A Comparison between Bright Field and Phase-Contrast
Image Analysis Techniques in Activated Sludge
Morphological Characterization
D.P. Mesquita,
1
O. Dias,
1
A.L. Amaral,
1,2
and E.C. Ferreira
1,
*
1
IBB—Institute for Biotechnology and Bioengineering, Centre of Biological Engineering, Universidade do Minho,
Campus de Gualtar, 4710-057, Braga, Portugal
2
Instituto Superior de Engenharia de Coimbra, Instituto Politécnico de Coimbra, Rua Pedro Nunes,
Quinta da Nora, 3030-199 Coimbra, Portugal
Abstract: Different approaches using microscopy image analysis procedures were employed for characterization
of activated sludge systems. The approaches varied mainly on the type of visualization and acquisition method
used for collection of data. In this context, this study focused on the comparison of the two most common
acquisition methods: bright field and phase-contrast microscopy. Images were acquired from seven different
wastewater treatment plants for a combined period of two years. Advantages and disadvantages of each
acquisition technique and the results are discussed. Bright field microscopy proved to be more simple and
inexpensive and provided the best overall results.
Key words: activated sludge, image analysis, bright field, phase contrast, aggregates, filaments
I NTRODUCTION
An activated sludge system includes a complex ecosystem
composed of different types of microorganisms such as
protozoa, metazoa, and filamentous or zoogleal bacteria. A
good balance between the different microorganisms is essen-
tial to guarantee good settling properties and a clear super-
natant ~ Jenkins et al., 2003!. Generally, the evaluation of
aerated tanks may be performed by visual inspection under
an optical microscope coupled to automated image analysis
methods. Activated sludge processes have been increasingly
monitored through microscopy observations for aggregate
contents and morphology and determination of protruding
filamentous bacteria content ~da Motta et al., 2001b; Jenné
et al., 2006!. Subsequently, the gathered image analysis
information is correlated with the sludge settling abilities
~Ganczarczyk, 1994; Grijspeerdt & Verstraete, 1997; Ba-
nadda et al., 2005! to assess biomass morphology changes
~ Jenné et al., 2003! and to monitor bulking events in pilot
plants ~da Motta et al., 2001a, 2001b; Jenné et al., 2004,
2007; Amaral & Ferreira, 2005!.
Use of automated image analysis applications in analy-
sis of activated sludge has increased in recent years, with
two image acquisition methods standing out: phase-contrast
microscopy as proposed in the works of Cenens et al. ~2002!
and Jenné et al. ~2006, 2007! among others, and bright field
microscopy as in the works of da Motta et al. ~2001a,
2001b!, Amaral and Ferreira ~2005!, and Mesquita et al.
~2009a, 2009b!. In comparison, bright field microscopy is
the cheapest and simplest method to examine activated
sludge, whereas phase-contrast microscopy requires more
expensive equipment and a more skilled operator. Further-
more, the nature of phase-contrast microscopy causes the
aggregate borders to become ill-defined as the object’s halo
hinders the assessment of their boundaries. However, this
method presents, at least in theory, the advantage of a more
precise determination of the protruding filamentous bacte-
ria content. The high transparency of the filamentous bac-
teria poses a contrast problem in bright field microscopy
acquisition, which is opposite of the clear filament/dark
background distinction in phase-contrast microscopy. There-
fore, studies have been performed using bright field acquisi-
tion methods to survey the aggregated biomass and phase-
contrast acquisition for assessment of filamentous bacteria
~Amaral, 2003; Abreu et al., 2007; Costa et al., 2007!.
Based on the reported advantages and disadvantages of
both methodologies, the present work aims to survey the
aggregates and protruding filamentous bacteria contents of
activated sludge using image analysis procedures for bright
field and phase-contrast microscopy. The best acquisition
method for activated sludge characterization was deter-
mined by monitoring the activated sludge of seven different
wastewater treatment plants for a period of two years.
Received April 8, 2009; accepted December 15, 2009
*Corresponding author. E-mail: ecferreira@deb.uminho.pt
Microsc. Microanal. 16, 166–174, 2010
doi:10.1017/S1431927609991358 Microscopy AND
Microanalysis
© MICROSCOPY SOCIETY OF AMERICA 2010