TY - JOUR
T1 - Near infrared and acoustic chemometrics monitoring of volatile fatty acids and dry matter during co-digestion of manure and maize silage
AU - Lomborg, Carina J.
AU - Holm-Nielsen, Jens Bo
AU - Oleskowicz-Popiel, Piotr
AU - Esbensen, Kim H.
PY - 2009
Y1 - 2009
N2 - In this study, two process analytical technologies, near infrared spectroscopy and acoustic chemometrics, were investigated as means of monitoring a maize silage spiked biogas process. A reactor recirculation loop which enables sampling concomitant with on-line near infrared characterisation was applied. Near infrared models resulted in multivariate models for total and volatile solids with ratio of standard error of performance to standard deviation (RPD) values of 5 and 5.1. indicating good on-line monitoring prospects. The volatile fatty acid models had slopes between 0.83 and 0.92 (good accuracy) and RPD between 2.8 and 3.6 (acceptable precision). A second experiment employed at-line monitoring with both near infrared spectroscopy and acoustic chemometrics. A larger calibration span was obtained for total solids by spiking. Both process analytical modalities were validated with respect to the total solids prediction. The near infrared model had an RPD equal to 5.7, while the acoustic chemometrics model resulted in a RPD of 2.6. (C) 2008 Elsevier Ltd. All rights reserved.
AB - In this study, two process analytical technologies, near infrared spectroscopy and acoustic chemometrics, were investigated as means of monitoring a maize silage spiked biogas process. A reactor recirculation loop which enables sampling concomitant with on-line near infrared characterisation was applied. Near infrared models resulted in multivariate models for total and volatile solids with ratio of standard error of performance to standard deviation (RPD) values of 5 and 5.1. indicating good on-line monitoring prospects. The volatile fatty acid models had slopes between 0.83 and 0.92 (good accuracy) and RPD between 2.8 and 3.6 (acceptable precision). A second experiment employed at-line monitoring with both near infrared spectroscopy and acoustic chemometrics. A larger calibration span was obtained for total solids by spiking. Both process analytical modalities were validated with respect to the total solids prediction. The near infrared model had an RPD equal to 5.7, while the acoustic chemometrics model resulted in a RPD of 2.6. (C) 2008 Elsevier Ltd. All rights reserved.
KW - Bio energy
KW - Bioenergy and biomass
KW - Bioenergi
KW - Biomasse og bioenergi
U2 - 10.1016/j.biortech.2008.09.043
DO - 10.1016/j.biortech.2008.09.043
M3 - Journal article
C2 - 19006665
SN - 0960-8524
VL - 100
SP - 1711
EP - 1719
JO - Bioresource Technology
JF - Bioresource Technology
IS - 5
ER -