A thermographic step-heating technique for metallic pollutant detection in soils

A feasibility study of the detection of metallic pollutants in soil with thermographic measurement techniques is presented in this paper. This study proposes an alternative method to current techniques for detection and identification of contaminated soils by non-destructive testing to reduce costs...

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Published inInfrared physics & technology Vol. 69; pp. 191 - 197
Main Authors Hidalgo-Gato, R., González de Ulloa, L., Andrés, J.R., Martínez, S., Pérez, A., Madruga, F.J., López-Higuera, J.M.
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.03.2015
Subjects
Artificial neural network
Infrared thermography
Soil by infrared
Soil thermal model
Infrared thermography
Soil thermal model
Artificial neural network
Soil by infrared
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Abstract A feasibility study of the detection of metallic pollutants in soil with thermographic measurement techniques is presented in this paper. This study proposes an alternative method to current techniques for detection and identification of contaminated soils by non-destructive testing to reduce costs and the required execution time. For this purpose, step-heating thermography is used as measurement technique. Taking into account the soil thermal models, different pre-processing methods are applied to the captured thermogram sequences to characterize the soil thermal response data; and Artificial Neural Networks (ANN) are used as a processing tool to discern the presence or absence of contaminants in soil. The selected ANN configuration will determine the contaminated soil identification rates, making the false negative rate worse with the false positive improvement.
AbstractList A feasibility study of the detection of metallic pollutants in soil with thermographic measurement techniques is presented in this paper. This study proposes an alternative method to current techniques for detection and identification of contaminated soils by non-destructive testing to reduce costs and the required execution time. For this purpose, step-heating thermography is used as measurement technique. Taking into account the soil thermal models, different pre-processing methods are applied to the captured thermogram sequences to characterize the soil thermal response data; and Artificial Neural Networks (ANN) are used as a processing tool to discern the presence or absence of contaminants in soil. The selected ANN configuration will determine the contaminated soil identification rates, making the false negative rate worse with the false positive improvement.
Author González de Ulloa, L.
Hidalgo-Gato, R.
Madruga, F.J.
Andrés, J.R.
Martínez, S.
López-Higuera, J.M.
Pérez, A.
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Cites_doi 10.1063/1.3057871
10.1016/0034-4257(92)90012-9
10.1016/S0167-7012(00)00201-3
10.1007/BF01908484
10.1016/j.geoderma.2010.04.012
10.1016/j.polymdegradstab.2007.07.023
10.1016/j.chroma.2004.06.113
10.1016/S0040-6031(02)00212-5
10.1063/1.90960
10.1002/jssc.200390057
10.1117/12.396243
10.1016/S0003-2670(99)00895-8
10.1016/j.soilbio.2012.09.022
10.1016/j.geoderma.2009.08.016
10.1016/j.geoderma.2014.10.019
10.1016/j.geoderma.2005.03.007
10.1016/j.jhazmat.2009.06.062
10.1016/j.infrared.2003.09.004
10.1016/j.infrared.2006.06.025
10.1016/S0040-6031(99)00144-6
10.1029/2009WR008455
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Keywords Infrared thermography
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Soil by infrared
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References Gonzalez, Woods, Eddins (b0175) 2004
Busse (b0165) 1979; 35
J. Montano, Redes neuronales artificiales aplicadas al análisis de datos [Artificial neural networks applied to data analysis]. Unpublished doctoral dissertation, Balearic Islands University, Spain, 2002.
Maldague (b0120) 2000
Zilioli, Gomarasca, Tomasoni (b0085) 1992; 40
Madruga (b0205) 2007
Luong (b0105) 2007; 49
C. Ibarra-Castanedo, A. Bendada, X. Maldague, Thermographic image processing for NDT, in: IV Conferencia Panamericana de END, Citeseer, 2007.
Kluge (b0080) 2013; 57
Hahn (b0100) 2006; 48
Zampella (b0025) 2010; 157
Gjurova, Ljubchev, Zagortcheva (b0010) 1999; 335
Stepanić (b0070) 2004; 45
Viscarra Rossel (b0200) 2006; 131
Karathanasis, Harris (b0015) 1994
B. Sigalés, Transferencia de calor técnica, Reverté, 2003.
Basheer, Hajmeer (b0130) 2000; 43
Carslaw, Jaeger, Feshbach (b0145) 1962; 15
Martínez (b0075) 2003
Plante, Fernández, Leifeld (b0005) 2009; 153
Smykatz-Kloss (b0030) 1982; 23
Yaman, Dilgin, Gucer (b0050) 2000; 410
Dell’Abate, Benedetti, Brookes (b0040) 2003; 26
I.K. Sendur, B.A. Baertlein. Numerical simulation of thermal signatures of buried mines over a diurnal cycle, in: AeroSense 2000, International Society for Optics and Photonics, 2000.
