The dry corridor resides primarily in the pacific region of Central America, which experiences severe drought during the El Niño Southern Oscillation cycle. El Niño causes severe climate variances in Central America that… Read More
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- Notice: Array to string conversion in Drupal\Core\Template\AttributeArray->__toString() (line 77 of core/lib/Drupal/Core/Template/AttributeArray.php).
Drupal\Core\Template\AttributeArray->__toString() (Line: 53) Drupal\Core\Template\AttributeValueBase->render() (Line: 324) Drupal\Core\Template\Attribute->__toString() (Line: 40) __TwigTemplate_353d8ccc9197266be655bc378606f89a3f0f4a1a2938b948bc8d0587318d99ca->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('modules/contrib/entity_embed/templates/entity-embed-container.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('entity_embed_container', Array) (Line: 489) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 212) Drupal\entity_embed\Plugin\Filter\EntityEmbedFilter->Drupal\entity_embed\Plugin\Filter\{closure}() (Line: 580) Drupal\Core\Render\Renderer->executeInRenderContext(Object, Object) (Line: 213) Drupal\entity_embed\Plugin\Filter\EntityEmbedFilter->process('<ul><li>PI: Shubharoop Ghosh, ImageCat</li> <li>Co-Is : Tirtha Banerjee, PhD, University of California</li> <li>Irvine and Ronald Eguchi, ImageCat</li> </ul>Catastrophic wildfire economic losses in recent years underscore the need to more accurately estimate vulnerability, loss potential, and future risk to support effective risk management decisions. This research aims to develop a novel Community Wildfire Vulnerability Index using data derived from Earth Observation (EO), wildfire hazard maps that define WUIs, building-level damage or vulnerability functions for wildfire damage and loss, community wildfire planning and design tools. The project is led by ImageCat scientists working with researchers from the University of California, Irvine. The project team will work with partners from the National Fire Protection Agency’s Research Foundation to ensure that the research outcomes provide meaningful real-world applications and solutions to end-users. Innovative approaches with EO data will be used to develop a wildfire vulnerability index to help communities and other public and private stakeholders determine which physical and social assets are likely to be impacted by wildfires. The vulnerability index is intended to enable targeted risk mitigation and prevention measures to help communities and other broader stakeholders at different decision-making levels. Organizations involved in wildfire risk management, local governments, planning agencies, and insurance companies stand to benefit from the outcomes of the proposed project. <em>Categories of Vulnerability Indicators for Developing Community Wildfire Vulnerability Index</em> ', 'en') (Line: 118) Drupal\filter\Element\ProcessedText::preRenderText(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 934) Drupal\views\Plugin\views\field\EntityField->render_item(0, Array) (Line: 259) Drupal\search_api\Plugin\views\field\SearchApiEntityField->render_item(0, Array) (Line: 1171) Drupal\views\Plugin\views\field\FieldPluginBase->advancedRender(Object) (Line: 238) template_preprocess_views_view_field(Array, 'views_view_field', Array) call_user_func_array('template_preprocess_views_view_field', Array) (Line: 