Pub Date : 2023-12-01DOI: 10.1061/jitse4.iseng-2257
Rodrigo Silva-Lopez, Jack W. Baker
This study uses genetic algorithms as part of an optimization framework to directly minimize the expected impacts of road network disruption triggered by seismic events. This minimization is achieved by selecting an optimal set of bridges to retrofit to decrease their probability of being unavailable after an earthquake. We propose a genetic algorithm that outstrips other retrofitting techniques, such as ranking bridges by vulnerability or traffic importance. The proposed framework is demonstrated using the San Francisco Road Network as a testbed. This example shows that bridges selected by genetic algorithms are structurally vulnerable groups of bridges that act as corridors in the network. Additionally, this study evaluates and recommends domain reduction techniques and hyperparameter calibrations that can decrease the computational costs of this approach.
{"title":"Optimal Bridge Retrofitting Selection for Seismic Risk Management Using Genetic Algorithms and Neural Network–Based Surrogate Models","authors":"Rodrigo Silva-Lopez, Jack W. Baker","doi":"10.1061/jitse4.iseng-2257","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2257","url":null,"abstract":"This study uses genetic algorithms as part of an optimization framework to directly minimize the expected impacts of road network disruption triggered by seismic events. This minimization is achieved by selecting an optimal set of bridges to retrofit to decrease their probability of being unavailable after an earthquake. We propose a genetic algorithm that outstrips other retrofitting techniques, such as ranking bridges by vulnerability or traffic importance. The proposed framework is demonstrated using the San Francisco Road Network as a testbed. This example shows that bridges selected by genetic algorithms are structurally vulnerable groups of bridges that act as corridors in the network. Additionally, this study evaluates and recommends domain reduction techniques and hyperparameter calibrations that can decrease the computational costs of this approach.","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":" 4","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138611591","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-01DOI: 10.1061/jitse4.iseng-2383
Panagiotis Ch. Anastasopoulos, S. Labi
{"title":"2022 Matthew G. Karlaftis Best Paper Award","authors":"Panagiotis Ch. Anastasopoulos, S. Labi","doi":"10.1061/jitse4.iseng-2383","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2383","url":null,"abstract":"","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":" ","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44190864","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-01DOI: 10.1061/jitse4.iseng-2279
Alain Tcheukam Siwe, A. Chow, S. Madanat
{"title":"Analysis of Interregional Commuters Traffic Delay Induced by Shoreline Protection of Different Areas of the San Francisco Bay Area","authors":"Alain Tcheukam Siwe, A. Chow, S. Madanat","doi":"10.1061/jitse4.iseng-2279","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2279","url":null,"abstract":"","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":" ","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42803981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-01DOI: 10.1061/jitse4.iseng-2254
C. Kothari, William J. O’Brien, Junfeng Jiao, N. Khwaja
{"title":"Quantitative Approach to Assess Social Equity in Road Networks","authors":"C. Kothari, William J. O’Brien, Junfeng Jiao, N. Khwaja","doi":"10.1061/jitse4.iseng-2254","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2254","url":null,"abstract":"","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":" ","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48098620","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-01DOI: 10.1061/jitse4.iseng-2302
Yubo Guo, Xiaoli Wang, Linlin Liu, Chuan Chen, Igor Martek, Xiaowei Luo
{"title":"Dynamic Assessment of the Transfer Risks in China’s Public–Private Partnership Water Projects: A System Dynamics Approach","authors":"Yubo Guo, Xiaoli Wang, Linlin Liu, Chuan Chen, Igor Martek, Xiaowei Luo","doi":"10.1061/jitse4.iseng-2302","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2302","url":null,"abstract":"","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":" 6","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138620408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-01DOI: 10.1061/jitse4.iseng-2176
Eric Vaags, B. Lence, Sudhir Kshirsagar
{"title":"Comparative Analysis of Machine Learning and Survival Analysis Combinations for Water Main Failure Prediction","authors":"Eric Vaags, B. Lence, Sudhir Kshirsagar","doi":"10.1061/jitse4.iseng-2176","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2176","url":null,"abstract":"","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":" 6","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138614672","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-01DOI: 10.1061/jitse4.iseng-2229
Mehrshad Amini, Hwayoung Jeon, D. Sanderson, Daniel T. Cox, Andre R. Barbosa, Harvey Cutler
{"title":"Integrated Engineering–Economic Analysis for Multihazard Damage and Loss Assessment","authors":"Mehrshad Amini, Hwayoung Jeon, D. Sanderson, Daniel T. Cox, Andre R. Barbosa, Harvey Cutler","doi":"10.1061/jitse4.iseng-2229","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2229","url":null,"abstract":"","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":"6 12","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138624622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-01DOI: 10.1061/jitse4.iseng-2379
Panagiotis Ch. Anastasopoulos, Pablo L. Durango-Cohen
{"title":"2021 Matthew G. Karlaftis Best Paper Award","authors":"Panagiotis Ch. Anastasopoulos, Pablo L. Durango-Cohen","doi":"10.1061/jitse4.iseng-2379","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2379","url":null,"abstract":"","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":" ","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46704843","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-12-01DOI: 10.1061/jitse4.iseng-2292
Daniel C. Hendrickson, M. Hinders
{"title":"Monitoring of Gantry Crane Track Health with Commodity IOT Devices","authors":"Daniel C. Hendrickson, M. Hinders","doi":"10.1061/jitse4.iseng-2292","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2292","url":null,"abstract":"","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":" 21","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138619128","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-09-01DOI: 10.1061/jitse4.iseng-2247
Wei Liu, Zhiyin Xie, Zhaoyang Song
{"title":"Predicting Water Pipe Failures Using Deep Learning Algorithms","authors":"Wei Liu, Zhiyin Xie, Zhaoyang Song","doi":"10.1061/jitse4.iseng-2247","DOIUrl":"https://doi.org/10.1061/jitse4.iseng-2247","url":null,"abstract":"","PeriodicalId":50175,"journal":{"name":"Journal of Infrastructure Systems","volume":" ","pages":""},"PeriodicalIF":3.3,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44498281","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}