Abstract
Mathematical models of biochemical processes during
mashing were developed: the hydrolysis of starch in
all-malt mashings and mashings with adjuncts, the
hydrolysis of proteins, and the effects of three
microbial b glucanases on the hydrolysis of b glucans.
The models for the hydrolysis of starch predict the
concentrations of fermentable sugars, dextrins, and
starch and the activities of a- and b-amylase enzymes
during mashing. The model for the hydrolysis of proteins
predicts the concentrations of free amino nitrogen and
soluble nitrogen. The models describing the effects of
microbial b glucanases predict the activity of b
glucanase and concentration of b glucans.
Measurements from laboratory scale mashing experiments
were used for model identification and parameter
estimation. Model predictions were compared with
measurements from independent laboratory scale mashings.
Industrial scale mashing experiments in two breweries
were also performed. The confidence limits for the
predictions of the models for the hydrolysis of starch
and proteins were obtained by Monte Carlo and
bootstrapping methods. The models predicted the
activities of a- and b-amylase and the concentrations of
fermentable sugars and FAN in the produced wort with the
accuracy enabled by the accuracy of the measurements used
in the model development. For concentration of soluble
nitrogen, the model predictions were not as accurate as
permitted by the measurements. In the laboratory
mashings, the errors between the measured and predicted
final fermentable sugar concentrations varied from +0.6%
to -9.9%. In the industrial scale experiments, the
corresponding prediction errors were +4.6%...-2.6%. For
the final concentrations of free amino nitrogen (FAN) the
prediction errors of the model were +10%...-6% and for
soluble nitrogen concentration +2%...-8%. The models
predicted correctly the direction of small changes in
wort quality due to crop change in almost all cases
analyzed.
The models were incorporated into a simulation program
called SIMA that can be used for the planning of the
mashing program in brewery conditions. With the program
it is possible to simulate all the major reactions taking
place during mashing: dissolution and hydrolysis of
starch, b-glucans and proteins. Also, the effects of the
addition of barley starch and microbial b glucanases can
be simulated.
Original language | English |
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Qualification | Doctor Degree |
Awarding Institution |
|
Award date | 28 Apr 1995 |
Place of Publication | Espoo |
Publisher | |
Print ISBNs | 951-38-4763-2 |
Publication status | Published - 1995 |
MoE publication type | G4 Doctoral dissertation (monograph) |
Keywords
- simulation
- mashing
- mathematical models
- starch
- glucans
- proteins
- hydrolysis
- glucanases
- amylases
- malt analysis
- wort
- thesis