287) Drupal\Core\Theme\ThemeManager->render('views_view_field', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 1748) Drupal\views\Plugin\views\field\FieldPluginBase->theme(Object) (Line: 774) Drupal\views\Plugin\views\style\StylePluginBase->elementPreRenderRow(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 713) Drupal\views\Plugin\views\style\StylePluginBase->renderFields(Array) (Line: 579) Drupal\views\Plugin\views\style\StylePluginBase->renderGrouping(Array, Array, 1) (Line: 470) Drupal\views\Plugin\views\style\StylePluginBase->render(Array) (Line: 2169) Drupal\views\Plugin\views\display\DisplayPluginBase->render() (Line: 1538) Drupal\views\ViewExecutable->render() (Line: 131) Drupal\views\Plugin\views\display\Block->execute() (Line: 1635) Drupal\views\ViewExecutable->executeDisplay('projects', Array) (Line: 81) Drupal\views\Element\View::preRenderViewElement(Array) (Line: 59) Drupal\views\Plugin\Block\ViewsBlock->build() (Line: 344) Drupal\context\Plugin\ContextReaction\Blocks->preRenderBlock(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array) (Line: 446) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 479) Drupal\Core\Template\TwigExtension->escapeFilter(Object, Array, 'html', NULL, 1) (Line: 200) __TwigTemplate_d1df4acf8d6b11963faf317b2a47a942a3a5702e7799016fed1bba9d2a1006f6->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('themes/custom/nasa_as/templates/layout/page.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('page', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 479) Drupal\Core\Template\TwigExtension->escapeFilter(Object, Array, 'html', NULL, 1) (Line: 89) __TwigTemplate_c940f6c3be4dde43cf94efc0f541cb810fda99630d24572e83c790a9a7efd2dd->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('themes/custom/nasa_as/templates/layout/html.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('html', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 162) Drupal\Core\Render\MainContent\HtmlRenderer->Drupal\Core\Render\MainContent\{closure}() (Line: 580) Drupal\Core\Render\Renderer->executeInRenderContext(Object, Object) (Line: 163) Drupal\Core\Render\MainContent\HtmlRenderer->renderResponse(Array, Object, Object) (Line: 90) Drupal\Core\EventSubscriber\MainContentViewSubscriber->onViewRenderArray(Object, 'kernel.view', Object) call_user_func(Array, Object, 'kernel.view', Object) (Line: 142) Drupal\Component\EventDispatcher\ContainerAwareEventDispatcher->dispatch(Object, 'kernel.view') (Line: 174) Symfony\Component\HttpKernel\HttpKernel->handleRaw(Object, 1) (Line: 81) Symfony\Component\HttpKernel\HttpKernel->handle(Object, 1, 1) (Line: 58) Drupal\Core\StackMiddleware\Session->handle(Object, 1, 1) (Line: 48) Drupal\Core\StackMiddleware\KernelPreHandle->handle(Object, 1, 1) (Line: 191) Drupal\page_cache\StackMiddleware\PageCache->fetch(Object, 1, 1) (Line: 128) Drupal\page_cache\StackMiddleware\PageCache->lookup(Object, 1, 1) (Line: 82) Drupal\page_cache\StackMiddleware\PageCache->handle(Object, 1, 1) (Line: 49) Asm89\Stack\Cors->handle(Object, 1, 1) (Line: 48) Drupal\Core\StackMiddleware\ReverseProxyMiddleware->handle(Object, 1, 1) (Line: 51) Drupal\Core\StackMiddleware\NegotiationMiddleware->handle(Object, 1, 1) (Line: 23) Stack\StackedHttpKernel->handle(Object, 1, 1) (Line: 718) Drupal\Core\DrupalKernel->handle(Object) (Line: 19) - Notice: Array to string conversion in Drupal\Core\Template\AttributeArray->__toString() (line 78 of core/lib/Drupal/Core/Template/AttributeArray.php).
