917</id>
    <completedYear>2021</completedYear>
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    <language>eng</language>
    <pageFirst>EW4G.6</pageFirst>
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    <title language="eng">An optical method to differentiate wood from polymers using fluorescence lifetime imaging microscopy</title>
    <abstract language="eng">In this contribution investigations with fluorescence lifetime imaging microscopy (FLIM) are made to optically distinguish polymers and wood. The results show that the distinction and identification is possible in a graphical and calculative way.</abstract>
    <parentTitle language="eng">OSA Optical Sensors and Sensing Congress 2021 (AIS, FTS, HISE, SENSORS, ES)</parentTitle>
    <identifier type="doi">10.1364/ES.2021.EW4G.6</identifier>
    <enrichment key="opus.import.data">@inproceedingsWohlschlager:21, author = Maximilian Wohlschläger and Gerhard Holst and Martin Versen and Christian Laforsch, booktitle = OSA Optical Sensors and Sensing Congress 2021 (AIS, FTS, HISE, SENSORS, ES), journal = OSA Optical Sensors and Sensing Congress 2021 (AIS, FTS, HISE, SENSORS, ES), keywords = Diode lasers; Fluorescence lifetime imaging; Image processing algorithms; Phase shift; Raman spectroscopy; Stray light, pages = EW4G.6, publisher = Optica Publishing Group, title = An optical method to differentiate wood from polymers using fluorescence lifetime imaging microscopy, year = 2021, url = https://opg.optica.org/abstract.cfm?URI=ES-2021-EW4G.6, doi = 10.1364/ES.2021.EW4G.6, abstract = In this contribution investigations with fluorescence lifetime imaging microscopy (FLIM) are made to optically distinguish polymers and wood. The results show that the distinction and identification is possible in a graphical and calculative way.,</enrichment>
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    <author>Maximilian Wohlschläger</author>
    <author>Gerhard Holst</author>
    <author>Martin Versen</author>
    <author>Christian Laforsch</author>
    <subject>
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      <value>Diode lasers</value>
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    <subject>
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      <value>Fluorescence lifetime imaging</value>
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    <subject>
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      <value>Image processing algorithms</value>
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    <subject>
      <language>eng</language>
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      <value>Phase shift</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Raman spectroscopy</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Stray light</value>
    </subject>
    <collection role="institutes" number="">Fakultät für Ingenieurwissenschaften</collection>
  </doc>
  <doc>
    <id>1918</id>
    <completedYear>2022</completedYear>
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    <language>eng</language>
    <pageFirst>ETu3H.3</pageFirst>
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    <title language="eng">Optical identification of car tire particles on soil using fluorescence lifetime imaging microscopy</title>
    <abstract language="eng">Tire wear is one of the major contributors of environmental pollution by microplastic. FD-FLIM in combination with an image processing algorithm are successfully applied to detect tyre wear on soil.</abstract>
    <parentTitle language="eng">Optical Sensors and Sensing Congress 2022 (AIS, LACSEA, Sensors, ES), Technical Digest Series (Optica Publishing Group, 2022)</parentTitle>
    <identifier type="doi">10.1364/ES.2022.ETu3H.3</identifier>
    <enrichment key="opus.import.data">@inproceedingsWohlschlager:22, author = Maximilian Wohlschläger and Martin Versen and Christian Laforsch, booktitle = Optical Sensors and Sensing Congress 2022 (AIS, LACSEA, Sensors, ES), journal = Optical Sensors and Sensing Congress 2022 (AIS, LACSEA, Sensors, ES), keywords = Diode lasers; Fluorescence lifetime imaging; Image processing; Image processing algorithms; Phase modulation; Phase shift, pages = ETu3H.3, publisher = Optica Publishing Group, title = Optical identification of car tire particles on soil using fluorescence lifetime imaging microscopy, year = 2022, url = https://opg.optica.org/abstract.cfm?URI=ES-2022-ETu3H.3, doi = 10.1364/ES.2022.ETu3H.3, abstract = Tire wear is one of the major contributors of environmental pollution by microplastic. FD-FLIM in combination with an image processing algorithm are successfully applied to detect tyre wear on soil.,</enrichment>
    <enrichment key="opus.import.dataHash">md5:bde1ef4ad8574a9409728f4869e2588a</enrichment>
    <enrichment key="opus.import.date">2022-11-10T12:25:47+00:00</enrichment>
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    <author>Maximilian Wohlschläger</author>
    <author>Martin Versen</author>
    <author>Christian Laforsch</author>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Diode lasers</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Fluorescence lifetime imaging</value>
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    <subject>
