[{"command":"openDialog","selector":"#drupal-modal","settings":null,"data":"\u003Cdiv id=\u0022republish_modal_form\u0022\u003E\u003Cform class=\u0022modal-form-example-modal-form ecl-form\u0022 data-drupal-selector=\u0022modal-form-example-modal-form\u0022 action=\u0022\/en\/article\/modal\/7418\u0022 method=\u0022post\u0022 id=\u0022modal-form-example-modal-form\u0022 accept-charset=\u0022UTF-8\u0022\u003E\u003Cp\u003EHorizon articles can be republished for free under the Creative Commons Attribution 4.0 International (CC BY 4.0) licence.\u003C\/p\u003E\n \u003Cp\u003EYou must give appropriate credit. We ask you to do this by:\u003Cbr \/\u003E\n 1) Using the original journalist\u0027s byline\u003Cbr \/\u003E\n 2) Linking back to our original story\u003Cbr \/\u003E\n 3) Using the following text in the footer: This article was originally published in \u003Ca href=\u0027#\u0027\u003EHorizon, the EU Research and Innovation magazine\u003C\/a\u003E\u003C\/p\u003E\n \u003Cp\u003ESee our full republication guidelines \u003Ca href=\u0027\/horizon-magazine\/republish-our-stories\u0027\u003Ehere\u003C\/a\u003E\u003C\/p\u003E\n \u003Cp\u003EHTML for this article, including the attribution and page view counter, is below:\u003C\/p\u003E\u003Cdiv class=\u0022js-form-item form-item js-form-type-textarea form-item-body-content js-form-item-body-content ecl-form-group ecl-form-group--text-area form-no-label ecl-u-mv-m\u0022\u003E\n \n\u003Cdiv\u003E\n \u003Ctextarea data-drupal-selector=\u0022edit-body-content\u0022 aria-describedby=\u0022edit-body-content--description\u0022 id=\u0022edit-body-content\u0022 name=\u0022body_content\u0022 rows=\u00225\u0022 cols=\u002260\u0022 class=\u0022form-textarea ecl-text-area\u0022\u003E\u003Ch2\u003EHow flood protection can paradoxically put people at risk\u003C\/h2\u003E\u003Cp\u003EProfessor Jeroen Aerts, a hydrologist at the Institute for Environmental Studies at Vrije University in The Netherlands, says that when a city builds a defensive wall or dyke, it can make its citizens feel so secure that they actually flock to live or to develop businesses in the protected area. What\u2019s more, they don\u2019t bother to install their own flood protection.\u003C\/p\u003E\u003Cp\u003EThis means that when rare \u2013 but inevitable \u2013 extreme flooding occurs the damage can be colossal.\u003C\/p\u003E\u003Cp\u003EIt is just one way in which flood protection modellers may be underestimating \u2013 and sometimes overestimating \u2013 the true consequences of sea level rise, says Prof. Aerts. And it is happening because physical scientists are failing to integrate human behaviour into their models.\u003C\/p\u003E\u003Cp\u003EProf. Aerts leads a team that is trying to change this using the technique of agent-based modelling which attempts to reproduce complex phenomena like human behaviour. They use software that creates autonomous decision-making entities called agents, each of which assesses its situation and makes a decision based on a set of rules that have been drawn from survey data and decision theory.\u003C\/p\u003E\u003Cp\u003ELast year, they published a paper that underlined the problem of the \u003Ca href=\u0022https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0959378018314079\u0022 target=\u0022_blank\u0022 rel=\u0022noopener noreferrer\u0022\u003Esafe development paradox\u003C\/a\u003E. By modelling what is known about how humans behave when governments install flood protection where they live and work, the team demonstrated that \u2018the impact of extreme flood events increases considerably when governments provide high protection levels, especially in large metropolitan areas.\u2019\u003C\/p\u003E\u003Cp\u003EBut the study went on to show that governments could \u2018largely counteract\u2019 this effect if they simultaneously promoted policies that encourage people to flood-proof their buildings.\u003C\/p\u003E\u003Cp\u003E\u003Cblockquote class=\u0022tw-text-center tw-text-blue tw-font-bold tw-text-2xl lg:tw-w-1\/2 tw-border-2 tw-border-blue tw-p-12 tw-my-8 lg:tw-m-12 lg:tw--ml-16 tw-float-left\u0022\u003E\n \u003Cspan class=\u0022tw-text-5xl tw-rotate-180\u0022\u003E\u201c\u003C\/span\u003E\n \u003Cp class=\u0022tw-font-serif tw-italic\u0022\u003E\u2018Natural scientists forget about the whole social science aspect of it.