Loading…

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...

Full description

Saved in:
Bibliographic Details
Published in:The international journal of pavement engineering 2014-03, Vol.15 (3), p.267-278
Main Authors: Kodippily, Sachi, Henning, Theunis F.P., Ingham, Jason M.
Format: Article
Language:English
Subjects:
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by cdi_FETCH-LOGICAL-c396t-85d931fd10fad6d6f5ecb5fc04cd605c4be7bd72bd025e796e3af0126506fe163
cites cdi_FETCH-LOGICAL-c396t-85d931fd10fad6d6f5ecb5fc04cd605c4be7bd72bd025e796e3af0126506fe163
container_end_page 278
container_issue 3
container_start_page 267
container_title The international journal of pavement engineering
container_volume 15
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
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_crossref_primary_10_1080_10298436_2013_828839</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>3217792511</sourcerecordid><originalsourceid>FETCH-LOGICAL-c396t-85d931fd10fad6d6f5ecb5fc04cd605c4be7bd72bd025e796e3af0126506fe163</originalsourceid><addsrcrecordid>eNp9kMFKxDAQhoMouK6-gYeAFy9dk6ZN2pPIoqsgeHHBW0iTidslbWrSKvv2tlQvHjzNHL7_Z-ZD6JKSFSUFuaEkLYuM8VVKKFsVaVGw8ggtaCZEkvLi7XjcRySZmFN0FuOekJRSwhZos411-44VbgbX10m3UxFw4w043HvcBTC17rF1Q9xNnLc4dkEdwOAIyuFOfUIDbR_P0YlVLsLFz1yi7cP96_oxeX7ZPK3vnhPNSt4nRW5KRq2hxCrDDbc56Cq3mmTacJLrrAJRGZFWhqQ5iJIDU5bQlOeEW6CcLdH13NsF_zFA7GVTRw3OqRb8ECXNKcvE-KwY0as_6N4PoR2vkzQrRZmXxShqibKZ0sHHGMDKLtSNCgdJiZzsyl-7crIrZ7tj7HaO1a31oVFfPjgje3VwPtigWl1Hyf5t-Aaz4YCN</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1497959888</pqid></control><display><type>article</type><title>Using a multi-phase model to predict flushing of sprayed seal pavements</title><source>Taylor and Francis Science and Technology Collection</source><creator>Kodippily, Sachi ; Henning, Theunis F.P. ; Ingham, Jason M.</creator><creatorcontrib>Kodippily, Sachi ; Henning, Theunis F.P. ; Ingham, Jason M.</creatorcontrib><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.</description><identifier>ISSN: 1029-8436</identifier><identifier>EISSN: 1477-268X</identifier><identifier>DOI: 10.1080/10298436.2013.828839</identifier><language>eng</language><publisher>Abingdon: Taylor &amp; Francis</publisher><subject>Asphalt pavements ; chipseal ; Data analysis ; Data processing ; Flushing ; Format ; linear regression ; logistic regression ; Logistics ; Mathematical models ; Pavements ; Predictions ; Probability ; Progressions ; Seals ; sprayed seal</subject><ispartof>The international journal of pavement engineering, 2014-03, Vol.15 (3), p.267-278</ispartof><rights>2013 Taylor &amp; Francis 2014</rights><rights>Copyright Taylor &amp; Francis Group 2014</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c396t-85d931fd10fad6d6f5ecb5fc04cd605c4be7bd72bd025e796e3af0126506fe163</citedby><cites>FETCH-LOGICAL-c396t-85d931fd10fad6d6f5ecb5fc04cd605c4be7bd72bd025e796e3af0126506fe163</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>Kodippily, Sachi</creatorcontrib><creatorcontrib>Henning, Theunis F.P.</creatorcontrib><creatorcontrib>Ingham, Jason M.</creatorcontrib><title>Using a multi-phase model to predict flushing of sprayed seal pavements</title><title>The international journal of pavement engineering</title><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.</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 &amp; Francis</general><general>Taylor &amp; 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. 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.</abstract><cop>Abingdon</cop><pub>Taylor &amp; Francis</pub><doi>10.1080/10298436.2013.828839</doi><tpages>12</tpages></addata></record>
fulltext fulltext
identifier ISSN: 1029-8436
ispartof The international journal of pavement engineering, 2014-03, Vol.15 (3), p.267-278
issn 1029-8436
1477-268X
language eng
recordid cdi_crossref_primary_10_1080_10298436_2013_828839
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
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-02T21%3A04%3A33IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Using%20a%20multi-phase%20model%20to%20predict%20flushing%20of%20sprayed%20seal%20pavements&rft.jtitle=The%20international%20journal%20of%20pavement%20engineering&rft.au=Kodippily,%20Sachi&rft.date=2014-03-16&rft.volume=15&rft.issue=3&rft.spage=267&rft.epage=278&rft.pages=267-278&rft.issn=1029-8436&rft.eissn=1477-268X&rft_id=info:doi/10.1080/10298436.2013.828839&rft_dat=%3Cproquest_cross%3E3217792511%3C/proquest_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c396t-85d931fd10fad6d6f5ecb5fc04cd605c4be7bd72bd025e796e3af0126506fe163%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=1497959888&rft_id=info:pmid/&rfr_iscdi=true