Projects HORUS Horus: Pilot for a generic damage evaluation methodology based on remote-sensing data Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background Horus is a pilot project that explores the combination of high-resolution building inventory data from OpenStreetMap and other local sources with image-processing algorithms for the detection of earthquake damage and flood extents using remote-sensing data, along with supplementary geospatial datasets as inputs to a machine learning (ML) classification model. The ML model is trained using detailed building damage datasets from past events in a supervised learning framework, and the trained model is intended to be used to estimate the extent of damage and loss in events previously unseen by the model. The proposed framework is applied in three case study applications: March 2020 Mw5.3 Zagreb earthquake; January 2020 Mw6.4 Puerto Rico earthquake and August 2016 Louisiana floods. The GEM Risk Team is responsible for the overall coordination of the project involving multiple partners, compilation of building-level earthquake damage datasets, development of the ML models, and training and testing of the models. Duration: 2020 Objectives This pilot project, initiated and funded by the World Bank, aims to develop a framework for semi-automated damage and loss assessment due to earthquake and floods from Earth Observation (EO) data and other supplementary datasets, while also leveraging recent advances in machine-learning algorithms. These damage and loss estimates can potentially be used for transparent financial compensation and to target the distribution of resources geographically and temporally. Collaborators Advanced Rapid Imaging and Analysis (ARIA) team at the National Aeronautics and Space Administration’s (NASA) Jet Propulsion Laboratory (JPL) and California Institute of Technology (Caltech), the Global Earthquake Model (GEM) Foundation, JBA Risk, and the Humanitarian OpenStreetMap Team (HOT) Funding partner: World Bank Group Locations Earthquake case studies: Gorkha, Nepal; Puebla, Mexico; Puerto Rico, United States; Zagreb, Croatia Flood case study: Louisiana, United States Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects METIS Methods and Tools Innovation for Seismic Risk Assessment Versión en español English version Share Facebook LinkedIn Overview Outcomes Training Outreach Photos Publications Anchor 6 Background GEM is set to start a 3-year project called METIS or Methods and Tools Innovation for Seismic Risk Assessment funded by the European Commission. The project is part of the Safety margins determination for design basis-exceeding external hazards program. Electricite De France (EDF), a GEM technical collaborator, is coordinating the project which will be implemented in collaboration with 14 other organizations. GEM will contribute to the task on seismic hazard assessment and on PSA Tools and Methodology. In the hazard task, GEM will implement into the OQ Engine methods such as vector-valued probabilistic seismic hazard analysis (PSHA), cluster-based PSHA as well as new methods to propagate epistemic uncertainties. Research will also be carried out in the context of processing earthquake catalogues to remove aftershocks and foreshocks and on testing PSHA models. GEM’s contribution to the PSA Tools and Methodology will concentrate on testing risk results. Duration: 2020 - 2025 More details: https://metis-h2020.eu/ Objectives The objective of METIS is to translate research into practice through rigorous and efficient methodologies and tools to assess seismic safety of NPP (nuclear power plants). It also aims to innovate current practice by combining simulation with experimental data. The research will develop methods to improve the ability to define safety limits for extremely rare events, which go beyond current design analyses (i.e. design extension for earthquakes). The refined seismic PSA (probabilistic safety assessment) is expected to provide meaningful support in defining regulations for safe design of NPP, as well as for assessing plant safety in real-time in case of temporary unavailability of relevant safety equipment or structures. Collaborators Edf Energy R&D UK Centre Limited - United Kingdom Limited Liability Company Energorisk - Ukraine Helmholtz Zentrum Potsdam Deutschesgeoforschungszentrum Gfz - Germany Geodynamique Et Structure - France Institut De Radioprotection Et De Surete Nucleaire - France Istituto Universitario Di Studi Superiori Di Pavia - Italy Lgi Consulting - France National Technical University of Athens – NTUA - Greece State Enterprise State Scientific and Technical Center For Nuclear And Radiation Safety - Ukraine Technische Universitat Kaiserslautern - Germany Univerza V Ljubljani - Slovenia Geo-Research Institute - Japan North Carolina State University - United States The Regents of The University Of California - United States Location Europe Horizon 2020 METIS Project fact sheet Anchor 1 Anchor 5 Anchor 4 EdF and GEM METIS project collaboration from 2020 to 2024. New Horizon 2020 project launched to develop an advanced approach for Seismic Risk Assessment of Nuclear Power Plants Anchor3 Publications

