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Using a multi-phase model to predict flushing of sprayed seal pavements
Flushing is a pavement defect that has a negative effect on the structural integrity and performance of a pavement surface. The aim of this study was to develop a model to predict the occurrence and progression of flushing on sprayed seal pavements. Data analysis and model development were performed...
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Published in: | The international journal of pavement engineering 2014-03, Vol.15 (3), p.267-278 |
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container_title | The international journal of pavement engineering |
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creator | Kodippily, Sachi Henning, Theunis F.P. Ingham, Jason M. |
description | Flushing is a pavement defect that has a negative effect on the structural integrity and performance of a pavement surface. The aim of this study was to develop a model to predict the occurrence and progression of flushing on sprayed seal pavements. Data analysis and model development were performed using data sourced from New Zealand's Long-Term Pavement Performance programme. The developed model consists of two phases to model (1) the probability of flushing initiating on a pavement and (2) the progression of flushing. The probability of flushing initiation was modelled using a logistic model format, and the progression of flushing was modelled using a linear model format. Testing of the developed model revealed that the logistic model predicted the probability of flushing initiation at 76% accuracy, whereas the linear model had statistically robust predictions of flushing. The developed model is recommended for use in sprayed seal pavement management processes. |
doi_str_mv | 10.1080/10298436.2013.828839 |
format | article |
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The aim of this study was to develop a model to predict the occurrence and progression of flushing on sprayed seal pavements. Data analysis and model development were performed using data sourced from New Zealand's Long-Term Pavement Performance programme. The developed model consists of two phases to model (1) the probability of flushing initiating on a pavement and (2) the progression of flushing. The probability of flushing initiation was modelled using a logistic model format, and the progression of flushing was modelled using a linear model format. Testing of the developed model revealed that the logistic model predicted the probability of flushing initiation at 76% accuracy, whereas the linear model had statistically robust predictions of flushing. 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The developed model is recommended for use in sprayed seal pavement management processes.</description><subject>Asphalt pavements</subject><subject>chipseal</subject><subject>Data analysis</subject><subject>Data processing</subject><subject>Flushing</subject><subject>Format</subject><subject>linear regression</subject><subject>logistic regression</subject><subject>Logistics</subject><subject>Mathematical models</subject><subject>Pavements</subject><subject>Predictions</subject><subject>Probability</subject><subject>Progressions</subject><subject>Seals</subject><subject>sprayed seal</subject><issn>1029-8436</issn><issn>1477-268X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><recordid>eNp9kMFKxDAQhoMouK6-gYeAFy9dk6ZN2pPIoqsgeHHBW0iTidslbWrSKvv2tlQvHjzNHL7_Z-ZD6JKSFSUFuaEkLYuM8VVKKFsVaVGw8ggtaCZEkvLi7XjcRySZmFN0FuOekJRSwhZos411-44VbgbX10m3UxFw4w043HvcBTC17rF1Q9xNnLc4dkEdwOAIyuFOfUIDbR_P0YlVLsLFz1yi7cP96_oxeX7ZPK3vnhPNSt4nRW5KRq2hxCrDDbc56Cq3mmTacJLrrAJRGZFWhqQ5iJIDU5bQlOeEW6CcLdH13NsF_zFA7GVTRw3OqRb8ECXNKcvE-KwY0as_6N4PoR2vkzQrRZmXxShqibKZ0sHHGMDKLtSNCgdJiZzsyl-7crIrZ7tj7HaO1a31oVFfPjgje3VwPtigWl1Hyf5t-Aaz4YCN</recordid><startdate>20140316</startdate><enddate>20140316</enddate><creator>Kodippily, Sachi</creator><creator>Henning, Theunis F.P.</creator><creator>Ingham, Jason M.</creator><general>Taylor & Francis</general><general>Taylor & Francis LLC</general><scope>AAYXX</scope><scope>CITATION</scope><scope>8FD</scope><scope>FR3</scope><scope>KR7</scope></search><sort><creationdate>20140316</creationdate><title>Using a multi-phase model to predict flushing of sprayed seal pavements</title><author>Kodippily, Sachi ; Henning, Theunis F.P. ; Ingham, Jason M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c396t-85d931fd10fad6d6f5ecb5fc04cd605c4be7bd72bd025e796e3af0126506fe163</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Asphalt pavements</topic><topic>chipseal</topic><topic>Data analysis</topic><topic>Data processing</topic><topic>Flushing</topic><topic>Format</topic><topic>linear regression</topic><topic>logistic regression</topic><topic>Logistics</topic><topic>Mathematical models</topic><topic>Pavements</topic><topic>Predictions</topic><topic>Probability</topic><topic>Progressions</topic><topic>Seals</topic><topic>sprayed seal</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kodippily, Sachi</creatorcontrib><creatorcontrib>Henning, Theunis F.P.</creatorcontrib><creatorcontrib>Ingham, Jason M.</creatorcontrib><collection>CrossRef</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><jtitle>The international journal of pavement engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kodippily, Sachi</au><au>Henning, Theunis F.P.</au><au>Ingham, Jason M.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Using a multi-phase model to predict flushing of sprayed seal pavements</atitle><jtitle>The international journal of pavement engineering</jtitle><date>2014-03-16</date><risdate>2014</risdate><volume>15</volume><issue>3</issue><spage>267</spage><epage>278</epage><pages>267-278</pages><issn>1029-8436</issn><eissn>1477-268X</eissn><abstract>Flushing is a pavement defect that has a negative effect on the structural integrity and performance of a pavement surface. 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source | Taylor and Francis Science and Technology Collection |
subjects | Asphalt pavements chipseal Data analysis Data processing Flushing Format linear regression logistic regression Logistics Mathematical models Pavements Predictions Probability Progressions Seals sprayed seal |
title | Using a multi-phase model to predict flushing of sprayed seal pavements |
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