Knox (b0060) 2015; 239–240
P. García Estévez, Aplicaciones de las Redes Neuronales en las Finanzas, 2002.
Dowla (b0220) 1995
Maldague (b0125) 2002; 60
González (b0215) 2006
Crewe, Staggs, Williams (b0020) 2007; 92
Shahraeeni, Or (b0210) 2010; 46
G. Carlomagno, P. Berardi. Unsteady thermotopography in non-destructive testing, in: Proc. 3rd Biannual Exchange, St. Louis/USA, 1976.
Danley (b0035) 2002; 395
Almond, Patel (b0225) 1996; vol. 10
Radu, Diamond (b0045) 2009; 171
Pérez Pavón (b0195) 2004; 1047
Benitez Restrepo, Ibarra Castanedo, Hakim Bendada, Maldague, Loaiza, Caicedo (b0115) 2007; 10
J. Porta Casanellas, M. López-Acevedo-Reguerín, C. Roquero de Laburu, Edafología: para la Agricultura y el Medio Ambiente, Mundi-Prensa, Madrid, 1998.
Madruga (10.1016/j.infrared.2015.01.027_b0205) 2007
Viscarra Rossel (10.1016/j.infrared.2015.01.027_b0200) 2006; 131
Smykatz-Kloss (10.1016/j.infrared.2015.01.027_b0030) 1982; 23
Kluge (10.1016/j.infrared.2015.01.027_b0080) 2013; 57
Karathanasis (10.1016/j.infrared.2015.01.027_b0015) 1994
Zilioli (10.1016/j.infrared.2015.01.027_b0085) 1992; 40
Stepanić (10.1016/j.infrared.2015.01.027_b0070) 2004; 45
Luong (10.1016/j.infrared.2015.01.027_b0105) 2007; 49
Basheer (10.1016/j.infrared.2015.01.027_b0130) 2000; 43
Zampella (10.1016/j.infrared.2015.01.027_b0025) 2010; 157
Busse (10.1016/j.infrared.2015.01.027_b0165) 1979; 35
Plante (10.1016/j.infrared.2015.01.027_b0005) 2009; 153
Yaman (10.1016/j.infrared.2015.01.027_b0050) 2000; 410
Maldague (10.1016/j.infrared.2015.01.027_b0125) 2002; 60
Dowla (10.1016/j.infrared.2015.01.027_b0220) 1995
10.1016/j.infrared.2015.01.027_b0180
10.1016/j.infrared.2015.01.027_b0160
Gonzalez (10.1016/j.infrared.2015.01.027_b0175) 2004
10.1016/j.infrared.2015.01.027_b0140
10.1016/j.infrared.2015.01.027_b0185
Martínez (10.1016/j.infrared.2015.01.027_b0075) 2003
Carslaw (10.1016/j.infrared.2015.01.027_b0145) 1962; 15
Crewe (10.1016/j.infrared.2015.01.027_b0020) 2007; 92
Pérez Pavón (10.1016/j.infrared.2015.01.027_b0195) 2004; 1047
Knox (10.1016/j.infrared.2015.01.027_b0060) 2015; 239–240
Radu (10.1016/j.infrared.2015.01.027_b0045) 2009; 171
Benitez Restrepo (10.1016/j.infrared.2015.01.027_b0115) 2007; 10
Hahn (10.1016/j.infrared.2015.01.027_b0100) 2006; 48
Danley (10.1016/j.infrared.2015.01.027_b0035) 2002; 395
Dell’Abate (10.1016/j.infrared.2015.01.027_b0040) 2003; 26
González (10.1016/j.infrared.2015.01.027_b0215) 2006
10.1016/j.infrared.2015.01.027_b0190
Maldague (10.1016/j.infrared.2015.01.027_b0120) 2000
10.1016/j.infrared.2015.01.027_b0170
Shahraeeni (10.1016/j.infrared.2015.01.027_b0210) 2010; 46
10.1016/j.infrared.2015.01.027_b0150
Almond (10.1016/j.infrared.2015.01.027_b0225) 1996; vol. 10
Gjurova (10.1016/j.infrared.2015.01.027_b0010) 1999; 335
References_xml – volume: 60
  start-page: 1060
  year: 2002
  end-page: 1073
  ident: b0125
  article-title: Introduction to NDT by active infrared thermography
  publication-title: Mater. Eval.