Projects INDONESIA DRR Seismic Resilience Baseline Analysis and Investment Option Needs in Indonesia Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background This project, funded by the World Bank's GFDRR, aims to conduct a seismic baseline analysis to support the development of a potential national seismic risk mitigation program in Indonesia. The study focuses on public assets, which include education facilities (primary and secondary schools, universities), health facilities (health clinics, hospitals), commercial facilities (shophouse), emergency services facilities (e.g., ambulance stations, fire stations, early warning service providers), and critical government administration buildings (e.g., local disaster management offices). The project has five main tasks: 1. Inception: literature review on seismic risk in Indonesia, methodology, definition of stakeholder/consultation workshops, preliminary data collection 2. Baseline analysis of Indonesia’s exposure and vulnerabilities to seismic hazards (earthquakes and tsunami) 3. Seismic Risk Assessment and Rapid Prioritization of Potential Investments in Three Selected Districts 4. Development of Baseline Data and Conceptual Framework Design 5. Final Report and Completion Report The GEM Risk Team contributes to all tasks, ranging from support on hazard modelling, development of exposure, selection of vulnerbaility models and the computation of seismic risk using the OpenQuake engine. Duration: 2022-2023 Objectives The methodology, workplan, programme and potential target cities is elaborated together with the World Bank and Indonesian Ministry of Public Works and Housing (MPWH) stakeholders and other relevant agencies such as Ministry of National Development Planning (Bappenas), National Disaster Management Authority (BNPB), Ministry of Home Affairs (MoHA) and Agency for Meteorology, Climatology and Geophysics (BMKG). The objectives include: (a) a rapid baseline analysis of the exposure and vulnerability of the country and three Indonesian districts to earthquakes and tsunami, baseline information/data, and gap analysis, including disaggregated analysis of risk and vulnerability of women and other vulnerable groups; (b) a conceptual framework for improving seismic resilience and recommendations for a national program that aims to reduce the vulnerability of people (with consideration for diverse groups) and assets to earthquakes and tsunami through an integrated package of structural and non-structural investments; and (c) stakeholder consultations to seek inputs on the potential program design, investment funding mechanisms, and institutional set-up options for the national program. Collaborators GEM Foundation, Arup, LAPI-ITB and Kota Kita Funding partner: World Bank GFDRR Locations Three cities in Indonesia: ‣ Kota Bengkulu, Bengkulu province ‣ Kota Cilegon, Banten province ‣ Kota Gorontalo, Gorontalo province Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects TURKEY DRR Seismic risk and exposure data for Turkey Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background The World Bank is developing a thematic Paper on Building Climate and Disaster Resilience in Turkey that will apply a new World Bank Guidance Note on how to prepare resilience and adaptation strategies. The Guidance Note provides a practical guide for designing national strategies for climate change adaptation and resilience. It specifies actions that reflect universal principles of effective climate change adaptation and disaster resilience, emphasizing that each country needs to tailor the relative importance and sequencing of these actions to its specific needs and priorities. Given the best practice of mitigating natural hazards for a more resilient future, and the high risk of catastrophic earthquakes, the adaptation paper needs to consider seismic risk in Turkey. To contribute to the seismic risk component of this adaptation paper, the GEM Risk Team is responsible for the following tasks: - Assessment of earthquake ground shaking hazard in Turkey - Definition of the exposure: residential, commercial and industrial buildings; education and healthcare facilities; population - Assessment of vulnerability/fragility for the exposed elements - Risk modelling based on the current exposure - Risk projections to 2030 and 2050 (based on future socio-economic conditions) Duration: 2021 Objectives The World Bank thematic Paper on Building Climate and Disaster Resilience in Turkey aims to support the Turkish government by providing guidance on how to prepare resilience and adaptation strategies, including those related to earthquakes. The objectives of this project are to: 1. Provide deterministic and probabilistic seismic risk metrics in Turkey for population and selected structure types, to inform macro-economic and public finance analysis (conducted by the World Bank project team). 