Fellner, Lea and Kraus, Marian and Gebert, Florian and Walter, Arne and Duschek, Frank (2020) Multispectral LIF-Based Standoff Detection System for the Classification of CBE Hazards by Spectral and Temporal Features. Sensors, 20 (9), pp. 2524-2534. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/s20092524. ISSN 1424-8220.
PDF
- Published version
372kB |
Official URL: https://www.mdpi.com/1424-8220/20/9/2524
Abstract
Laser-induced fluorescence (LIF) is a well-established technique for monitoring chemical processes and for the standoff detection of biological substances because of its simple technical implementation and high sensitivity. Frequently, standoff LIF spectra from large molecules and bio-agents are only slightly structured and a gain of deeper information, such as classification, let alone identification, might become challenging. Improving the LIF technology by recording spectral and additionally time-resolved fluorescence emission, a significant gain of information can be achieved. This work presents results from a LIF based detection system and an analysis of the influence of time-resolved data on the classification accuracy. A multi-wavelength sub-nanosecond laser source is used to acquire spectral and time-resolved data from a standoff distance of 3.5 m. The data set contains data from seven different bacterial species and six types of oil. Classification is performed with a decision tree algorithm separately for spectral data, time-resolved data and the combination of both. The first findings show a valuable contribution of time-resolved fluorescence data to the classification of the investigated chemical and biological agents to their species level. Temporal and spectral data have been proven as partly complementary. The classification accuracy is increased from 86% for spectral data only to more than 92%.
Item URL in elib: | https://elib.dlr.de/134775/ | ||||||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Document Type: | Article | ||||||||||||||||||||||||
Title: | Multispectral LIF-Based Standoff Detection System for the Classification of CBE Hazards by Spectral and Temporal Features | ||||||||||||||||||||||||
Authors: |
| ||||||||||||||||||||||||
Date: | 29 April 2020 | ||||||||||||||||||||||||
Journal or Publication Title: | Sensors | ||||||||||||||||||||||||
Refereed publication: | Yes | ||||||||||||||||||||||||
Open Access: | Yes | ||||||||||||||||||||||||
Gold Open Access: | Yes | ||||||||||||||||||||||||
In SCOPUS: | Yes | ||||||||||||||||||||||||
In ISI Web of Science: | Yes | ||||||||||||||||||||||||
Volume: | 20 | ||||||||||||||||||||||||
DOI: | 10.3390/s20092524 | ||||||||||||||||||||||||
Page Range: | pp. 2524-2534 | ||||||||||||||||||||||||
Editors: |
| ||||||||||||||||||||||||
Publisher: | Multidisciplinary Digital Publishing Institute (MDPI) | ||||||||||||||||||||||||
Series Name: | Laser Based Remote Sensors for Environmental Science: Apparatus, Measurements and Analysis Techniques | ||||||||||||||||||||||||
ISSN: | 1424-8220 | ||||||||||||||||||||||||
Status: | Published | ||||||||||||||||||||||||
Keywords: | laser-induced fluorescence (LIF); fluorescence lifetimes; standoff detection; biological agents; early warning | ||||||||||||||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||
HGF - Program: | Aeronautics | ||||||||||||||||||||||||
HGF - Program Themes: | fixed-wing aircraft | ||||||||||||||||||||||||
DLR - Research area: | Aeronautics | ||||||||||||||||||||||||
DLR - Program: | L AR - Aircraft Research | ||||||||||||||||||||||||
DLR - Research theme (Project): | L - Laser Research and Technology (old) | ||||||||||||||||||||||||
Location: | Lampoldshausen | ||||||||||||||||||||||||
Institutes and Institutions: | Institute of Technical Physics > Atmospheric Propagation and Effect | ||||||||||||||||||||||||
Deposited By: | Duschek, Dr.rer.nat. Frank | ||||||||||||||||||||||||
Deposited On: | 11 May 2020 08:52 | ||||||||||||||||||||||||
Last Modified: | 27 Oct 2023 14:45 |
Repository Staff Only: item control page