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      <value>Image processing</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Image processing algorithms</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Phase modulation</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Phase shift</value>
    </subject>
    <collection role="institutes" number="">Fakultät für Ingenieurwissenschaften</collection>
  </doc>
  <doc>
    <id>2041</id>
    <completedYear>2022</completedYear>
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    <language>eng</language>
    <pageFirst>JW3A.19</pageFirst>
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    <title language="eng">Frequency-domain fluorescence lifetime imaging as method to analyze wood structures</title>
    <abstract language="eng">The analysis of wood structures using FD-FLIM seems promising for the identification of wood at 488 nm, as lignin has a high impact on the fluorescence lifetime.</abstract>
    <parentTitle language="eng">Conference on Lasers and Electro-Optics</parentTitle>
    <identifier type="doi">10.1364/CLEO_AT.2022.JW3A.19</identifier>
    <enrichment key="opus.import.data">@inproceedingsLeiter:22, author = Nina Leiter and Maximilian Wohlschläger and Martin Versen, booktitle = Conference on Lasers and Electro-Optics, journal = Conference on Lasers and Electro-Optics, keywords = Diode lasers; Fluorescence; Fluorescence lifetime imaging; Microscopy, pages = JW3A.19, publisher = Optica Publishing Group, title = Frequency-domain fluorescence lifetime imaging as method to analyze wood structures, year = 2022, url = https://opg.optica.org/abstract.cfm?URI=CLEO_AT-2022-JW3A.19, doi = 10.1364/CLEO_AT.2022.JW3A.19, abstract = The analysis of wood structures using FD-FLIM seems promising for the identification of wood at 488 nm, as lignin has a high impact on the fluorescence lifetime.,</enrichment>
    <enrichment key="opus.import.dataHash">md5:87798dffa47036d7928b1d1bddf5a202</enrichment>
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    <author>Nina Leiter</author>
    <author>Maximilian Wohlschläger</author>
    <author>Martin Versen</author>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Diode lasers</value>
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      <language>eng</language>
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      <value>Fluorescence</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Fluorescence lifetime imaging</value>
    </subject>
    <subject>
      <language>eng</language>
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      <value>Microscopy</value>
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  </doc>
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    <id>2040</id>
    <completedYear>2022</completedYear>
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    <language>eng</language>
    <pageFirst>AM2M.2</pageFirst>
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    <publisherName/>
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    <creatingCorporation>Technical Digest Series (Optica Publishing Group, 2022)</creatingCorporation>
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    <title language="eng">Investigation of the Impact of CaCO3 Concentrations on the Fluorescence Lifetime of Polypropylene</title>
    <abstract language="eng">The impact of fillers on the fluorescence lifetime of polymers is still unknown. Investigating polypropylene containing different CaCO3 concentrations using FD-FLIM show an exponential increase in fluorescence lifetime proportional to the CaCO3 density in polypropylene.</abstract>
    <parentTitle language="eng">Conference on Lasers and Electro-Optics</parentTitle>
    <identifier type="doi">10.1364/CLEO_AT.2022.AM2M.2</identifier>
    <enrichment key="opus.import.data">@inproceedingsWohlschlager:22, author = Maximilian Wohlschläger and Martin Versen and Christian Laforsch, booktitle = Conference on Lasers and Electro-Optics, journal = Conference on Lasers and Electro-Optics, keywords = Diode lasers; Fluorescence; Fluorescence lifetime imaging; Fourier transforms; Phase shift; Stray light, pages = AM2M.2, publisher = Optica Publishing Group, title = Investigation of the Impact of CaCO3 Concentrations on the Fluorescence Lifetime of Polypropylene, year = 2022, url = https://opg.optica.org/abstract.cfm?URI=CLEO_AT-2022-AM2M.2, doi = 10.1364/CLEO_AT.2022.AM2M.2, abstract = The impact of fillers on the fluorescence lifetime of polymers is still unknown. Investigating polypropylene containing different CaCO3 concentrations using FD-FLIM show an exponential increase in fluorescence lifetime proportional to the CaCO3 density in polypropylene.,</enrichment>
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    <author>Maximilian Wohlschläger</author>
    <author>Martin Versen</author>
    <author>Christian Laforsch</author>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Diode lasers</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Fluorescence</value>
    </subject>
    <subject>
      <language>eng</language>
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      <value>Fluorescence lifetime imaging</value>
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    <subject>
      <language>eng</language>
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      <value>Fourier transforms</value>
