Application of imaging techniques for monitoring
flocs in activated sludge
Humaira Nisar, Lee Xue Yong, Yeap Kim Ho, Yap Vooi Voon, Soh Chit Siang
Department of Electronic Engineering, Faculty of Engineering and Green Technology
Universiti Tunku Abdul Rahman, Kampar, Malaysia
humaira@utar.edu.my , leexy4@mail2.utar.edu.my ,
yeapkh@utar.edu.my , yapvv@utar.edu.my , sohcs@utar.edu.my
Abstract— Activated sludge process is commonly used for
purification of waste water.. In this paper imaging techniques are
used to monitor activated sludge flocs in waste water treatment
plants (WWTPs). Monitoring the flocs includes study of floc
morphology and quantification of flocs. This information can
help in the prediction of abnormal events in WWTPs and may
help in avoiding plant malfunction.
Keywords; digital image analysis;image processing; activated
sludge; flocs and filaments; WWTPs
I. INTRODUCTION
Waste water is purified through the activated sludge
process; that is the most frequently used process employed
wordwide. The flocs that are basically microbial aggregates are
one of the major components of the waste water purification
system. In settling phase, filamentous bulking and
deflocculation may occur; these are the most common
problems worldwide that occur when the ratio of filamentous
bacteria to floc forming bacteria is too large causing decrease
in settling ability and effluent quality deterioration. To avoid
this problem, frequent observation of activated sludge is
required and the conditions in the tank must be controlled
accordingly [1, 2].
Traditionally sludge volume index (SVI) measurements
provide macroscopic characteristics of the activated sludge,
however this information gathering occurs with a delay, hence
little or no time for precautionary measure is left once
sedimentation problems take place [3]. Microscopic
observations of waste water systems provide detailed
information but is time consuming and subjective depending on
the expertise of the analyst. Therefore an automated image
analysis procedure for quick and objective analysis of sludge
floc properties would be a major accomplishment in the fight
against bulking problems to keep the plant in operation.
Morphological characterization of flocs, play an important
role in assessing the state of the activated sludge. Malformed
flocs that are bulky and loosely packed prevent proper
sedimentation of sludge. The carryover solids not only degrade
the quality of the treated affluent but may also clog the filters
later.
A laser particle analyzer is commonly used to measure the
distribution of size of particles in water related process. This
method is generally conducted in a laboratory by the help of a
batch type method. In addition a analyzing particles using
lasers is an expensive procedure, that is difficult to maintain
and cannot be used to measure the flocs morphology which is
helpful in determining the state of activated sludge [8].
The image analysis techniques used for automated sludge
analysis involve capturing microscopic images via a precise
and accurate microscopy system that automatically stores the
images for on-site or off-site processing [4, 5]. These images
are analyzed using state of the art image processing and pattern
recognition algorithms. Hence faster, accurate and reliable
results can be expected. However success of the overall process
lies in precise and accurate recognition and quantification of
activated sludge flocs and filaments.
In this study image analysis is used to investigate the size
and shape of activated sludge flocs and to quantify them. The
application of automated methods makes the procedure more
objective and reproducible as compared to the traditional
analysis via microscope that is a subjective process.
II. MATERIALS AND METHOD
In this work image analysis has been used to monitor
activated sludge flocs. The overall method can be divided into
two major steps: Image acquisition and Image analysis. Image
acquisition involves 1) sample and slide preparation, and 2)
image capture. Image analysis involves 1) image processing
and 2) image analyses.
A. Image Acquisition
1) Sample and slide preparation
The samples of activated sludge were collected from the
aerations basins of a waste water treatment plant located in a
residential area that deals with the household effluents, and
then brought to the laboratory for testing.
This work is supported by UTAR Research Fund (UTARRF) grant
funded by Universiti Tunku Abdul Rahman (No. IPSR/RMC/UTARRF/C1-
11/H03)
2012 International Conference on Biomedical Engineering (ICoBE),Penang,Malaysia,27-28 February 2012
978-4577-1991-2/12/$26.00 ©2011 IEEE
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