  contributor:
    fullname: Maldague
– volume: 48
  start-page: 4
  year: 2006
  ident: b0100
  article-title: Escherichia coli detection using thermal images
  publication-title: Can. Biosyst. Eng.
  contributor:
    fullname: Hahn
– volume: 35
  start-page: 759
  year: 1979
  end-page: 760
  ident: b0165
  article-title: Optoacoustic phase angle measurement for probing a metal
  publication-title: Appl. Phys. Lett.
  contributor:
    fullname: Busse
– volume: 26
  start-page: 433
  year: 2003
  end-page: 440
  ident: b0040
  article-title: Hyphenated techniques of thermal analysis for characterisation of soil humic substances
  publication-title: J. Sep. Sci.
  contributor:
    fullname: Brookes
– volume: 395
  start-page: 201
  year: 2002
  end-page: 208
  ident: b0035
  article-title: New heat flux DSC measurement technique
  publication-title: Thermochim. Acta
  contributor:
    fullname: Danley
– year: 2007
  ident: b0205
  publication-title: Field test of infrared thermography applied to biogas controlling in landfill sites
  contributor:
    fullname: Madruga
– year: 2006
  ident: b0215
  publication-title: Contribuciones a las técnicas no destructivas para evaluación y prueba de procesos y materiales basadas en radiaciones infrarrojas
  contributor:
    fullname: González
– volume: 157
  start-page: 185
  year: 2010
  end-page: 195
  ident: b0025
  article-title: Chromium and copper in micromorphological features and clay fractions of volcanic soils with andic properties
  publication-title: Geoderma
  contributor:
    fullname: Zampella
– volume: vol. 10
  year: 1996
  ident: b0225
  publication-title: Photothermal Science and Techniques
  contributor:
    fullname: Patel
– year: 2003
  ident: b0075
  article-title: Detection of Landmines from Measured Infrared Images using Thermal Modeling of the Soil
  contributor:
    fullname: Martínez
– volume: 43
  start-page: 3
  year: 2000
  end-page: 31
  ident: b0130
  article-title: Artificial neural networks: fundamentals, computing, design, and application
  publication-title: J. Microbiol. Methods
  contributor:
    fullname: Hajmeer
– volume: 92
  start-page: 2070
  year: 2007
  end-page: 2075
  ident: b0020
  article-title: Drag-induced apparent mass gain in thermogravimetry
  publication-title: Polym. Degrad. Stab.
  contributor:
    fullname: Williams
– volume: 171
  start-page: 1168
  year: 2009
  end-page: 1171
  ident: b0045
  article-title: Comparison of soil pollution concentrations determined using AAS and portable XRF techniques
  publication-title: J. Hazard. Mater.
  contributor:
    fullname: Diamond
– volume: 45
  start-page: 201
  year: 2004
  end-page: 208
  ident: b0070
  article-title: Parameterisation of non-homogeneities in buried object detection by means of thermography
  publication-title: Infrared Phys. Technol.
  contributor:
    fullname: Stepanić
– volume: 46
  year: 2010
  ident: b0210
  article-title: Thermo-evaporative fluxes from heterogeneous porous surfaces resolved by infrared thermography
  publication-title: Water Resour. Res.
  contributor:
    fullname: Or
– start-page: 591
  year: 2000
  end-page: 609
  ident: b0120
  article-title: Applications of infrared thermography in nondestructive evaluation
  publication-title: Trends Opt. Nondestruct. Test.
  contributor:
    fullname: Maldague
– volume: 57
  start-page: 383
  year: 2013
  end-page: 389
  ident: b0080
  article-title: Detection of soil microbial activity by infrared thermography (IRT)
  publication-title: Soil Biol. Biochem.