Drupal\Core\Template\AttributeArray->__toString() (Line: 53) Drupal\Core\Template\AttributeValueBase->render() (Line: 324) Drupal\Core\Template\Attribute->__toString() (Line: 40) __TwigTemplate_353d8ccc9197266be655bc378606f89a3f0f4a1a2938b948bc8d0587318d99ca->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('modules/contrib/entity_embed/templates/entity-embed-container.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('entity_embed_container', Array) (Line: 489) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 212) Drupal\entity_embed\Plugin\Filter\EntityEmbedFilter->Drupal\entity_embed\Plugin\Filter\{closure}() (Line: 580) Drupal\Core\Render\Renderer->executeInRenderContext(Object, Object) (Line: 213) Drupal\entity_embed\Plugin\Filter\EntityEmbedFilter->process('<ul><li>PI: Shubharoop Ghosh, ImageCat</li> <li>Co-Is : Tirtha Banerjee, PhD, University of California</li> <li>Irvine and Ronald Eguchi, ImageCat</li> </ul>Catastrophic wildfire economic losses in recent years underscore the need to more accurately estimate vulnerability, loss potential, and future risk to support effective risk management decisions. This research aims to develop a novel Community Wildfire Vulnerability Index using data derived from Earth Observation (EO), wildfire hazard maps that define WUIs, building-level damage or vulnerability functions for wildfire damage and loss, community wildfire planning and design tools. The project is led by ImageCat scientists working with researchers from the University of California, Irvine. The project team will work with partners from the National Fire Protection Agency’s Research Foundation to ensure that the research outcomes provide meaningful real-world applications and solutions to end-users. Innovative approaches with EO data will be used to develop a wildfire vulnerability index to help communities and other public and private stakeholders determine which physical and social assets are likely to be impacted by wildfires. The vulnerability index is intended to enable targeted risk mitigation and prevention measures to help communities and other broader stakeholders at different decision-making levels. Organizations involved in wildfire risk management, local governments, planning agencies, and insurance companies stand to benefit from the outcomes of the proposed project. <em>Categories of Vulnerability Indicators for Developing Community Wildfire Vulnerability Index</em> ', 'en') (Line: 118) Drupal\filter\Element\ProcessedText::preRenderText(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 934) Drupal\views\Plugin\views\field\EntityField->render_item(0, Array) (Line: 259) Drupal\search_api\Plugin\views\field\SearchApiEntityField->render_item(0, Array) (Line: 1171) Drupal\views\Plugin\views\field\FieldPluginBase->advancedRender(Object) (Line: 238) template_preprocess_views_view_field(Array, 'views_view_field', Array) call_user_func_array('template_preprocess_views_view_field', Array) (Line: 287) Drupal\Core\Theme\ThemeManager->render('views_view_field', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 1748) Drupal\views\Plugin\views\field\FieldPluginBase->theme(Object) (Line: 774) Drupal\views\Plugin\views\style\StylePluginBase->elementPreRenderRow(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 713) Drupal\views\Plugin\views\style\StylePluginBase->renderFields(Array) (Line: 579) Drupal\views\Plugin\views\style\StylePluginBase->renderGrouping(Array, Array, 1) (Line: 470) Drupal\views\Plugin\views\style\StylePluginBase->render(Array) (Line: 2169) Drupal\views\Plugin\views\display\DisplayPluginBase->render() (Line: 1538) Drupal\views\ViewExecutable->render() (Line: 131) Drupal\views\Plugin\views\display\Block->execute() (Line: 1635) Drupal\views\ViewExecutable->executeDisplay('projects', Array) (Line: 81) Drupal\views\Element\View::preRenderViewElement(Array) (Line: 59) Drupal\views\Plugin\Block\ViewsBlock->build() (Line: 344) Drupal\context\Plugin\ContextReaction\Blocks->preRenderBlock(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array) (Line: 446) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 479) Drupal\Core\Template\TwigExtension->escapeFilter(Object, Array, 'html', NULL, 1) (Line: 200) __TwigTemplate_d1df4acf8d6b11963faf317b2a47a942a3a5702e7799016fed1bba9d2a1006f6->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('themes/custom/nasa_as/templates/layout/page.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('page', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 479) Drupal\Core\Template\TwigExtension->escapeFilter(Object, Array, 'html', NULL, 1) (Line: 89) __TwigTemplate_c940f6c3be4dde43cf94efc0f541cb810fda99630d24572e83c790a9a7efd2dd->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('themes/custom/nasa_as/templates/layout/html.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('html', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 162) Drupal\Core\Render\MainContent\HtmlRenderer->Drupal\Core\Render\MainContent\{closure}() (Line: 580) Drupal\Core\Render\Renderer->executeInRenderContext(Object, Object) (Line: 163) Drupal\Core\Render\MainContent\HtmlRenderer->renderResponse(Array, Object, Object) (Line: 90) Drupal\Core\EventSubscriber\MainContentViewSubscriber->onViewRenderArray(Object, 'kernel.view', Object) call_user_func(Array, Object, 'kernel.view', Object) (Line: 142) Drupal\Component\EventDispatcher\ContainerAwareEventDispatcher->dispatch(Object, 'kernel.view') (Line: 174) Symfony\Component\HttpKernel\HttpKernel->handleRaw(Object, 1) (Line: 81) Symfony\Component\HttpKernel\HttpKernel->handle(Object, 1, 1) (Line: 58) Drupal\Core\StackMiddleware\Session->handle(Object, 1, 1) (Line: 48) Drupal\Core\StackMiddleware\KernelPreHandle->handle(Object, 1, 1) (Line: 191) Drupal\page_cache\StackMiddleware\PageCache->fetch(Object, 1, 1) (Line: 128) Drupal\page_cache\StackMiddleware\PageCache->lookup(Object, 1, 1) (Line: 82) Drupal\page_cache\StackMiddleware\PageCache->handle(Object, 1, 1) (Line: 49) Asm89\Stack\Cors->handle(Object, 1, 1) (Line: 48) Drupal\Core\StackMiddleware\ReverseProxyMiddleware->handle(Object, 1, 1) (Line: 51) Drupal\Core\StackMiddleware\NegotiationMiddleware->handle(Object, 1, 1) (Line: 23) Stack\StackedHttpKernel->handle(Object, 1, 1) (Line: 718) Drupal\Core\DrupalKernel->handle(Object) (Line: 19) - Notice: Array to string conversion in Drupal\Core\Template\AttributeArray->__toString() (line 77 of core/lib/Drupal/Core/Template/AttributeArray.php).
Drupal\Core\Template\AttributeArray->__toString() (Line: 53) Drupal\Core\Template\AttributeValueBase->render() (Line: 324) Drupal\Core\Template\Attribute->__toString() (Line: 40) __TwigTemplate_353d8ccc9197266be655bc378606f89a3f0f4a1a2938b948bc8d0587318d99ca->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('modules/contrib/entity_embed/templates/entity-embed-container.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('entity_embed_container', Array) (Line: 489) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 212) Drupal\entity_embed\Plugin\Filter\EntityEmbedFilter->Drupal\entity_embed\Plugin\Filter\{closure}() (Line: 580) Drupal\Core\Render\Renderer->executeInRenderContext(Object, Object) (Line: 213) Drupal\entity_embed\Plugin\Filter\EntityEmbedFilter->process('<ul><li>PI: Shubharoop Ghosh, ImageCat</li> <li>Co-Is : Tirtha Banerjee, PhD, University of California</li> <li>Irvine and Ronald Eguchi, ImageCat</li> </ul>Catastrophic wildfire economic losses in recent years underscore the need to more accurately estimate vulnerability, loss potential, and future risk to support effective risk management decisions. This research aims to develop a novel Community Wildfire Vulnerability Index using data derived from Earth Observation (EO), wildfire hazard maps that define WUIs, building-level damage or vulnerability functions for wildfire damage and loss, community wildfire planning and design tools. The project is led by ImageCat scientists working with researchers from the University of California, Irvine. The project team will work with partners from the National Fire Protection Agency’s Research Foundation to ensure that the research outcomes provide meaningful real-world applications and solutions to end-users. Innovative approaches with EO data will be used to develop a wildfire vulnerability index to help communities and other public and private stakeholders determine which physical and social assets are likely to be impacted by wildfires. The vulnerability index is intended to enable targeted risk mitigation and prevention measures to help communities and other broader stakeholders at different decision-making levels. Organizations involved in wildfire risk management, local governments, planning agencies, and insurance companies stand to benefit from the outcomes of the proposed project. <em>Categories of Vulnerability Indicators for Developing Community Wildfire Vulnerability Index</em> ', 'en') (Line: 118) Drupal\filter\Element\ProcessedText::preRenderText(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 934) Drupal\views\Plugin\views\field\EntityField->render_item(0, Array) (Line: 259) Drupal\search_api\Plugin\views\field\SearchApiEntityField->render_item(0, Array) (Line: 1171) Drupal\views\Plugin\views\field\FieldPluginBase->advancedRender(Object) (Line: 238) template_preprocess_views_view_field(Array, 'views_view_field', Array) call_user_func_array('template_preprocess_views_view_field', Array) (Line: 287) Drupal\Core\Theme\ThemeManager->render('views_view_field', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 1748) Drupal\views\Plugin\views\field\FieldPluginBase->theme(Object) (Line: 774) Drupal\views\Plugin\views\style\StylePluginBase->elementPreRenderRow(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 713) Drupal\views\Plugin\views\style\StylePluginBase->renderFields(Array) (Line: 579) Drupal\views\Plugin\views\style\StylePluginBase->renderGrouping(Array, Array, 1) (Line: 470) Drupal\views\Plugin\views\style\StylePluginBase->render(Array) (Line: 2169) Drupal\views\Plugin\views\display\DisplayPluginBase->render() (Line: 1538) Drupal\views\ViewExecutable->render() (Line: 131) Drupal\views\Plugin\views\display\Block->execute() (Line: 1635) Drupal\views\ViewExecutable->executeDisplay('projects', Array) (Line: 81) Drupal\views\Element\View::preRenderViewElement(Array) (Line: 59) Drupal\views\Plugin\Block\ViewsBlock->build() (Line: 344) Drupal\context\Plugin\ContextReaction\Blocks->preRenderBlock(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array) (Line: 446) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 479) Drupal\Core\Template\TwigExtension->escapeFilter(Object, Array, 'html', NULL, 1) (Line: 200) __TwigTemplate_d1df4acf8d6b11963faf317b2a47a942a3a5702e7799016fed1bba9d2a1006f6->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('themes/custom/nasa_as/templates/layout/page.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('page', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 479) Drupal\Core\Template\TwigExtension->escapeFilter(Object, Array, 'html', NULL, 1) (Line: 89) __TwigTemplate_c940f6c3be4dde43cf94efc0f541cb810fda99630d24572e83c790a9a7efd2dd->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('themes/custom/nasa_as/templates/layout/html.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('html', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 162) Drupal\Core\Render\MainContent\HtmlRenderer->Drupal\Core\Render\MainContent\{closure}() (Line: 580) Drupal\Core\Render\Renderer->executeInRenderContext(Object, Object) (Line: 163) Drupal\Core\Render\MainContent\HtmlRenderer->renderResponse(Array, Object, Object) (Line: 90) Drupal\Core\EventSubscriber\MainContentViewSubscriber->onViewRenderArray(Object, 'kernel.view', Object) call_user_func(Array, Object, 'kernel.view', Object) (Line: 142) Drupal\Component\EventDispatcher\ContainerAwareEventDispatcher->dispatch(Object, 'kernel.view') (Line: 174) Symfony\Component\HttpKernel\HttpKernel->handleRaw(Object, 1) (Line: 81) Symfony\Component\HttpKernel\HttpKernel->handle(Object, 1, 1) (Line: 58) Drupal\Core\StackMiddleware\Session->handle(Object, 1, 1) (Line: 48) Drupal\Core\StackMiddleware\KernelPreHandle->handle(Object, 1, 1) (Line: 191) Drupal\page_cache\StackMiddleware\PageCache->fetch(Object, 1, 1) (Line: 128) Drupal\page_cache\StackMiddleware\PageCache->lookup(Object, 1, 1) (Line: 82) Drupal\page_cache\StackMiddleware\PageCache->handle(Object, 1, 1) (Line: 49) Asm89\Stack\Cors->handle(Object, 1, 1) (Line: 48) Drupal\Core\StackMiddleware\ReverseProxyMiddleware->handle(Object, 1, 1) (Line: 51) Drupal\Core\StackMiddleware\NegotiationMiddleware->handle(Object, 1, 1) (Line: 23) Stack\StackedHttpKernel->handle(Object, 1, 1) (Line: 718) Drupal\Core\DrupalKernel->handle(Object) (Line: 19) - Notice: Array to string conversion in Drupal\Core\Template\AttributeArray->__toString() (line 78 of core/lib/Drupal/Core/Template/AttributeArray.php).