\u2019\u003C\/p\u003E\n \u003Cfooter\u003E\n \u003Ccite class=\u0022tw-not-italic tw-font-normal tw-text-sm tw-text-black\u0022\u003EProf. Jeroen Aerts, Vrije University, The Netherlands\u003C\/cite\u003E\n \u003C\/footer\u003E\n\u003C\/blockquote\u003E\n\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EMigration\u003C\/strong\u003E\u003C\/p\u003E\u003Cp\u003EProf. Aerts believes that the failure of physical scientists to take human behaviour into account may also have led them to misjudge the degree to which flooding will drive migration. What\u2019s more, it means they are not identifying precisely where it would be best to target help, because the models don\u2019t distinguish adequately between those who will manage to look after themselves and those who won\u2019t.\u003C\/p\u003E\u003Cp\u003ESea level rise will, it is commonly predicted, \u003Ca href=\u0022https:\/\/royalsocietypublishing.org\/doi\/10.1098\/rsta.2010.0291\u0022 target=\u0022_blank\u0022 rel=\u0022noopener noreferrer\u0022\u003Edisplace 187 million people by 2100\u003C\/a\u003E. But the figure, which comes from a 2011 study, is controversial.\u003C\/p\u003E\u003Cp\u003E\u2018Most modelling studies that deal with flooding risk or sea level rise use a top-down approach,\u2019 said Prof. Aerts. \u2018You have long-term scenarios \u2013 like how many centimetres is sea level going to rise, and what will the exposed population be \u2026 and you try to estimate the impact.\u2019 Then, he said, the models are rerun to include the effects of various adaptation measures, such as dykes or managed retreat, after which researchers do a cost-benefit analysis.\u003C\/p\u003E\u003Cp\u003EBut, Prof. Aerts said, \u2018they forget about (asking) what is the probability that this dyke will be built? Or what is the probability that people will retreat? So they do not take into account the human behavioural factor which determines whether or not this measure will be implemented.\u003C\/p\u003E\u003Cp\u003E\u2018Natural scientists forget about the whole social science aspect of it.\u2019\u003C\/p\u003E\u003Cp\u003EFactors that get ignored include evidence that people\u2019s decisions to migrate, or to stay and defend their land, vary with their wealth, age, risk perception, trust of government and attitudes to individual freedom.\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003ESocial scientists\u003C\/strong\u003E\u003C\/p\u003E\u003Cp\u003EProf. Aerts says that his team is now turning the models on their head, in a new project known as \u003Ca href=\u0022https:\/\/cordis.europa.eu\/project\/id\/884442\u0022 target=\u0022_blank\u0022 rel=\u0022noopener noreferrer\u0022\u003ECOASTMOVE\u003C\/a\u003E. They are integrating a global coastal flood risk model with an agent-based model to simulate how governments, private sector actors such as insurance companies, and individuals act and influence each other.\u003C\/p\u003E\u003Cp\u003EAnother difference is that social scientists are feeding data into the project.\u003C\/p\u003E\u003Cp\u003E\u2018They provide me with the information about under what conditions are people going to implement a certain measure, from the individual level to the higher aggregate government level,\u2019 said Prof. Aerts.\u003C\/p\u003E\u003Cp\u003ESome of this information is from pre-existing surveys on what drives people to migrate or otherwise respond to floods. The rest will be gathered from new surveys in six coastal areas in France, Ghana, the Marshall Islands, the United States, Vietnam and Bangladesh.\u003C\/p\u003E\u003Cp\u003EOther, less traditional sources of information will come from data already collected via mobile phones, Twitter posts and even tax returns.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EThey will use data from Bangladesh, for example, where other researchers have been able to discover, from anonymised mobile phone data, how many people have fled from floods, where they travelled, and how soon they returned. They will also use data that Prof. Aerts has gathered over the last six years using algorithms to monitor tweets that mention the word \u2018\u003Ca href=\u0022https:\/\/www.nature.com\/articles\/s41597-019-0326-9\u0022 target=\u0022_blank\u0022 rel=\u0022noopener noreferrer\u0022\u003Eflood\u2019\u003C\/a\u003E, in 20 different languages. This provides daily flood maps that give \u2018a pretty good idea of where we can expect most of the problems\u2019, he said.\u003C\/p\u003E\u003Cp\u003EMore data is coming from the United States where it has been possible to draw conclusions about migration after flooding from the location from which people have filed their annual tax returns.\u003C\/p\u003E\u003Cp\u003E\u003Cfigure role=\u0022group\u0022 class=\u0022@alignleft@\u0022\u003E\n\u003Cimg alt=\u0022Prof. Aerts believes that the failure of physical scientists to take human behaviour into account may also have led them to misjudge the degree to which flooding will drive migration. Image credit - The Tampa Bay Estuary Program \/ Unsplash \u0022 height=\u00224000\u0022 src=\u0022\/research-and-innovation\/sites\/default\/files\/hm\/IMCEUpload\/the-tampa-bay-estuary-program-bfayxiirp9u-unsplash_1.jpg\u0022 title=\u0022Prof. Aerts believes that the failure of physical scientists to take human behaviour into account may also have led them to misjudge the degree to which flooding will drive migration. Image credit - The Tampa Bay Estuary Program \/ Unsplash \u0022 width=\u00226000\u0022\u003E\n\u003Cfigcaption class=\u0022tw-italic tw-mb-4\u0022\u003EProf. Aerts believes that the failure of physical scientists to take human behaviour into account may also have led them to misjudge the degree to which flooding will drive migration. Image credit - The Tampa Bay Estuary Program \/ Unsplash\u003C\/figcaption\u003E\n\u003C\/figure\u003E\n\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EVulnerabilities \u003C\/strong\u003E\u003C\/p\u003E\u003Cp\u003EBy simulating adaptive behaviour, the team hopes to provide more refined predictions about the degree to which sea level rise will cause migration \u2013 in the form of 1x1km\u003Csup\u003E2\u003C\/sup\u003E global migration maps.\u003C\/p\u003E\u003Cp\u003EDr Bina Desai, head of policy and research at the Internal Displacement Monitoring Centre in Geneva, Switzerland, says that sea level rise will bring a variety of direct and indirect impacts, which will affect people differently depending on factors such as inequality and poverty, that are not adequately reflected in models.\u003C\/p\u003E\u003Cp\u003E\u2018What\u2019s needed, if we think about risk of migration and displacement, is modelling with a less strong focus on the hazard and a stronger focus on underlying vulnerabilities and what exacerbates them,\u2019 she said.\u003C\/p\u003E\u003Cp\u003E\u2018In principle, it\u2019s the only way to do it,\u2019 Dr Desai said of COASTMOVE\u2019s approach. Even as a conceptual model, she adds, it will help to work out how the many factors interrelate.\u003C\/p\u003E\u003Cp\u003E\u2018The downside is to move beyond the conceptual model,\u2019 she added. \u2018If you want to translate that into numbers then (when we have tried it) we found we failed because all the inputs could not be populated with data.\u003C\/p\u003E\u003Cp\u003E\u2018But if they can find a way of doing it by (collecting enough data), using proxies and making assumptions and somehow modelling it out then I think that\u2019s great.\u2019\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003EJust how are our seas changing and rising with climate change and the melting of Earth\u2019s ice caps? This is the final story in a three-part\u0026nbsp;\u003C\/strong\u003E\u003Ca href=\u0022https:\/\/horizon-magazine.eu\/article\/series-our-rising-seas.html\u0022 target=\u0022_blank\u0022 rel=\u0022noopener noreferrer\u0022\u003E\u003Cstrong\u003Eseries\u003C\/strong\u003E\u003C\/a\u003E\u0026nbsp;\u003Cstrong\u003Elooking at\u0026nbsp;the past, present and future of extreme sea level rise. In\u003C\/strong\u003E\u003Cstrong\u003E\u0026nbsp;\u003C\/strong\u003E\u003Ca href=\u0022https:\/\/horizon-magazine.eu\/article\/impossible-adapt-surprisingly-fast-ice-melts-past-raise-fears-about-sea-level-rise.html\u0022 target=\u0022_blank\u0022 rel=\u0022noopener noreferrer\u0022\u003E\u003Cstrong\u003Epart one\u003C\/strong\u003E\u003C\/a\u003E\u003Cstrong\u003E, we looked at what the last interglacial can tell us about extreme sea level rise and \u003C\/strong\u003E\u003Cstrong\u003Ein \u003C\/strong\u003E\u003Ca href=\u0022https:\/\/horizon-magazine.eu\/article\/why-climate-change-could-make-mediterranean-atmospheric-meteotsunamis-more-common.html\u0022 target=\u0022_blank\u0022 rel=\u0022noopener noreferrer\u0022\u003E\u003Cstrong\u003Epart two\u003C\/strong\u003E\u003C\/a\u003E\u003Cstrong\u003E we looked at rise of atmospheric \u2018meteotsunamis\u2019.\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EThe research in this article was funded by the EU\u2019s European Research Council. 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