Sensitivity of tsunami evacuation modeling to direction and land cover assumptions
Although anisotropic least-cost-distance (LCD) modeling is becoming a common tool for estimating pedestrian-evacuation travel times out of tsunami hazard zones, there has been insufficient attention paid to understanding model sensitivity behind the estimates. To support tsunami risk-reduction plann...
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Veröffentlicht in: | Applied geography (Sevenoaks) 2015-01, Vol.56, p.154-163 |
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description | Although anisotropic least-cost-distance (LCD) modeling is becoming a common tool for estimating pedestrian-evacuation travel times out of tsunami hazard zones, there has been insufficient attention paid to understanding model sensitivity behind the estimates. To support tsunami risk-reduction planning, we explore two aspects of LCD modeling as it applies to pedestrian evacuations and use the coastal community of Seward, Alaska, as our case study. First, we explore the sensitivity of modeling to the direction of movement by comparing standard safety-to-hazard evacuation times to hazard-to-safety evacuation times for a sample of 3985 points in Seward's tsunami-hazard zone. Safety-to-hazard evacuation times slightly overestimated hazard-to-safety evacuation times but the strong relationship to the hazard-to-safety evacuation times, slightly conservative bias, and shorter processing times of the safety-to-hazard approach make it the preferred approach. Second, we explore how variations in land cover speed conservation values (SCVs) influence model performance using a Monte Carlo approach with one thousand sets of land cover SCVs. The LCD model was relatively robust to changes in land cover SCVs with the magnitude of local model sensitivity greatest in areas with higher evacuation times or with wetland or shore land cover types, where model results may slightly underestimate travel times. This study demonstrates that emergency managers should be concerned not only with populations in locations with evacuation times greater than wave arrival times, but also with populations with evacuation times lower than but close to expected wave arrival times, particularly if they are required to cross wetlands or beaches.
•Reversed least cost distance search has minor impacts on estimated evacuation times.•Reversed least cost distance search leads to decreased processing time.•The overall model is robust to changes in land cover speed conservation values.•Higher local uncertainty in results is found in areas with longer evacuation times.•Higher local uncertainty is found in areas with shore or wetland land covers. |
doi_str_mv | 10.1016/j.apgeog.2014.11.014 |
format | Article |
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•Reversed least cost distance search has minor impacts on estimated evacuation times.•Reversed least cost distance search leads to decreased processing time.•The overall model is robust to changes in land cover speed conservation values.•Higher local uncertainty in results is found in areas with longer evacuation times.•Higher local uncertainty is found in areas with shore or wetland land covers.</description><identifier>ISSN: 0143-6228</identifier><identifier>EISSN: 1873-7730</identifier><identifier>DOI: 10.1016/j.apgeog.2014.11.014</identifier><language>eng</language><publisher>Elsevier Ltd</publisher><subject>Anisotropy ; Arrivals ; Evacuation ; Land cover ; Least cost distance ; Liquid crystal displays ; Model sensitivity ; Modelling ; Populations ; Tsunami ; Tsunamis ; Wetlands</subject><ispartof>Applied geography (Sevenoaks), 2015-01, Vol.56, p.154-163</ispartof><rights>2014 The Authors</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c484t-f24e4aea65dd91842b044eae013e1960a0ba3292e21241159b2e19766f863da13</citedby><cites>FETCH-LOGICAL-c484t-f24e4aea65dd91842b044eae013e1960a0ba3292e21241159b2e19766f863da13</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.apgeog.2014.11.014$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>315,781,785,3551,27929,27930,46000</link.rule.ids></links><search><creatorcontrib>Schmidtlein, Mathew C.</creatorcontrib><creatorcontrib>Wood, Nathan J.</creatorcontrib><title>Sensitivity of tsunami evacuation modeling to direction and land cover assumptions</title><title>Applied geography (Sevenoaks)</title><description>Although anisotropic least-cost-distance (LCD) modeling is becoming a common tool for estimating pedestrian-evacuation travel times out of tsunami hazard zones, there has been insufficient attention paid to understanding model sensitivity behind the estimates. To support tsunami risk-reduction planning, we explore two aspects of LCD modeling as it applies to pedestrian evacuations and use the coastal community of Seward, Alaska, as our case study. First, we explore the sensitivity of modeling to the direction of movement by comparing standard safety-to-hazard evacuation times to hazard-to-safety evacuation times for a sample of 3985 points in Seward's tsunami-hazard zone. Safety-to-hazard evacuation times slightly overestimated hazard-to-safety evacuation times but the strong relationship to the hazard-to-safety evacuation times, slightly conservative bias, and shorter processing times of the safety-to-hazard approach make it the preferred approach. Second, we explore how variations in land cover speed conservation values (SCVs) influence model performance using a Monte Carlo approach with one thousand sets of land cover SCVs. The LCD model was relatively robust to changes in land cover SCVs with the magnitude of local model sensitivity greatest in areas with higher evacuation times or with wetland or shore land cover types, where model results may slightly underestimate travel times. This study demonstrates that emergency managers should be concerned not only with populations in locations with evacuation times greater than wave arrival times, but also with populations with evacuation times lower than but close to expected wave arrival times, particularly if they are required to cross wetlands or beaches.
