Pubications of Michael Madsen

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Found items: 10
01.
Dry matter is an important process control parameter in the bioconversion application field. Acoustic chemometrics, as a Process Analytical Technology (PAT) modality for quantitative characterisation of dry matter in complex bioslurry systems (biogas fermentation), has not been successful despite several earlier dedicated attempts. A full-scale feasibility study based on standard addition experiments involving natural plant biomass was conducted using multivariate calibration (Partial Least Squares Regression, PLS-R) of acoustic signatures against dry matter content (total solids, TS). Prediction performance of the optimised process implementation was evaluated using independent test set validation, with estimates of accuracy (slope of predicted vs. reference values) and precision (squared correlation coefficient, r2) of 0.94 and 0.97 respectively, with RMSEP of 0.32% w/w (RMSEPrel = 3.86%) in the range of 5.8–10.8% w/w dry matter. Based on these excellent prediction performance measures, it is concluded that acoustic chemometrics has come of age as a full grown PAT approach for on-line monitoring of dry matter (TS) in complex bioslurry, with a promising application potential in other biomass processing industries as well.
OriginalsprogEngelsk
TidsskriftChemometrics and Intelligent Laboratory Systems
Udgivelsesdato2012
Vol/bind110
Tidsskriftsnummer1
Sider135-143
ISSN0169-7439
DOI
StatusUdgivet
02.

Lyt til dit biogasanlæg

Madsen, M. jun 2011 I : Forskning i Bioenergi, Brint og Brændselsceller. 8, 36, s. 16-17. 2 s.

Publikation: FormidlingTidsskriftartikel

Akustiske og optiske fænomener åbner op for bedre styring af biogasprocessen.
For de største biogasanlæg burde investeringen til akustiske
onlinemålinger kunne tjenes hjem inden for et par måneder,
mens de optiske teknikker er betragteligt dyrere og stiller
andre krav til kalibrering og vedligeholdelse af udstyr.
OriginalsprogDansk
TidsskriftForskning i Bioenergi, Brint og Brændselsceller
Udgivelsesdatojun 2011
Vol/bind8
Tidsskriftsnummer36
Sider16-17
Antal sider2
ISSN1904-6960
StatusUdgivet
03.

Monitoring of anaerobic digestion processes: A review perspective

Madsen, M., Holm-Nielsen, J. B. & Esbensen, K. aug 2011 I : Renewable & Sustainable Energy Reviews. 15, 6, s. 3141-3155. 15 s.

Publikation: Forskning - peer reviewTidsskriftartikel

The versatility of anaerobic digestion (AD) as an effective technology for solving central challenges met in applied biotechnological industry and society has been documented in numerous publications over the past many decades. Reduction of sludge volume generated from wastewater treatment processes, sanitation of industrial organic waste, and benefits from degassing of manure are a few of the most important applications. Especially, renewable energy production, integrated biorefining concepts, and advanced waste handling are delineated as the major market players for AD that likely will expand rapidly in the near future.

The complex, biologically mediated AD events are far from being understood in detail however. Despite decade-long serious academic and industrial research efforts, only a few general rules have been formulated with respect to assessing the state of the process from chemical measurements. Conservative reactor designs have dampened the motivation for employing new technologies, which also constitutes one of the main barriers for successful upgrade of the AD sector with modern process monitoring instrumentation.

Recent advances in Process Analytical Technologies (PAT) allow complex bioconversion processes to be monitored and deciphered using e.g. spectroscopic and electrochemical measurement principles. In combination with chemometric multivariate data analysis these emerging process monitoring modalities carry the potential to bring AD process monitoring and control to a new level of reliability and effectiveness. It is shown, how proper involvement of process sampling understanding, Theory of Sampling (TOS), constitutes a critical success factor.

We survey the more recent trends within the field of AD monitoring and the powerful PAT/TOS/chemometrics application potential is highlighted. The Danish co-digestion concept, which integrates utilisation of agricultural manure, biomass and industrial organic waste, is used as a case study. We present a first foray for the next research and development perspectives and directions for the AD bioconversion sector.
OriginalsprogEngelsk
TidsskriftRenewable & Sustainable Energy Reviews
Udgivelsesdatoaug 2011
Vol/bind15
Tidsskriftsnummer6
Sider3141-3155
Antal sider15
ISSN1364-0321
DOI
StatusUdgivet
04.
OriginalsprogDansk
Udgivelsesdato8 sep 2010
StatusUdgivet

Seminar

SeminarBiogasseminar 2010
LandDanmark
ByFredericia
Periode08-09-10 → 08-09-10
05.

Intelligent use of modern process analysers allows process technicians and engineers to look deep into the dynamic behaviour of production systems. This opens up for a plurality of new possibilities with respect to process optimisation. Oftentimes, several instruments representing different technologies and price classes are able to decipher relevant process information simultaneously. The question then is: how to choose between available technologies without compromising the quality and usability of the data. We apply PLS2 modelling to quantify the relative merits of competing, or complementing, analytical modalities.

We here present results from a feasibility study, where Fourier Transform Near InfraRed (FT-NIR), Fourier Transform Mid InfraRed (FT-MIR), and Raman laser spectroscopy were applied on the same set of samples obtained from a pilot-scale beer brewing process. Quantitative PLS1 models were constructed for the most interesting parameters, namely ethanol, maltose, and total sugar. Models were naturally validated with appropriate test sets. The same three set of multivariate spectra were subsequently related to one another using a sequential PLS2 approach allowing to quantify the proportion of unique vs. joint information in each spectral data type. These results reveal new quantitative interrelationships between NIR, MIR and Raman spectral information on biological systems.

OriginalsprogEngelsk
Udgivelsesdato2010
Antal sider1
StatusUdgivet

Konference

KonferenceSeventh Winter Symposium on Chemometrics
LandRusland
ByRaivola
Periode15-02-10 → 19-02-10
06.

Anaerobic digestion processes for production of renewable energy in the form of biogas, and in the future hydrogen, are becoming increasingly important worldwide. Sustainable solutions for renewable energy production systems are given high political priority, amongst other things due to global warming and environmental concerns.

Anaerobic digestion applied in agriculture can simultaneously convert heterogeneous biomasses and wastes from the primary agricultural sector and from the bio processing industries, for instance food processing, pharma, and biofuel production, into valuable organic fertiliser and renewable energy.

Meanwhile, in order for the biogas sector to become a significant player in the energy supply chain, the anaerobic digestion process has to be controlled to a greater extent than what is implemented as state-of-the-art today. Through application of the philosophy behind Process Analytical Technology, well-known from the pharmaceutical sector, these objectives can be realised. NIRS and chemometrics are key technologies in this concern.

The feasibility studies summarised in this paper concerns at-line and on-line PAT monitoring of anaerobic digestion processes at several distinct scales. The aim was to investigate, whether changes in the chemical environment in the anaerobic digesters could be monitored by NIRS enabling biogas plant operators to respond to the process dynamics. Results show that several key intermediates suitable for control of the anaerobic digestion process can be quantified in a non-invasive manner by NIRS with good performance statistics. Especially this applies for the parameters total solids, volatile solids, ammonium, and volatile fatty acids.

OriginalsprogEngelsk
Udgivelsesdato2009
Antal sider1
StatusUdgivet

Konference

KonferenceAgricultural applications of NIRS and NIT
Nummer413
LandDanmark
ByFlakkebjerg
Periode27-04-09 → 28-04-09
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