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Description: Standardization of the Limit of Stokesian Settling Measurement Using Simple Image...
Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript)
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Description: Standardization of the Limit of Stokesian Settling Measurement Using Simple Image...
Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript)

Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript)

Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript)

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Description: Standardization of the Limit of Stokesian Settling Measurement Using Simple Image...
Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript)
Abstract
In wastewater treatment, clarifiers are critical to maintain clear effluent. The limit of stokesian settling (LOSS) parameter measures the total suspended solids (TSS) concentration at which clarifier failures occur. This parameter characterizes a wastewater transition from a faster settling or flocculent regime to a slower or hindered regime. A limitation in measurement of LOSS was visual subjectivity. In this study, three methods employing grayscale image data were introduced for measuring LOSS. They used simple linear regression, sigmoid fitting, noise (standard deviations in grayscale index) respectively and were tested for consistency in changing light exposure settings, settling time and sludge quality. Light exposure impacted the measurements at very bright settings, by decreasing the sensitivity of calculations, while longer settling times for taking measurements (> 50 s) also reduced the sensitivity. Noise calculations provided the least variability in LOSS from the methods, and was promising to use as a metric for LOSS.
In wastewater treatment, clarifiers are critical to maintain clear effluent. The limit of stokesian settling (LOSS) parameter measures the total suspended solids (TSS) concentration at which clarifier failures occur. This parameter characterizes a wastewater transition from a faster settling or flocculent regime to a slower or hindered regime. A limitation in measurement of LOSS was visual...
Author(s)
Olajide OlagunjuTim Van WinckelKimberly L JonesNirmaan ShankerWilliam A.S.K Mancell-EgalaAhmed Al-OmariSudhir MurthyHaydée De Clippeleir
SourceProceedings of the Water Environment Federation
Subject603 Advances in Solids Clarification
Document typeConference Paper
PublisherWater Environment Federation
Print publication date Sep, 2018
ISSN1938-6478
SICI1938-6478(20180101)2018:7L.5148;1-
DOI10.2175/193864718825138592
Volume / Issue2018 / 7
Content sourceWEFTEC
First / last page(s)5148 - 5176
Copyright2018
Word count164
Subject keywordsWastewatersettlinghindered regimeflocculationimage analysiscolor profile

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Description: Standardization of the Limit of Stokesian Settling Measurement Using Simple Image...
Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript)
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Description: Standardization of the Limit of Stokesian Settling Measurement Using Simple Image...
Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript)
Abstract
In wastewater treatment, clarifiers are critical to maintain clear effluent. The limit of stokesian settling (LOSS) parameter measures the total suspended solids (TSS) concentration at which clarifier failures occur. This parameter characterizes a wastewater transition from a faster settling or flocculent regime to a slower or hindered regime. A limitation in measurement of LOSS was visual subjectivity. In this study, three methods employing grayscale image data were introduced for measuring LOSS. They used simple linear regression, sigmoid fitting, noise (standard deviations in grayscale index) respectively and were tested for consistency in changing light exposure settings, settling time and sludge quality. Light exposure impacted the measurements at very bright settings, by decreasing the sensitivity of calculations, while longer settling times for taking measurements (> 50 s) also reduced the sensitivity. Noise calculations provided the least variability in LOSS from the methods, and was promising to use as a metric for LOSS.
In wastewater treatment, clarifiers are critical to maintain clear effluent. The limit of stokesian settling (LOSS) parameter measures the total suspended solids (TSS) concentration at which clarifier failures occur. This parameter characterizes a wastewater transition from a faster settling or flocculent regime to a slower or hindered regime. A limitation in measurement of LOSS was visual...
Author(s)
Olajide OlagunjuTim Van WinckelKimberly L JonesNirmaan ShankerWilliam A.S.K Mancell-EgalaAhmed Al-OmariSudhir MurthyHaydée De Clippeleir
SourceProceedings of the Water Environment Federation
Subject603 Advances in Solids Clarification
Document typeConference Paper
PublisherWater Environment Federation
Print publication date Sep, 2018
ISSN1938-6478
SICI1938-6478(20180101)2018:7L.5148;1-
DOI10.2175/193864718825138592
Volume / Issue2018 / 7
Content sourceWEFTEC
First / last page(s)5148 - 5176
Copyright2018
Word count164
Subject keywordsWastewatersettlinghindered regimeflocculationimage analysiscolor profile

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Olajide Olagunju# Tim Van Winckel# Kimberly L Jones# Nirmaan Shanker# William A.S.K Mancell-Egala# Ahmed Al-Omari# Sudhir Murthy# Haydée De Clippeleir. Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript). Alexandria, VA 22314-1994, USA: Water Environment Federation, 2019. Web. 9 Jul. 2025. <https://www.accesswater.org?id=-299994CITANCHOR>.
Olajide Olagunju# Tim Van Winckel# Kimberly L Jones# Nirmaan Shanker# William A.S.K Mancell-Egala# Ahmed Al-Omari# Sudhir Murthy# Haydée De Clippeleir. Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript). Alexandria, VA 22314-1994, USA: Water Environment Federation, 2019. Accessed July 9, 2025. https://www.accesswater.org/?id=-299994CITANCHOR.
Olajide Olagunju# Tim Van Winckel# Kimberly L Jones# Nirmaan Shanker# William A.S.K Mancell-Egala# Ahmed Al-Omari# Sudhir Murthy# Haydée De Clippeleir
Standardization of the Limit of Stokesian Settling Measurement Using Simple Image Data Analysis (Manuscript)
Access Water
Water Environment Federation
January 18, 2019
July 9, 2025
https://www.accesswater.org/?id=-299994CITANCHOR