Applicability of Two-Step Models in
Estimating Nitrification Kinetics from
Batch Respirograms Under Different
Relative Dynamics of Ammonia and
Nitrite Oxidation
Kartik Chandran,
1
Barth F. Smets
1,2
1
Environmental Engineering Program, University of Connecticut, 261
Glenbrook Road, Storrs, Connecticut 06269-2037. telephone: 860-486-2270,
e-mail: barth.smets@uconn.edu
2
Department of Civil & Environmental Engineering, University of
Connecticut, Storrs, Connecticut
Received 17 September 1999; accepted 30 April 2000
Abstract: A mechanistically based nitrification model
was formulated to facilitate determination of both
NH
4
+
-N to NO
2
-
-N and NO
2
-
-N to NO
3
-
-N oxidation ki-
netics from a single NH
4
+
-N to NO
3
-
-N batch-oxidation
profile by explicitly considering the kinetics of each oxi-
dation step. The developed model incorporated a novel
convention for expressing the concentrations of nitrogen
species in terms of their nitrogenous oxygen demand
(NOD). Stoichiometric coefficients relating nitrogen re-
moval, oxygen uptake, and biomass synthesis were de-
rived from an electron-balanced equation.
A parameter identifiability analysis of the developed
two-step model revealed a decrease in correlation and an
increase in the precision of the kinetic parameter esti-
mates when NO
2
-
-N oxidation kinetics became increas-
ingly rate-limiting. These findings demonstrate that two-
step models describe nitrification kinetics adequately
only when NH
4
+
-N to NO
3
-
-N oxidation profiles contain
sufficient information pertaining to both nitrification
steps. Thus, the rate-determining step in overall nitrifica-
tion must be identified before applying conventionally
used models to describe batch nitrification respirograms.
© 2000 John Wiley & Sons, Inc. Biotechnol Bioeng 70: 54–64,
2000.
Keywords: nitrification; biokinetics; extant respirometry;
two-step model; parameter identifiability
INTRODUCTION
Nitrification involves the sequential oxidation of ammo-
nium-nitrogen (NH
4
+
-N, N(-III)) to nitrite-nitrogen (NO
2
-
-
N, N(+III)) and nitrate-nitrogen (NO
3
-
-N, N(+V)) by two
distinct bacterial groups. The stoichiometry of these reac-
tions is described by the following Mole-balanced equations
(adapted from Grady et al., 1999).
55NH
4
+
+ 76O
2
+ 109HCO
3
-
→ C
5
H
7
NO
2
+ 54NO
2
-
+ 57H
2
O + 104H
2
CO
3
(129
400NO
2
-
+ NH
4
+
+ 195O
2
+ 4H
2
CO
3
+ HCO
3
-
→ C
5
H
7
NO
2
+ 3H
2
O
+ 400NO
3
-
(229
Though many bacterial genera can perform nitrification,
we collectively represent NH
4
+
-N oxidizing bacteria using
the subscript ns and NO
2
-
-N oxidizing bacteria, by the sub-
script nb, for brevity.
Traditionally, NH
4
+
-N to NO
3
-
-N oxidation has been de-
scribed as one composite biochemical process using single-
step nitrification models that assume NH
4
+
-N to NO
2
-
-N
oxidation to be the sole rate-limiting step throughout the
oxidation sequence (Grady et al., 1999). Consequently,
single-step models are not valid when both NH
4
+
-N to
NO
2
-
-N and NO
2
-
-N to NO
3
-
-N oxidation limit overall
nitrification because they do not consider the dynamics of
NO
2
-
-N oxidation. Two-step models expressed in terms of
nitrogen species (Gee et al., 1990; Knowles et al., 1965;
Mauret et al., 1996), or oxygen uptake measurements (Brou-
wer et al., 1998; Ossenbruggen et al., 1996; Ossenbruggen
et al., 1991) have been used to estimate kinetic parameters
under dual-rate limitation of nitrification by NH
4
+
-N and
NO
2
-
-N oxidation. However, in some of these formulations,
biochemical phenomena involved in the overall nitrification
process are depicted by expressions that do not portray the
electron-flow coupling between NH
4
+
-N and NO
2
-
-N oxi-
dation accurately (Ossenbruggen et al., 1996; Ossenbruggen
et al., 1991). On the other hand, some two-step models fail
to account for NH
4
+
-N assimilation by NH
4
+
-N oxidizing
bacteria (Gee et al., 1990; Knowles et al., 1965; Mauret et
al., 1996).
In this study, a two-step nitrification model expressed
solely in terms of oxygen-uptake data was derived and used
to describe batch NH
4
+
-N to NO
3
-
-N oxidation respiro-
grams obtained with a continuously cultivated highly en-
riched nitrifying culture.
The specific objectives of this study were: Correspondence to: B. F. Smets
© 2000 John Wiley & Sons, Inc.