2. Provide seismic impact analysis for three earthquake scenarios aimed at reducing risk in Turkey to estimate the impact of these interventions on i) loss due to direct damage and ii) fatalities. Collaborators GEM Foundation Funding partner: World Bank Group Location Turkey Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects SOLOMON ISLANDS EXPOSURE Assessing the Risk Exposure of Road Network to Climate and Natural Hazard Risks in Solomon Islands Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background This project aims to conduct a robust multi-hazard risk assessment of the road network to climate and natural hazards in the Solomon Islands, both historically and under future climate projections. The project includes three main dimensions: - Characterization of the climate and natural hazards - Physical vulnerability of the road network - Multi-criteria criticality analysis The three main outputs are: - Multi-hazard maps - Road network risk exposure analysis (global risk score) - Identification of "first priority" road segments and estimation of their rehabilitation costs The GEM Hazard Team supports the project by computing seismic hazard maps and uses these to produce maps to classify low to high risks of earthquake hazards, according to their intensity and frequency. Duration: 2021 Objectives Many Small Island Developing States (SIDS) share a major common feature: they are among the most exposed nations to natural hazards and climate change. SIDS are also characterized by insularity and geographic remoteness, as well as small geographic area, economies, and population, all of which increase their social and economic vulnerability. This project aims to assist the Solomon Islands to better manage climate and disaster risks by improving the understanding of risk and the use of this information for risk reduction decision-making, and the design and implementation of investments at the provincial and community level. Collaborators GEM Foundation, ARIA Technologies, Actimar, Suez Consulting, Setec Group Funding partner: World Bank Group Location Solomon Islands Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects CCARA Caribbean and Central America Earthquake Risk Assessment (CCARA) Versión en español English version Share Facebook LinkedIn Overview Outcomes Training Outreach Photos Publications Anchor 6 Background Earthquake risk is on the rise and earthquakes are expected to take an increasing number of lives. Hazard and risk assessments are the foundation for raising awareness among policy makers and the general public, forming the basis for decisions and actions that effectively build resilience and can reduce risk. While important work has been carried out in the Central American and Caribbean region to understand earthquake risk assessment and management there is still ample room to enhance that understanding and properly introduce it in decision- and policy-making processes. In many areas of the world, state-of-the-art information and tools to assess earthquake risk have been inaccessible for a long time. As a first step to tackle this problem, the Global Earthquake Model (GEM) has been created and spent the past 11 years collaboratively advancing open source science and technology for global state-of-the-art seismic hazard and risk modeling, data collection, and risk assessment at scales from local to national, regional, and global. Objectives The project aims to calculate hazard and risk, and to estimate the compounding social and economic factors that increase the physical damage and decrease the post-event capacities of populations to respond to and recover from damaging earthquake events in The Caribbean and Central America, by involving local experts from throughout the region. The goal of the Program in Central America and the Caribbean is to develop capacity in the region for earthquake risk assessment by leveraging GEM tools and resources, to enhance the understanding of earthquake risk, and to bridge the gap between risk assessment and disaster risk reduction. To improve the understanding of earthquake risk in the Central America and Caribbean region while developing local capacities to use open source resources for producing earthquake