Drupal\Core\Template\AttributeArray->__toString() (Line: 53) Drupal\Core\Template\AttributeValueBase->render() (Line: 324) Drupal\Core\Template\Attribute->__toString() (Line: 40) __TwigTemplate_353d8ccc9197266be655bc378606f89a3f0f4a1a2938b948bc8d0587318d99ca->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('modules/contrib/entity_embed/templates/entity-embed-container.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('entity_embed_container', Array) (Line: 489) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 212) Drupal\entity_embed\Plugin\Filter\EntityEmbedFilter->Drupal\entity_embed\Plugin\Filter\{closure}() (Line: 580) Drupal\Core\Render\Renderer->executeInRenderContext(Object, Object) (Line: 213) Drupal\entity_embed\Plugin\Filter\EntityEmbedFilter->process('<ul><li>PI: Shubharoop Ghosh, ImageCat</li> <li>Co-Is : Tirtha Banerjee, PhD, University of California</li> <li>Irvine and Ronald Eguchi, ImageCat</li> </ul>Catastrophic wildfire economic losses in recent years underscore the need to more accurately estimate vulnerability, loss potential, and future risk to support effective risk management decisions. This research aims to develop a novel Community Wildfire Vulnerability Index using data derived from Earth Observation (EO), wildfire hazard maps that define WUIs, building-level damage or vulnerability functions for wildfire damage and loss, community wildfire planning and design tools. The project is led by ImageCat scientists working with researchers from the University of California, Irvine. The project team will work with partners from the National Fire Protection Agency’s Research Foundation to ensure that the research outcomes provide meaningful real-world applications and solutions to end-users. Innovative approaches with EO data will be used to develop a wildfire vulnerability index to help communities and other public and private stakeholders determine which physical and social assets are likely to be impacted by wildfires. The vulnerability index is intended to enable targeted risk mitigation and prevention measures to help communities and other broader stakeholders at different decision-making levels. Organizations involved in wildfire risk management, local governments, planning agencies, and insurance companies stand to benefit from the outcomes of the proposed project. <em>Categories of Vulnerability Indicators for Developing Community Wildfire Vulnerability Index</em> ', 'en') (Line: 118) Drupal\filter\Element\ProcessedText::preRenderText(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 934) Drupal\views\Plugin\views\field\EntityField->render_item(0, Array) (Line: 259) Drupal\search_api\Plugin\views\field\SearchApiEntityField->render_item(0, Array) (Line: 1171) Drupal\views\Plugin\views\field\FieldPluginBase->advancedRender(Object) (Line: 238) template_preprocess_views_view_field(Array, 'views_view_field', Array) call_user_func_array('template_preprocess_views_view_field', Array) (Line: 287) Drupal\Core\Theme\ThemeManager->render('views_view_field', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 1748) Drupal\views\Plugin\views\field\FieldPluginBase->theme(Object) (Line: 774) Drupal\views\Plugin\views\style\StylePluginBase->elementPreRenderRow(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 713) Drupal\views\Plugin\views\style\StylePluginBase->renderFields(Array) (Line: 579) Drupal\views\Plugin\views\style\StylePluginBase->renderGrouping(Array, Array, 1) (Line: 470) Drupal\views\Plugin\views\style\StylePluginBase->render(Array) (Line: 2169) Drupal\views\Plugin\views\display\DisplayPluginBase->render() (Line: 1538) Drupal\views\ViewExecutable->render() (Line: 131) Drupal\views\Plugin\views\display\Block->execute() (Line: 1635) Drupal\views\ViewExecutable->executeDisplay('projects', Array) (Line: 