Chemical Engineering Journal 146 (2009) 1–5
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Chemical Engineering Journal
journal homepage: www.elsevier.com/locate/cej
Modelling a full scale UASB reactor using a COD global balance
approach and state observers
I. L ´ opez
∗
, L. Borzacconi
Engineering Faculty, University of the Republic, J. Herrera y Reissig 565, Montevideo, Uruguay
article info
Article history:
Received 5 December 2007
Received in revised form 24 April 2008
Accepted 6 May 2008
Keywords:
AM2 model
Anaerobic digestion
Asymptotic observer
Coefficients determination
Decoupled parameter estimation
abstract
The AM2 model proposed by Bernad et al. [O. Bernad, Z. Hadj-Sadok, D. Dochain, A. Genovesi, J.P. Steyer,
Dynamical model development and parameter identification for an anaerobic wastewater treatment pro-
cess, Biotechnol. Bioeng. 75 (4) (2001) 424–438] was developed as a simple model to simulate wastewater
anaerobic digestion. In order to apply this model to a full scale UASB reactor, global COD balance was done.
This allows us to determine the stoichiometric coefficients. Using an asymptotic observer biomass con-
tent estimation was done without knowledge about the reaction kinetics. Then, a decoupled parameter
estimation procedure was followed to determine the evolution of specific growth coefficients. The model
and parameters validation was done using experimental data of methane production.
© 2008 Elsevier B.V. All rights reserved.
1. Introduction
Since the last decade, dynamical modelling of anaerobic diges-
tion has become an active research area. An important development
was the IWA ADM1 [2]. This structured model includes multi-
ple steps describing biochemical and physicochemical processes,
involving at least 26 dynamics state variables and many parame-
ters. Although the complexity of anaerobic processes is reflected
in the ADM1 model, the direct application for modelling and con-
trol purposes is difficult. The identification of model parameters in
real conditions is virtually an impossible task. Other simple mod-
els were proposed to model anaerobic processes with a reduced set
of state variables and parameters [1,3–6]. Although simple models
do not represent the complexity of real process, parameter identi-
fication and model validation are more straightforward than with
ADM1. Generally, these models are implemented based on com-
pletely stirred tank reactor (CSTR) conditions. Few authors have
considered other hydrodynamic behaviours [7–9].
The AM2 model proposed by Bernard et al. [1] is a two-step
(acidogenesis–methanisation) mass-balance model. In the first
step, the acidogenic bacteria (X
1
) consume the organic substrate
(S
1
) and produce volatile fatty acids (VFA, S
2
) and CO
2
(and more
bacteria). Next, methanogenic population (X
2
) consumes VFA and
produce methane and CO
2
(and more micro-organisms). The bio-
∗
Corresponding author. Tel.: +598 2 7114478; fax: +598 2 7107437.
E-mail address: ivanl@fing.edu.uy (I. L ´ opez).
logical reactions are
k
1
S
1
→ X
1
+ k
2
S
2
+ k
4
CO
2
(1)
k
3
S
2
→ X
2
+ k
5
CO
2
+ k
6
CH
4
(2)
where S
1
represents the concentration of complex organic sub-
strate (expressed as gCOD/L), S
2
is the concentration of the VFA
(expressed as mmolHAc/L), X
1
and X
2
are the concentrations of aci-
dogenic and methanogenic populations (as gVSS/L). The reaction
rates are, respectively:
r
1
=
1
X
1
(3)
r
2
=
2
X
2
(4)
where
i
(in d
-1
) are the specific growth rates of both micro-
organisms types. The other state variable considered is the
inorganic carbon concentration (C). Additional model assumptions
are: acid–base equilibriums and phase equilibriums, it is consid-
ered that inorganic carbon is constituted by CO
2
and bicarbonate
(B), and total alkalinity is composed by bicarbonate alkalinity and
VFA. In normal pH conditions VFA are completely dissociated;
methane is slightly soluble and it is released instantaneously, and
CO
2
follows Henry’s law. CSTR behaviour is assumed for the liquid
phase. In order to incorporate the effect of solids retention in the
reactor, the authors introduce the ˛ parameter, which represents
the solid fraction that leaves the reactor. Then, equations of the
dynamical model are
dX
1
dt
= [
1
() - ˛D]X
1
(5)
1385-8947/$ – see front matter © 2008 Elsevier B.V. All rights reserved.
doi:10.1016/j.cej.2008.05.007