•Reversed least cost distance search has minor impacts on estimated evacuation times.•Reversed least cost distance search leads to decreased processing time.•The overall model is robust to changes in land cover speed conservation values.•Higher local uncertainty in results is found in areas with longer evacuation times.•Higher local uncertainty is found in areas with shore or wetland land covers.</description><subject>Anisotropy</subject><subject>Arrivals</subject><subject>Evacuation</subject><subject>Land cover</subject><subject>Least cost distance</subject><subject>Liquid crystal displays</subject><subject>Model sensitivity</subject><subject>Modelling</subject><subject>Populations</subject><subject>Tsunami</subject><subject>Tsunamis</subject><subject>Wetlands</subject><issn>0143-6228</issn><issn>1873-7730</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNqFkE1LxDAQhoMouK7-Aw85emnNJGnaXgRZ_IIFwY9zyLbTJUvb1KQt7L-3tZ71Mi-8884w8xByDSwGBur2EJtuj24fcwYyBognOSEryFIRpalgp2Q1OSJSnGfn5CKEA2NMJgmsyNs7tsH2drT9kbqK9mFoTWMpjqYYTG9dSxtXYm3bPe0dLa3H4sc1bUnruRRuRE9NCEPTzZ1wSc4qUwe8-tU1-Xx8-Ng8R9vXp5fN_TYqZCb7qOISpUGjkrLMIZN8x6REgwwEQq6YYTsjeM6RA5cASb7jk58qVWVKlAbEmtwsezvvvgYMvW5sKLCerkI3BA3Z9KTIWS7_jyrFRJYrlU5RuUQL70LwWOnO28b4owamZ9r6oBfaeqatAfTMdk3uljGcPh4teh0Ki22BCzFdOvv3gm9zlYox</recordid><startdate>201501</startdate><enddate>201501</enddate><creator>Schmidtlein, Mathew C.</creator><creator>Wood, Nathan J.</creator><general>Elsevier Ltd</general><scope>6I.</scope><scope>AAFTH</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7ST</scope><scope>7U1</scope><scope>7U2</scope><scope>7U6</scope><scope>C1K</scope><scope>8FD</scope><scope>FR3</scope><scope>KR7</scope></search><sort><creationdate>201501</creationdate><title>Sensitivity of tsunami evacuation modeling to direction and land cover assumptions</title><author>Schmidtlein, Mathew C. ; Wood, Nathan J.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c484t-f24e4aea65dd91842b044eae013e1960a0ba3292e21241159b2e19766f863da13</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Anisotropy</topic><topic>Arrivals</topic><topic>Evacuation</topic><topic>Land cover</topic><topic>Least cost distance</topic><topic>Liquid crystal displays</topic><topic>Model sensitivity</topic><topic>Modelling</topic><topic>Populations</topic><topic>Tsunami</topic><topic>Tsunamis</topic><topic>Wetlands</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Schmidtlein, Mathew C.</creatorcontrib><creatorcontrib>Wood, Nathan J.</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>CrossRef</collection><collection>Environment Abstracts</collection><collection>Risk Abstracts</collection><collection>Safety Science and Risk</collection><collection>Sustainability Science Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><jtitle>Applied geography (Sevenoaks)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Schmidtlein, Mathew C.</au><au>Wood, Nathan J.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Sensitivity of tsunami evacuation modeling to direction and land cover assumptions</atitle><jtitle>Applied geography (Sevenoaks)</jtitle><date>2015-01</date><risdate>2015</risdate><volume>56</volume><spage>154</spage><epage>163</epage><pages>154-163</pages><issn>0143-6228</issn><eissn>1873-7730</eissn><abstract>Although anisotropic least-cost-distance (LCD) modeling is becoming a common tool for estimating pedestrian-evacuation travel times out of tsunami hazard zones, there has been insufficient attention paid to understanding model sensitivity behind the estimates. To support tsunami risk-reduction planning, we explore two aspects of LCD modeling as it applies to pedestrian evacuations and use the coastal community of Seward, Alaska, as our case study. First, we explore the sensitivity of modeling to the direction of movement by comparing standard safety-to-hazard evacuation times to hazard-to-safety evacuation times for a sample of 3985 points in Seward's tsunami-hazard zone. Safety-to-hazard evacuation times slightly overestimated hazard-to-safety evacuation times but the strong relationship to the hazard-to-safety evacuation times, slightly conservative bias, and shorter processing times of the safety-to-hazard approach make it the preferred approach. Second, we explore how variations in land cover speed conservation values (SCVs) influence model performance using a Monte Carlo approach with one thousand sets of land cover SCVs. The LCD model was relatively robust to changes in land cover SCVs with the magnitude of local model sensitivity greatest in areas with higher evacuation times or with wetland or shore land cover types, where model results may slightly underestimate travel times. This study demonstrates that emergency managers should be concerned not only with populations in locations with evacuation times greater than wave arrival times, but also with populations with evacuation times lower than but close to expected wave arrival times, particularly if they are required to cross wetlands or beaches.
•Reversed least cost distance search has minor impacts on estimated evacuation times.•Reversed least cost distance search leads to decreased processing time.•The overall model is robust to changes in land cover speed conservation values.•Higher local uncertainty in results is found in areas with longer evacuation times.•Higher local uncertainty is found in areas with shore or wetland land covers.</abstract><pub>Elsevier Ltd</pub><doi>10.1016/j.apgeog.2014.11.014</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Anisotropy Arrivals Evacuation Land cover Least cost distance Liquid crystal displays Model sensitivity Modelling Populations Tsunami Tsunamis Wetlands |
title | Sensitivity of tsunami evacuation modeling to direction and land cover assumptions |
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