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Updated: Jan 28, 2026

Measuring the Shape and Size of Activated Sludge Particles Immobilized in Agar with an Open Source Software Pipeline
Published on: January 30, 2019
Assessing activated sludge morphology and oxygen transfer performance using image analysis
Ken Campbell1, Jianmin Wang1, Margo Daniels1
1Department of Civil, Architectural and Environmental Engineering, Missouri University of Science and Technology, Rolla, MO, USA.
Microbial morphology significantly impacts activated sludge processes. Specific filament length (SFL) affects treatment and energy efficiency, with longer SFL reducing performance.
Area of Science:
- Environmental microbiology
- Wastewater treatment engineering
Background:
- Microbial community morphology influences activated sludge process performance.
- Key morphological parameters require accurate quantification for process optimization.
Purpose of the Study:
- To develop and calibrate an image analysis technique for quantifying microbial morphology in activated sludge.
- To investigate the impact of specific filament length (SFL) on process performance and energy use.
Main Methods:
- Development and calibration of an image analysis technique.
- Measurement of morphological parameters including floc diameter and SFL.
- Correlation analysis between SFL and performance indicators.
Main Results:
- SFL significantly impacts sludge floc size, extracellular polymeric substances production, settleability, mixed liquor viscosity, and oxygen transfer efficiency.
- Increased SFL led to a 67% rise in normalized apparent viscosity and a 29% decrease in oxygen transfer efficiency.
- Long solids retention time (SRT) reduced SFL, enhancing sludge settling and oxygen transfer.
Conclusions:
- Microbial morphology, particularly SFL, is a critical factor in activated sludge treatment and energy performance.
- Image analysis provides a valuable tool for assessing microbial morphology.
- Optimizing SRT can mitigate negative impacts of high SFL on process efficiency.
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