hazard and risk information at regional, national and local scales. To engage with decision-makers and other end-users to make the connection between advanced risk assessment by local experts and risk-reducing action and so influence DRR policy. Collaborators The CCARA project would not have been possible without the contributions of all the municipalities in particular: the Municipality of San José (Costa Rica), National Commission of Emergencies (CNE), University of Costa Rica (UCR) - Laboratorio Nacional de Materiales y Estructuras (LANAMME), INETER, ONESVIE, ODPEM, BRGM, Bureau des Mines, VT, Geologica UPR Mayaquez, UNI, SRC and UMG. Location Caribbean and Central America countries Website Caribbean and Central America Earthquake Risk Assessment (CCARA) wiki site contains an overview of the project. Anchor 1 Anchor 5 The CCARA project hosted four participants from South America to introduce seismic hazard and risk assessment using tools developed by GEM – specifically the OpenQuake engine. Anchor 4 Modelling subduction earthquakes: GEM experiences in Latin America CCARA project GEM presents the results of the USAID-funded CCARA Project in Santo Domingo, Dominican Republic A hazard workshop in San José, Costa Rica from September 18th to 22nd as part of the risk assessment activities of the CCARA project. Anchor3 Publications CCAF-DB: The Caribbean and Central American Active Fault Database Disclaimer The contents of this project website such as studies, reports, audio-visual, news articles, blogs, and other information or media products including those in the external links are made possible by the generous support of the American people through the United States Agency for International Development (USAID). The contents are the responsibility of the Global Earthquake Model (GEM) Foundation and do not necessarily reflect the views of USAID or the United States Government.

Projects METEOR Modelling Exposure Through Earth Observation Routines (METEOR) Versión en español English version Share Facebook LinkedIn Overview Outcomes Training Outreach Photos Publications Anchor 6 Background At present, there is a poor understanding of population exposure in some Official Development Assistance (ODA) countries, which causes major challenges when making Disaster Risk Management decisions. Modelling Exposure Through Earth Observation Routines (METEOR) takes a step-change in the application of Earth Observation exposure data by developing and delivering more accurate levels of population exposure to natural hazards. Providing new consistent data to governments, town planners and insurance providers will promote welfare and economic development in these countries and better enable them to respond to the hazards when they do occur. Objectives METEOR aims to formulate an innovative methodology of creating exposure data through the use of EO-based imagery to identify development patterns throughout a country. Stratified sampling technique harnessing traditional land use interpretation methods modified to characterise building patterns can be combined with EO and in-field building characteristics to capture the distribution of building types. These protocols and standards will be developed for broad application to ODA countries and will be tested and validated for both Nepal and Tanzania to assure they are fit-for-purpose. Objectives of the project look to: deliver exposure data for 47 of the least developed ODA countries, including Nepal and Tanzania; create hazard footprints for the specific countries; create open protocol; to develop critical exposure information from EO data; and capacity-building of local decision makers to apply data and assess hazard exposure. Collaborators METEOR Project Consortium The British Geological Survey (BGS) ImageCat National Society for Earthquake Technology (NSET) The Disaster Management Department-Tanzania The Humanitarian OpenStreetMap Team (HOT) Oxford Policy Management Limited (OPM) Fathom Location Nepal, Tanzania For more details on the METEOR Project, click read more below to visit the website. Anchor 1 Anchor 5 Anchor 4 Anirudh and Nicole will be producing vulnerability data for different building types to different hazards for Nepal and Tanzania. About 20 project participants from GEM, Tanzania Prime Minister’s Office-Disaster Management Department (DMD), NSET, BGS, HOT OSM, ImageCat and OPM... Modelling Exposure Through Earth Observation Routines: EO-based Exposure, Nepal and Tanzania granted by the UK Space Agency Anirudh Rao and Nicole Paul participated in the quarterly UK Space Agency #METEOR Project meeting and workshops in Kathmandu, Nepal. Anchor3 Publications To download the METEOR Project official deliverables documents, click the Read More button below.