81) Drupal\views\Element\View::preRenderViewElement(Array) (Line: 59) Drupal\views\Plugin\Block\ViewsBlock->build() (Line: 344) Drupal\context\Plugin\ContextReaction\Blocks->preRenderBlock(Array) call_user_func_array(Array, Array) (Line: 101) Drupal\Core\Render\Renderer->doTrustedCallback(Array, Array, 'Render #pre_render callbacks must be methods of a class that implements \Drupal\Core\Security\TrustedCallbackInterface or be an anonymous function. The callback was %s. See https://www.drupal.org/node/2966725', 'exception', 'Drupal\Core\Render\Element\RenderCallbackInterface') (Line: 788) Drupal\Core\Render\Renderer->doCallback('#pre_render', Array, Array) (Line: 374) Drupal\Core\Render\Renderer->doRender(Array) (Line: 446) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 479) Drupal\Core\Template\TwigExtension->escapeFilter(Object, Array, 'html', NULL, 1) (Line: 200) __TwigTemplate_d1df4acf8d6b11963faf317b2a47a942a3a5702e7799016fed1bba9d2a1006f6->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('themes/custom/nasa_as/templates/layout/page.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('page', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 479) Drupal\Core\Template\TwigExtension->escapeFilter(Object, Array, 'html', NULL, 1) (Line: 89) __TwigTemplate_c940f6c3be4dde43cf94efc0f541cb810fda99630d24572e83c790a9a7efd2dd->doDisplay(Array, Array) (Line: 405) Twig\Template->displayWithErrorHandling(Array, Array) (Line: 378) Twig\Template->display(Array) (Line: 390) Twig\Template->render(Array) (Line: 55) twig_render_template('themes/custom/nasa_as/templates/layout/html.html.twig', Array) (Line: 384) Drupal\Core\Theme\ThemeManager->render('html', Array) (Line: 433) Drupal\Core\Render\Renderer->doRender(Array, ) (Line: 204) Drupal\Core\Render\Renderer->render(Array) (Line: 162) Drupal\Core\Render\MainContent\HtmlRenderer->Drupal\Core\Render\MainContent\{closure}() (Line: 580) Drupal\Core\Render\Renderer->executeInRenderContext(Object, Object) (Line: 163) Drupal\Core\Render\MainContent\HtmlRenderer->renderResponse(Array, Object, Object) (Line: 90) Drupal\Core\EventSubscriber\MainContentViewSubscriber->onViewRenderArray(Object, 'kernel.view', Object) call_user_func(Array, Object, 'kernel.view', Object) (Line: 142) Drupal\Component\EventDispatcher\ContainerAwareEventDispatcher->dispatch(Object, 'kernel.view') (Line: 174) Symfony\Component\HttpKernel\HttpKernel->handleRaw(Object, 1) (Line: 81) Symfony\Component\HttpKernel\HttpKernel->handle(Object, 1, 1) (Line: 58) Drupal\Core\StackMiddleware\Session->handle(Object, 1, 1) (Line: 48) Drupal\Core\StackMiddleware\KernelPreHandle->handle(Object, 1, 1) (Line: 191) Drupal\page_cache\StackMiddleware\PageCache->fetch(Object, 1, 1) (Line: 128) Drupal\page_cache\StackMiddleware\PageCache->lookup(Object, 1, 1) (Line: 82) Drupal\page_cache\StackMiddleware\PageCache->handle(Object, 1, 1) (Line: 49) Asm89\Stack\Cors->handle(Object, 1, 1) (Line: 48) Drupal\Core\StackMiddleware\ReverseProxyMiddleware->handle(Object, 1, 1) (Line: 51) Drupal\Core\StackMiddleware\NegotiationMiddleware->handle(Object, 1, 1) (Line: 23) Stack\StackedHttpKernel->handle(Object, 1, 1) (Line: 718) Drupal\Core\DrupalKernel->handle(Object) (Line: 19)
Identifying drought-prone areas and developing an early warning system for crop damage. Protecting biologically diverse areas of the National Park System with a trail monitoring tool. Confirming flooded areas to better inform decision-makers during a disaster.
Each program area supports a variety of projects that utilize Earth observations to identify challenges around the world and create innovative solutions. Our portfolio demonstrates the benefits of using NASA Earth observations to enhance decision-making and improve life on Earth.
Sort by program area to find specific projects or explore them all below.