NIR Monitoring of Ammonia in Anaerobic Digesters Using a Diffuse Reflectance Probe

The feasibility of using a diffuse reflectance probe attached to a near infrared spectrometer to monitor the total ammonia nitrogen (TAN) content in an anaerobic digester run on cattle manure was investigated; as a previous study has indicated that this probe can be easily attached to an anaerobic d...

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Main Authors: Alastair J. Ward, Henrik B. Møller, Mette Marie Løkke, Sutaryo Sutaryo, Chitra S. Raju
Format: Article
Language:English
Published: MDPI AG 2012-02-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/12/2/2340/
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author Alastair J. Ward
Henrik B. Møller
Mette Marie Løkke
Sutaryo Sutaryo
Chitra S. Raju
author_facet Alastair J. Ward
Henrik B. Møller
Mette Marie Løkke
Sutaryo Sutaryo
Chitra S. Raju
author_sort Alastair J. Ward
collection DOAJ
description The feasibility of using a diffuse reflectance probe attached to a near infrared spectrometer to monitor the total ammonia nitrogen (TAN) content in an anaerobic digester run on cattle manure was investigated; as a previous study has indicated that this probe can be easily attached to an anaerobic digester. Multivariate modelling techniques such as partial least squares regression and interval partial least squares methods were used to build models. Various data pre-treatments were applied to improve the models. The TAN concentrations measured were in the range of 1.5 to 5.5 g/L. An R2 of 0.91 with an RMSEP of 0.32 was obtained implying that the probe could be used for monitoring and screening purposes.
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spelling doaj.art-f90d8c32c94b4c2f91a23dc11628c7752022-12-22T02:53:26ZengMDPI AGSensors1424-82202012-02-011222340235010.3390/s120202340NIR Monitoring of Ammonia in Anaerobic Digesters Using a Diffuse Reflectance ProbeAlastair J. WardHenrik B. MøllerMette Marie LøkkeSutaryo SutaryoChitra S. RajuThe feasibility of using a diffuse reflectance probe attached to a near infrared spectrometer to monitor the total ammonia nitrogen (TAN) content in an anaerobic digester run on cattle manure was investigated; as a previous study has indicated that this probe can be easily attached to an anaerobic digester. Multivariate modelling techniques such as partial least squares regression and interval partial least squares methods were used to build models. Various data pre-treatments were applied to improve the models. The TAN concentrations measured were in the range of 1.5 to 5.5 g/L. An R2 of 0.91 with an RMSEP of 0.32 was obtained implying that the probe could be used for monitoring and screening purposes.http://www.mdpi.com/1424-8220/12/2/2340/NIRSbiogasammoniainhibitionmonitoringmanurePLSiPLS
spellingShingle Alastair J. Ward
Henrik B. Møller
Mette Marie Løkke
Sutaryo Sutaryo
Chitra S. Raju
NIR Monitoring of Ammonia in Anaerobic Digesters Using a Diffuse Reflectance Probe
Sensors
NIRS
biogas
ammonia
inhibition
monitoring
manure
PLS
iPLS
title NIR Monitoring of Ammonia in Anaerobic Digesters Using a Diffuse Reflectance Probe
title_full NIR Monitoring of Ammonia in Anaerobic Digesters Using a Diffuse Reflectance Probe
title_fullStr NIR Monitoring of Ammonia in Anaerobic Digesters Using a Diffuse Reflectance Probe
title_full_unstemmed NIR Monitoring of Ammonia in Anaerobic Digesters Using a Diffuse Reflectance Probe
title_short NIR Monitoring of Ammonia in Anaerobic Digesters Using a Diffuse Reflectance Probe
title_sort nir monitoring of ammonia in anaerobic digesters using a diffuse reflectance probe
topic NIRS
biogas
ammonia
inhibition
monitoring
manure
PLS
iPLS
url http://www.mdpi.com/1424-8220/12/2/2340/
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