  contributor:
    fullname: Kluge
– volume: 410
  start-page: 119
  year: 2000
  end-page: 125
  ident: b0050
  article-title: Speciation of lead in soils and relation with its concentration in fruits
  publication-title: Anal. Chim. Acta
  contributor:
    fullname: Gucer
– year: 2004
  ident: b0175
  article-title: Digital Image Processing using MATLAB
  contributor:
    fullname: Eddins
– volume: 239–240
  start-page: 229
  year: 2015
  end-page: 239
  ident: b0060
  article-title: Modelling soil carbon fractions with visible near-infrared (VNIR) and mid-infrared (MIR) spectroscopy
  publication-title: Geoderma
  contributor:
    fullname: Knox
– volume: 15
  start-page: 74
  year: 1962
  ident: b0145
  article-title: Conduction of heat in solids
  publication-title: Phys. Today
  contributor:
    fullname: Feshbach
– volume: 1047
  start-page: 101
  year: 2004
  end-page: 109
  ident: b0195
  article-title: Detection of soil pollution by hydrocarbons using headspace–mass spectrometry and identification of compounds by headspace–fast gas chromatography–mass spectrometry
  publication-title: J. Chromatogr. A
  contributor:
    fullname: Pérez Pavón
– volume: 335
  start-page: 55
  year: 1999
  end-page: 61
  ident: b0010
  article-title: Preliminary quantitative determination of petroleum and petroleum products in contaminated soils by using dynamic thermogravimetry
  publication-title: Thermochim. Acta
  contributor:
    fullname: Zagortcheva
– volume: 49
  start-page: 306
  year: 2007
  end-page: 311
  ident: b0105
  article-title: Introducing infrared thermography in soil dynamics
  publication-title: Infrared Phys. Technol.
  contributor:
    fullname: Luong
– volume: 131
  start-page: 59
  year: 2006
  end-page: 75
  ident: b0200
  article-title: Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties
  publication-title: Geoderma
  contributor:
    fullname: Viscarra Rossel
– year: 1995
  ident: b0220
  article-title: Solving Problems in Environmental Engineering and Geosciences with Artificial Neural Networks
  contributor:
    fullname: Dowla
– volume: 40
  start-page: 153
  year: 1992
  end-page: 160
  ident: b0085
  article-title: Application of terrestrial thermography to the detection of waste-disposal sites
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Tomasoni
– volume: 10
  start-page: 40
  year: 2007
  end-page: 51
  ident: b0115
  article-title: Procesamiento de imágenes infrarrojas para la detección de defectos en materiales
  publication-title: Revista Tecnura
  contributor:
    fullname: Caicedo
– start-page: 360
  year: 1994
  end-page: 411
  ident: b0015
  article-title: Quantitative thermal analysis of soil materials
  publication-title: Quantitative Methods in Soil Mineralogy (quantitativemet)
  contributor:
    fullname: Harris
– volume: 153
  start-page: 1
  year: 2009
  end-page: 10
  ident: b0005
  article-title: Application of thermal analysis techniques in soil science
  publication-title: Geoderma
  contributor:
    fullname: Leifeld
– volume: 23
  start-page: 15
  year: 1982
  end-page: 44
  ident: b0030
  article-title: Application of differential thermal analysis in mineralogy
  publication-title: J. Therm. Anal.
  contributor:
    fullname: Smykatz-Kloss
– volume: 15
  start-page: 74
  year: 1962
  ident: 10.1016/j.infrared.2015.01.027_b0145
  article-title: Conduction of heat in solids
  publication-title: Phys. Today
  doi: 10.1063/1.3057871
  contributor:
    fullname: Carslaw
– volume: 40
  start-page: 153
  issue: 2
  year: 1992
  ident: 10.1016/j.infrared.2015.01.027_b0085
  article-title: Application of terrestrial thermography to the detection of waste-disposal sites
  publication-title: Remote Sens. Environ.
  doi: 10.1016/0034-4257(92)90012-9
  contributor:
    fullname: Zilioli
– volume: 43
  start-page: 3
  issue: 1
  year: 2000
  ident: 10.1016/j.infrared.2015.01.027_b0130
  article-title: Artificial neural networks: fundamentals, computing, design, and application
  publication-title: J. Microbiol. Methods
  doi: 10.1016/S0167-7012(00)00201-3
  contributor:
    fullname: Basheer
– ident: 10.1016/j.infrared.2015.01.027_b0190
– volume: 23
  start-page: 15
  issue: 1–2
  year: 1982
  ident: 10.1016/j.infrared.2015.01.027_b0030
  article-title: Application of differential thermal analysis in mineralogy
  publication-title: J. Therm. Anal.
  doi: 10.1007/BF01908484
  contributor:
    fullname: Smykatz-Kloss
– volume: 10
  start-page: 40
  issue: 20
  year: 2007
  ident: 10.1016/j.infrared.2015.01.027_b0115
  article-title: Procesamiento de imágenes infrarrojas para la detección de defectos en materiales
  publication-title: Revista Tecnura
  contributor:
    fullname: Benitez Restrepo
– volume: 157
  start-page: 185
  issue: 3–4
  year: 2010
  ident: 10.1016/j.infrared.2015.01.027_b0025
  article-title: Chromium and copper in micromorphological features and clay fractions of volcanic soils with andic properties
  publication-title: Geoderma
  doi: 10.1016/j.geoderma.2010.04.012
  contributor:
    fullname: Zampella
– start-page: 591
  year: 2000
  ident: 10.1016/j.infrared.2015.01.027_b0120
  article-title: Applications of infrared thermography in nondestructive evaluation
  publication-title: Trends Opt. Nondestruct. Test.
  contributor:
    fullname: Maldague
– ident: 10.1016/j.infrared.2015.01.027_b0160
– volume: 92
  start-page: 2070
  issue: 11
  year: 2007
  ident: 10.1016/j.infrared.2015.01.027_b0020
  article-title: Drag-induced apparent mass gain in thermogravimetry
  publication-title: Polym. Degrad. Stab.
  doi: 10.1016/j.polymdegradstab.2007.07.023
  contributor:
    fullname: Crewe
– ident: 10.1016/j.infrared.2015.01.027_b0185
– volume: 1047
  start-page: 101
  issue: 1
  year: 2004
  ident: 10.1016/j.infrared.2015.01.027_b0195
  article-title: Detection of soil pollution by hydrocarbons using headspace–mass spectrometry and identification of compounds by headspace–fast gas chromatography–mass spectrometry
  publication-title: J. Chromatogr. A
  doi: 10.1016/j.chroma.2004.06.113
  contributor:
    fullname: Pérez Pavón
– volume: 395
  start-page: 201
  issue: 1
  year: 2002
  ident: 10.1016/j.infrared.2015.01.027_b0035
  article-title: New heat flux DSC measurement technique
  publication-title: Thermochim. Acta
  doi: 10.1016/S0040-6031(02)00212-5
  contributor:
    fullname: Danley
– volume: 35
  start-page: 759
  issue: 10
  year: 1979
  ident: 10.1016/j.infrared.2015.01.027_b0165
  article-title: Optoacoustic phase angle measurement for probing a metal
  publication-title: Appl. Phys. Lett.
  doi: 10.1063/1.90960
  contributor:
    fullname: Busse
– volume: 26
  start-page: 433
  issue: 5
  year: 2003
  ident: 10.1016/j.infrared.2015.01.027_b0040
  article-title: Hyphenated techniques of thermal analysis for characterisation of soil humic substances
  publication-title: J. Sep. Sci.
  doi: 10.1002/jssc.200390057
  contributor:
    fullname: Dell’Abate
– year: 1995
  ident: 10.1016/j.infrared.2015.01.027_b0220
  contributor:
    fullname: Dowla
– year: 2006
  ident: 10.1016/j.infrared.2015.01.027_b0215
  contributor:
    fullname: González
– volume: 60
  start-page: 1060
  issue: 9
  year: 2002
  ident: 10.1016/j.infrared.2015.01.027_b0125
  article-title: Introduction to NDT by active infrared thermography
  publication-title: Mater. Eval.
  contributor:
    fullname: Maldague
– ident: 10.1016/j.infrared.2015.01.027_b0150
  doi: 10.1117/12.396243
– year: 2003
  ident: 10.1016/j.infrared.2015.01.027_b0075
  contributor:
    fullname: Martínez
– year: 2007
  ident: 10.1016/j.infrared.2015.01.027_b0205
  contributor:
    fullname: Madruga
– volume: 410
  start-page: 119
  issue: 1–2
  year: 2000
  ident: 10.1016/j.infrared.2015.01.027_b0050
  article-title: Speciation of lead in soils and relation with its concentration in fruits
  publication-title: Anal. Chim. Acta
  doi: 10.1016/S0003-2670(99)00895-8
  contributor:
    fullname: Yaman
– volume: 57
  start-page: 383
  year: 2013
  ident: 10.1016/j.infrared.2015.01.027_b0080
  article-title: Detection of soil microbial activity by infrared thermography (IRT)
  publication-title: Soil Biol. Biochem.