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      <value>Phase shift</value>
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      <language>eng</language>
      <type>uncontrolled</type>
      <value>Stray light</value>
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  </doc>
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    <title language="eng">Development of a BLOB-detection algorithm based on DoG to detect Plastic in an environmental matrix using FD-FLIM</title>
    <abstract language="eng">The direct identification of plastics in an environmental matrix is heavily researched. We successfully developed a BLOB-detection algorithm based on differences of Gaussians to identify HDPE particles in an artificial environmental matrix using FD-FLIM.</abstract>
    <parentTitle language="eng">Optica Sensing Congress 2023 (AIS, FTS, HISE, Sensors, ES)</parentTitle>
    <identifier type="doi">10.1364/ES.2023.EW4E.4</identifier>
    <enrichment key="opus.import.data">@inproceedingswohlschlager_development_2023, title = Development of a BLOB-detection algorithm based on DoG to detect Plastic in an environmental matrix using FD-FLIM, url = https://opg.optica.org/abstract.cfm?URI=ES-2023-EW4E.4, doi = 10.1364/ES.2023.EW4E.4, abstract = The direct identification of plastics in an environmental matrix is heavily researched. We successfully developed a BLOB-detection algorithm based on differences of Gaussians to identify HDPE particles in an artificial environmental matrix using FD-FLIM., booktitle = Optica Sensing Congress 2023 (AIS, FTS, HISE, Sensors, ES), publisher = Optica Publishing Group, author = Wohlschläger, Maximilian and Khan, Yamna and Leiter, Nina and Versen, Martin and Löder, Martin and Laforsch, Christian, year = 2023, note = Journal Abbreviation: Optica Sensing Congress 2023 (AIS, FTS, HISE, Sensors, ES), keywords = Diode lasers, Fluorescence lifetime imaging, Phase shift, Neural networks, Optical filters, Spatial resolution, pages = EW4E.4,</enrichment>
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    <author>Maximilian Wohlschläger</author>
    <author>Yamna Khan</author>
    <author>Nina Leiter</author>
    <author>Martin Versen</author>
    <author>Martin Löder</author>
    <author>Christian Laforsch</author>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Diode lasers</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Fluorescence lifetime imaging</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Phase shift</value>
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    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Neural networks</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Optical filters</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Spatial resolution</value>
    </subject>
  </doc>
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    <title language="eng">Frequency Domain Fluorescence Lifetime Imaging Microscopy (FD-FLIM) analysis of Quercus robur samples for origin differentiation purposes</title>
    <abstract language="eng">Increasing demand for wood products requires methods to determine its harvest origin and ensure sustainable and legal sourcing. In 15 out of 21 cases, the origin of Quercus robur was differentiable in FD-FLIM studies.</abstract>
    <parentTitle language="eng">Optica Sensing Congress 2023 (AIS, FTS, HISE, Sensors, ES)</parentTitle>
    <identifier type="doi">10.1364/AIS.2023.JTu4A.10</identifier>
    <enrichment key="opus.import.data">@inproceedingsschwarz_frequency_2023, title = Frequency Domain Fluorescence Lifetime Imaging Microscopy (FD-FLIM) analysis of Quercus robur samples for origin differentiation purposes, url = https://opg.optica.org/abstract.cfm?URI=ES-2023-JTu4A.10, abstract = Increasing demand for wood products requires methods to determine its harvest origin and ensure sustainable and legal sourcing. In 15 out of 21 cases, the origin of Quercus robur was differentiable in FD-FLIM studies., booktitle = Optica Sensing Congress 2023 (AIS, FTS, HISE, Sensors, ES), publisher = Optica Publishing Group, author = Schwarz, Jonas and Wohlschläger, Maximilian and Leiter, Nina and Auer, Veronika and Risse, Michael and Versen, Martin, year = 2023, note = Journal Abbreviation: Optica Sensing Congress 2023 (AIS, FTS, HISE, Sensors, ES), keywords = Fluorescence lifetime imaging, Phase shift, Phase modulation, Laser sources, Bandpass filters, Frequency modulation, pages = JTu4A.10,</enrichment>
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    <enrichment key="opus.import.date">2024-05-27T12:38:19+00:00</enrichment>
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    <author>Jonas Schwarz</author>
    <author>Maximilian Wohlschläger</author>
    <author>Nina Leiter</author>
    <author>Veronika Auer</author>
    <author>Michael Risse</author>
    <author>Martin Versen</author>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Fluorescence lifetime imaging</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Phase shift</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Phase modulation</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Laser sources</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Bandpass filters</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Frequency modulation</value>
    </subject>
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