Biogas systems: policies, progress and prospects: Taylor & Francis, 1997. ,
A meta-analysis of the microbial diversity observed in anaerobic digesters, Bioresource technology, vol.102, issue.4, pp.3730-3739, 2011. ,
Instrumentation in anaerobic treatment -research and practice, Water Sci Technol, vol.53, p.14, 2006. ,
Monitoring of anaerobic digestion processes: A review perspective, Renewable and Sustainable Energy Reviews, vol.15, issue.6, pp.3141-55, 2011. ,
Optimization of anaerobic acidogenesis by adding Fe0 powder to enhance anaerobic wastewater treatment, Chemical engineering journal, vol.192, pp.179-85, 2012. ,
The microbiology of anaerobic digesters, 2003. ,
Methane production improvement by modulation of solid phase immersion in dry batch anaerobic digestion process: Dynamic of methanogen populations, Bioresource technology, vol.207, pp.353-60, 2016. ,
Biological methanation of hydrogen within biogas plants: A model-based feasibility study, Applied Energy, vol.134, pp.413-438, 2014. ,
Simultaneous hydrogen utilization and in situ biogas upgrading in an anaerobic reactor, Biotechnology and bioengineering, vol.109, issue.4, pp.1088-94, 2012. ,
Advanced monitoring and control of anaerobic wastewater treatment plants: software sensors and controllers for an anaerobic digester, Water Science and Technology, vol.43, issue.7, pp.175-82, 2001. ,
State indicators for monitoring the anaerobic digestion process, Water research, vol.44, issue.20, pp.5973-80, 2010. ,
, Sensors in Disposable Bioreactors Status and Trends, pp.145-69, 2010.
Determination of Cell Concentration and Characterization of Cells, Biotechnology, pp.179-223, 1991. ,
Bioanalytics: detailed insight into bioprocesses, Analytica Chimica Acta, vol.400, issue.1-3, pp.121-155, 1999. ,
Advances in process monitoring tools for cell culture bioprocesses, Engineering in Life Sciences, vol.15, issue.5, pp.459-68, 2015. ,
On-line monitoring of food fermentation processes using electronic noses and electronic tongues: A review, Analytica Chimica Acta, vol.804, pp.29-36, 2013. ,
Optical sensor arrays for chemical sensing: the optoelectronic nose, Chemical Society Reviews, vol.42, issue.22, pp.8649-82, 2013. ,
The monitoring of methane fermentation in sequencing batch bioreactor with flow-through array of miniaturized solid state electrodes, Talanta, vol.81, issue.4-5, pp.1387-92, 2010. ,
, *Corresponding author: jacob.j.lamb@ntnu, p.19
Sensor systems, electronic tongues and electronic noses, for the monitoring of biotechnological processes, Journal of Industrial Microbiology & Biotechnology, vol.35, issue.5, pp.443-51, 2008. ,
Sensor systems for bioprocess monitoring, Engineering in Life Sciences, vol.15, issue.5, pp.469-88, 2015. ,
,
, Bioprocess and Fermentation Monitoring. Encyclopedia of Industrial Biotechnology, 2013.
On-line titration of volatile fatty acids for the process control of anaerobic digestion plants, Water Research, vol.36, issue.1, pp.212-220, 2002. ,
Evaluating 5 and 8 pH-point titrations for measuring VFA in full-scale primary sludge hydrolysate, Water Sa, vol.39, issue.1, pp.17-22, 2013. ,
Determining short chain fatty acids in sewage sludge hydrolysate: A comparison of three analytical methods and investigation of sample storage effects, Journal of Environmental Sciences, vol.26, issue.4, pp.926-959, 2014. ,
Comparison of VFA titration procedures used for monitoring the biogas process, Water research, vol.54, pp.262-72, 2014. ,
A new VFA sensor technique for anaerobic reactor systems, Biotechnology and bioengineering, vol.82, issue.1, pp.54-61, 2003. ,
Online headspace chromatographic method for measuring VFA in biogas reactor, Water Science and Technology, vol.52, issue.1-2, pp.473-481, 2005. ,
An innovative online VFA monitoring system for the anerobic process, based on headspace gas chromatography, Biotechnology and bioengineering, vol.96, issue.4, pp.712-733, 2007. ,
On-line infrared spectroscopy for bioprocess monitoring, Applied Microbiology and Biotechnology, vol.88, issue.1, pp.11-22, 2010. ,
Real time monitoring of a biogas digester with gas chromatography, near-infrared spectroscopy, and membrane-inlet mass spectrometry, Bioresource technology, vol.102, issue.5, pp.4098-103, 2011. ,
In situ sensor techniques in modern bioprocess monitoring, Applied Microbiology and Biotechnology, vol.91, issue.6, pp.1493-505, 2011. ,
The potential of mid infrared spectroscopy (MIRS) for real time bioprocess monitoring, Analytica Chimica Acta, vol.571, issue.2, pp.159-66, 2006. ,
Implementation of an in-line infrared monitor in full-scale anaerobic digestion process, Water Sci Technol, vol.53, p.7, 2006. ,
Online monitoring of concentration and dynamics of volatile fatty acids in anaerobic digestion processes with mid-infrared spectroscopy, Bioprocess and Biosystems Engineering, vol.38, issue.2, pp.237-286, 2015. ,
On-line measurements of COD, TOC, VFA, total and partial alkalinity in anaerobic digestion processes using infra -red spectrometry, Water Science and Technology, vol.45, issue.10, pp.133-141, 2002. ,
Use of near infrared spectroscopy in monitoring of volatile fatty acids in anaerobic digestion, Water Science and Technology, vol.60, issue.2, pp.339-385, 2007. ,
Adaptive control of bioreactors, 1990. ,
, *Corresponding author: jacob.j.lamb@ntnu, p.39
Software sensors to monitor the dynamics of microbial communities: application to anaerobic digestion, Acta Biotheoretica, vol.48, issue.3-4, pp.197-205, 2000. ,
An adaptive observer for operation monitoring of anaerobic digestion wastewater treatment, Chemical Engineering Journal, vol.269, pp.186-93, 2015. ,
H? control of anaerobic digester for winery industry wastewater treatment, Industrial & Engineering Chemistry Research, vol.52, issue.7, pp.2625-2657, 2013. ,
Interval observers for uncertain biological systems, Ecological modelling, vol.133, issue.1-2, pp.45-56, 2000. ,
Interval observers for linear time-invariant systems with disturbances, Automatica, vol.47, issue.1, pp.140-147, 2011. ,
URL : https://hal.archives-ouvertes.fr/hal-00555464
Closed loop observers bundle for uncertain biotechnological models, Journal of process control, vol.14, issue.7, pp.765-74, 2004. ,
URL : https://hal.archives-ouvertes.fr/inria-00071676
Application of a robust interval observer to an anaerobic digestion process. Developments in Chemical Engineering and Mineral Processing, vol.13, pp.267-78, 2005. ,
, Observer-based input estimation in continuous anaerobic wastewater treatment processes. Water Science and Technology, vol.60, pp.805-817, 2009.
Observability analysis of nonlinear tubular (bio) reactor models: a case study, Journal of Process Control, vol.14, issue.6, pp.661-670, 2004. ,
A multivariable control scheme in a two-stage anaerobic digestion system described by partial differential equations, Journal of process control, vol.19, issue.8, pp.1324-1356, 2009. ,
The use and misuse of chemometrics for treating classification problems, TrAC Trends in Analytical Chemistry, vol.16, issue.4, pp.216-237, 1997. ,
The use of principal component analysis and discriminant analysis in differential sensing routines, Chemical Society Reviews, vol.43, issue.1, pp.70-84, 2014. ,
Soft-sensor development for fed-batch bioreactors using support vector regression, Biochemical Engineering Journal, vol.27, issue.3, pp.225-264, 2006. ,
Model optimization of SVM for a fermentation soft sensor, Expert Systems with Applications, vol.37, issue.4, pp.2708-2721, 2010. ,
Multivariate curve resolution-integration von Wissen in chemometrische modelle, Chemie Ingenieur Technik, vol.82, issue.4, pp.441-51, 2010. ,
Integrating systems analysis and control for implementing process analytical technology in bioprocess development, Journal of Chemical Technology & Biotechnology, vol.90, issue.4, pp.583-592, 2015. ,
,
, Chemie Ingenieur Technik, vol.80, issue.3, pp.267-86, 2008.
Optical Instrumentation for Bioprocess Monitoring, pp.125-167, 2010. ,
Colorimetric Sensor Arrays for Volatile Organic Compounds, Analytical Chemistry, vol.78, issue.11, pp.3591-600, 2006. ,
, *Corresponding author: jacob.j.lamb@ntnu, p.58
Colorimetric detection of volatile organic compounds using a colloidal crystal-based chemical sensor for environmental applications, Sensors and Actuators B: Chemical, vol.125, issue.2, pp.589-95, 2007. ,
,
, Colorimetric sensors for rapid detection of various analytes, Materials Science and Engineering: C, vol.78, pp.1231-1276, 2017.
Colorimetric sensor arrays for molecular recognition, Tetrahedron, vol.60, issue.49, pp.11133-11141, 2004. ,
Monitoring vinegar acetic fermentation using a colorimetric sensor array, Sensors and Actuators B: Chemical, vol.183, pp.608-624, 2013. ,
Analysis of volatile organic compounds from Chinese vinegar substrate during solid-state fermentation using a colorimetric sensor array, Analytical Methods, vol.6, issue.23, pp.9383-91, 2014. ,
A novel chemical detector using colorimetric sensor array and pattern recognition methods for the concentration analysis of NH3, Review of Scientific Instruments, vol.81, issue.10, p.105113, 2010. ,
Colorimetric array indicator for NH3 and CO2 detection, Sensors and Actuators B: Chemical, 2017. ,
Low-cost colorimetric sensor for the quantitative detection of gaseous hydrogen sulfide, Sensors and Actuators B: Chemical, vol.134, issue.1, pp.234-241, 2008. ,
Automated Measurement and Monitoring of Bioprocesses: Key Elements of the M3C Strategy, Measurement, Monitoring, Modelling and Control of Bioprocesses, pp.1-33, 2013. ,
Low-cost noninvasive optical CO2 sensing system for fermentation and cell culture, Biotechnology and bioengineering, vol.89, issue.3, pp.329-363, 2005. ,
Simultaneous determination of multiple components in lactic acid fermentation using FT-MIR, NIR, and FT-Raman spectroscopic techniques, Process Biochemistry, vol.37, issue.4, pp.371-379, 2001. ,
Light scattering and light absorbance separated by extended multiplicative signal correction. Application to near-infrared transmission analysis of powder mixtures, Analytical Chemistry, vol.75, issue.3, pp.394-404, 2003. ,
Review of the most common pre-processing techniques for near-infrared spectra, TrAC Trends in Analytical Chemistry, vol.28, issue.10, pp.1201-1223, 2009. ,
Bioreactor monitoring with spectroscopy and chemometrics: a review, Analytical and bioanalytical chemistry, vol.404, issue.4, pp.1211-1248, 2012. ,
Applied Multivariate Statistical Analysis ,
Multivariate data analysis ,
The Interpretation of Analytical Chemical Data by the Use of Cluster Analysis, 1983. ,
Real time in-line monitoring of large scale Bacillus fermentations with near-infrared spectroscopy, Journal of biotechnology, vol.75, pp.120-128, 2014. ,
A colorimetric sensor array for detection of triacetone triperoxide vapor, Journal of the American Chemical Society, vol.132, issue.44, pp.15519-15540, 2010. ,
On dimension folding of matrix-or array-valued statistical objects. The Annals of Statistics, pp.1094-121, 2010. ,
Matrix discriminant analysis with application to colorimetric sensor array data, Technometrics, vol.57, issue.4, pp.524-558, 2015. ,
Instrumentation and control of anaerobic digestion processes: a review and some research challenges, Reviews in Environmental Science and Bio/Technology, vol.14, issue.4, pp.615-663, 2015. ,
URL : https://hal.archives-ouvertes.fr/hal-01256735
,
, Model selection, identification and validation in anaerobic digestion: a review, Water research, vol.45, issue.17, pp.5347-64, 2011.
Rapid Identification of Bacteria with a Disposable Colorimetric Sensing Array, Journal of the American Chemical Society, vol.133, pp.7571-7577, 2011. ,
Identification of Bacteria in Water by a Fluorescent Array, Angewandte Chemie, vol.126, issue.50, pp.13954-13963, 2014. ,
The Use of Colorimetric Sensor Arrays to Discriminate between Pathogenic Bacteria, PLOS ONE, vol.8, issue.5, p.62726, 2013. ,
A Colorimetric Sensor Array for Detection and Identification of Sugars, Organic Letters, vol.10, issue.20, pp.4405-4413, 2008. ,
Colorimetric Detection and Identification of Natural and Artificial Sweeteners, Analytical Chemistry, vol.81, issue.15, pp.6526-6559, 2009. ,
Differential sensing of sugars by colorimetric arrays, Current Opinion in Chemical Biology, vol.14, issue.6, pp.758-66, 2010. ,
Preoxidation for colorimetric sensor array detection of VOCs, Journal of the American Chemical Society, vol.133, issue.42, pp.16786-16795, 2011. ,