  doi: 10.1016/j.soilbio.2012.09.022
  contributor:
    fullname: Kluge
– volume: 153
  start-page: 1
  issue: 1
  year: 2009
  ident: 10.1016/j.infrared.2015.01.027_b0005
  article-title: Application of thermal analysis techniques in soil science
  publication-title: Geoderma
  doi: 10.1016/j.geoderma.2009.08.016
  contributor:
    fullname: Plante
– volume: 239–240
  start-page: 229
  year: 2015
  ident: 10.1016/j.infrared.2015.01.027_b0060
  article-title: Modelling soil carbon fractions with visible near-infrared (VNIR) and mid-infrared (MIR) spectroscopy
  publication-title: Geoderma
  doi: 10.1016/j.geoderma.2014.10.019
  contributor:
    fullname: Knox
– start-page: 360
  year: 1994
  ident: 10.1016/j.infrared.2015.01.027_b0015
  article-title: Quantitative thermal analysis of soil materials
  contributor:
    fullname: Karathanasis
– volume: 48
  start-page: 4
  year: 2006
  ident: 10.1016/j.infrared.2015.01.027_b0100
  article-title: Escherichia coli detection using thermal images
  publication-title: Can. Biosyst. Eng.
  contributor:
    fullname: Hahn
– volume: 131
  start-page: 59
  issue: 1–2
  year: 2006
  ident: 10.1016/j.infrared.2015.01.027_b0200
  article-title: Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties
  publication-title: Geoderma
  doi: 10.1016/j.geoderma.2005.03.007
  contributor:
    fullname: Viscarra Rossel
– volume: 171
  start-page: 1168
  issue: 1–3
  year: 2009
  ident: 10.1016/j.infrared.2015.01.027_b0045
  article-title: Comparison of soil pollution concentrations determined using AAS and portable XRF techniques
  publication-title: J. Hazard. Mater.
  doi: 10.1016/j.jhazmat.2009.06.062
  contributor:
    fullname: Radu
– ident: 10.1016/j.infrared.2015.01.027_b0170
– volume: 45
  start-page: 201
  issue: 3
  year: 2004
  ident: 10.1016/j.infrared.2015.01.027_b0070
  article-title: Parameterisation of non-homogeneities in buried object detection by means of thermography
  publication-title: Infrared Phys. Technol.
  doi: 10.1016/j.infrared.2003.09.004
  contributor:
    fullname: Stepanić
– volume: 49
  start-page: 306
  issue: 3
  year: 2007
  ident: 10.1016/j.infrared.2015.01.027_b0105
  article-title: Introducing infrared thermography in soil dynamics
  publication-title: Infrared Phys. Technol.
  doi: 10.1016/j.infrared.2006.06.025
  contributor:
    fullname: Luong
– volume: 335
  start-page: 55
  issue: 1–2
  year: 1999
  ident: 10.1016/j.infrared.2015.01.027_b0010
  article-title: Preliminary quantitative determination of petroleum and petroleum products in contaminated soils by using dynamic thermogravimetry
  publication-title: Thermochim. Acta
  doi: 10.1016/S0040-6031(99)00144-6
  contributor:
    fullname: Gjurova
– volume: vol. 10
  year: 1996
  ident: 10.1016/j.infrared.2015.01.027_b0225
  contributor:
    fullname: Almond
– volume: 46
  issue: 9
  year: 2010
  ident: 10.1016/j.infrared.2015.01.027_b0210
  article-title: Thermo-evaporative fluxes from heterogeneous porous surfaces resolved by infrared thermography
  publication-title: Water Resour. Res.
  doi: 10.1029/2009WR008455
  contributor:
    fullname: Shahraeeni
– year: 2004
  ident: 10.1016/j.infrared.2015.01.027_b0175
  contributor:
    fullname: Gonzalez
– ident: 10.1016/j.infrared.2015.01.027_b0140
– ident: 10.1016/j.infrared.2015.01.027_b0180
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Snippet A feasibility study of the detection of metallic pollutants in soil with thermographic measurement techniques is presented in this paper. This study proposes...
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SubjectTerms Artificial neural network
Infrared thermography
Soil by infrared
Soil thermal model
Title A thermographic step-heating technique for metallic pollutant detection in soils
URI https://dx.doi.org/10.1016/j.infrared.2015.01.027
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