Projects WESTERN BALKANS CCDR Input to World Banks' Country Climate and Development Report (CCDR) for Western Balkans Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background As part of the World Bank Groups' Country Climate and Development Reports (CCDRs), the GEM Foundation and JBA Risk Management are working together to provide current (2021) and future (2050) earthquake and flood risk assessment for 6 West Balkans countries: Albania, Bosnia and Herzegovina, Kosovo, Montenegro, North Macedonia and Serbia. The GEM Risk Team is providing the exposure database (property and population data) for both the flood and seismic risk assessment for six Western Balkan countries at the lowest administrative level, using both existing datasets for 2021 and socio-economic projections for forecasted exposure to 2050. Seismic hazard and risk assessment for the current and future exposure is also being undertaken with the OpenQuake engine, leading to average annual losses and losses for specific return periods for each country. Duration: 2023 Objectives The World Bank is preparing the Country Climate and Development Report for the Western Balkans. The CCDR aims to inform policy dialogue and engagement with governments. This provides an opportunity to carry out several analytical pieces, including in the area of Disaster Risk Management, bringing together existing knowledge on the economic and social impacts of disasters and climate change, and delivering new analytical insights to support policy recommendations. Collaborators JBA Risk Management, GEM Foundation Funding partner: World Bank Group Locations Albania, Bosnia and Herzegovina, Kosovo, Montenegro, North Macedonia and Serbia. Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects GEORGIA DRR Capacity building to understand and take action on seismic risks in Georgia Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background This project aims to enhance the understanding of earthquake impacts in Georgia and to address the following two challenges: i. The lack of understanding of potential earthquake risk and the impact on people, infrastructure and the economy at large; and ii. the lack of efforts to reduce the vulnerability of existing infrastructure, particularly critical emergency response infrastructure. The project is divided into 5 tasks, with the GEM Risk Team contributing to all tasks, with a specific emphasis on developing exposure models, identifying vulnerability models and running the probabilistic seismic risk assessment with the OpenQuake engine: Task 1 – Project Inception Task 2 – Preparation of Input Data & Development of Input Models Task 3 – Seismic Risk Analysis Task 4 – Recommendations on Risk Reduction Strategy Task 5 – Capacity Building Workshops Duration: 2020-2021 Objectives The objective of this project is to provide greater insight to the World Bank into the exposure of Georgia’s emergency response sectors to earthquakes and the potential consequences, as well as strategies to build seismic resilience in these sectors. The findings allow the World Bank to develop recommendations and better advise the Government of Georgia on how to: i. enhance its capacity to plan for future risk reduction investment programs based on a better understanding of earthquake risk in emergency response buildings; ii. develop options for a framework for a future short, medium and long-term intervention strategy; and iii. communicate and build consensus on earthquake risks and potential interventions in key sectors. Collaborators GEM Foundation, Arup, Progress Project LLC, Ilia State University Funding partner: World Bank Group Location Georgia Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects READY2RESPOND Rapid Diagnostic in Uttarakhand and Himachal Pradesh Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background Ready2Respond (R2R) is a rapid diagnostic guide, designed to improve national, sub-national and city resilience mechanisms and to protect development gains through investments in emergency preparedness and response systems. It is informed by the World Bank Group (WBG) City Resilience Program (CRP) and other WBG resilience platforms. In this project R2R is applied to the Uttarakhand and Himachal Pradesh states in the Himalayan region of India. The GEM Risk Team contributes to the project by providing: Literature review and stakeholder mapping around hazard and risk initiatives, risk data and models for both states Provision of seismic hazard/risk model outputs and related descriptive information for both states (to support diagnostic activities) Review of legal regulation of the built environment and associated initiatives Review of seismic preparedness of the critical infrastructure defined in the project Preparation and remote input into stakeholder workshops Duration: 2023 Objectives This project responds to the need to provide effective and comprehensive diagnosis of the Uttarakhand and Himachal Pradesh states’ emergency preparedness and response systems in the Himalayan region of India. This enables the World Bank and the government to tailor investments to strengthen institutional capacity and capability, ensure public safety, and limit economic disruption in the face of multiple, and often cascading, geological and hydrometeorological hazards. Collaborators GEM Foundation, JBA Consulting, Geo Climate Risk Solutions (GCRS) Funding partner: World Bank Group Location India Himalayas Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications