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- GEOINQUIRE | Global Earthquake Model Foundation
Projects GEOINQUIRE GeoINQUIRE: Geosphere INfrastructures for QUestions into Integrated REsearch Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background The GeoINQUIRE project provides and enhances access to selected key data, products, and services, enabling the dynamic processes within the geosphere to be monitored and modelled at new levels of spatial and temporal detail and precision. Geo-INQUIRE benefits from a unique partnership of 51 partners consisting of major national research institutes, universities, national geological surveys, and European consortia. Geo-INQUIRE will enhance and make interoperable the activities of the involved partners and conduct dedicated training programs for their optimal use. A portfolio of 150 Virtual Access (VA) and Transnational Access (TA, both virtual and on-site) installations will be offered to the scientific community. The GEM Foundation is offering one of the Virtual Access services within the geohazard-and-multi-risk-assessment portfolio of services; this service will provide access to earthquake and secondary hazards impact data. More information: https://www.geo-inquire.eu/about/about-geo-inquire Duration: 2022 - 2026 Objectives The project aims to overcome cross-domain barriers, especially the land-sea-atmosphere environments, and will exploit innovative data management techniques, modelling and simulations methods, developments in AI and big data, and extend existing data infrastructures to disseminate these resources to the wider scientific community, including the EOSC landscape. Collaborators Please refer to: https://www.geo-inquire.eu/about/partners Funding partner: European Commission Location Potsdam, Germany Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications
- HORUS | Global Earthquake Model Foundation
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
- ARISTOTLE | Global Earthquake Model Foundation
Projects ARISTOTLE Multi-Hazard Expert Advice System for ERCC Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background The All Risk Integrated System TOwards Trans-boundary hoListic Early-warning or ARISTOTLE consortium combines a number of services that enable a rapid understanding of events from various natural hazards (earthquakes and tsunami, volcanoes, severe weather and floods) and how they might unfold, thus aiding a deeper interpretation of the resulting hazards and impact. The GEM Foundation is supporting the consortium by providing an assessment of the impact of earthquakes using GEM's global exposure and vulnerability models, with a focus on metrics such as collapsed buildings and displaced people, such that it may provide an added value to existing rapid loss assessment services such as the USGS's Prompt Assessment of Global Earthquakes for Response (PAGER). Visit http://pilot.aristotle.ingv.it/ for more details about the project. Duration: 2022 - 2028 Objectives ARISTOTLE aims to provide Multi-Hazard Advice to the European Research Coordination Centre, either in advance of / during the activation of the EC Civil Protection Mechanism (CPM), in order to increase preparedness and response levels of the EU and to improve the ERCC’s assessment capacity. Collaborators ARISTOTLE is a multi-disciplinary partnership consisting of world-leading scientific centres in the areas of Earth and Climate sciences, providing operational and monitoring services, early warning and information systems as well as contributing to innovation and research actions. Location Global (Rome, Italy) Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications
- GEORGIA DRR | Global Earthquake Model Foundation
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
- WB-Istanbul | Global Earthquake Model Foundation
Projects WB-Istanbul Seismic impact scenarios for Istanbul Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background Türkiye is situated in a seismically active region, with a history of significant earthquakes that have led to substantial loss of life, economic disruption, and damage to infrastructure. The country's rapid urbanization and the presence of numerous buildings constructed before the introduction of modern building codes contribute to its vulnerability to seismic events. Istanbul, Türkiye’s largest city, is of particular concern due to its high population density, economic significance, and the potential impact of a major earthquake. The city has a mix of old and new structures, with many residential buildings constructed before the year 2000, when the country's modern building codes were introduced. These older structures are often not designed to withstand significant seismic forces, making them particularly susceptible to damage or collapse in the event of an earthquake. Given this context, there is a critical need to understand the costs associated with retrofitting and reconstructing buildings to meet current seismic safety standards. The World Bank was interested in preparing accurate unit cost estimations for both reconstruction and retrofitting scenarios. Such estimations are essential for planning, budgeting, and implementing risk reduction activities. Additionally, preparing seismic impact scenarios for Istanbul is imperative to quantify the potential post-earthquake recovery and reconstruction costs, identify the most vulnerable structures, and inform prioritization of interventions that can mitigate the risks posed by earthquakes. Duration: 2024 Objectives The objectives of this Consultancy were: Provide information on the cost per square meter (USD) for reconstruction and various retrofitting options in the case of Türkiye for pre-2000 residential buildings, considering emerging information from the 2023 earthquakes on building performance/vulnerability. Provide seismic impact scenarios for the Istanbul metropolitan area, with disaggregated information on building types, building age, and spatial areas, considering at least four different earthquake scenarios. The analysis was expected to consider damage estimates (considering pre-earthquake costs), as well as recovery and reconstruction costs that consider build back better, emergency response costs, surge pricing, etc. Collaborators Collaborators: GEM Foundation Funding partner: World Bank Group Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications
- WESTERN BALKANS CCDR | Global Earthquake Model Foundation
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
- EPOS ON | Global Earthquake Model Foundation
Projects EPOS ON European Plate Observing System-Optimisation and EvolutioN (EPOS ON) Project Versión en español English version Share Facebook LinkedIn Background Anchor 6 Background The European Plate Observing System-Optimisation and EvolutioN (EPOS ON) project, a collaborative initiative involving a consortium of 34 partners across 18 countries aims to support the optimisation and evolution of the EPOS Research Infrastructure (EPOS RI) by enhancing the interoperability, accessibility, and integration of various datasets for effective risk management and resilience against natural hazards. The project is led and coordinated by EPOS ERIC with funding support from the European Union (EU) under the Horizon Europe program, and will be implemented across various geographic locations within Europe and may extend its partnerships to other regions globally. Duration: September 1, 2024 to August 31, 2024 More details: https://www.epos-eu.org/on . Expected Key Outputs GEM work packages (WP) include scientific products that support risk management: WP3 Contribution to Tackle Societal Challenges - Enhancement of existing EPOS services for improved risk management for natural hazards, supported by dialogue with the EU Union Civil Protection Knowledge Network (UCPKN). Data products and services for rapid post-event assessment: this includes the improvement of existing tools (e.g., European ShakeMap service) for rapid post-event assessment of earthquake impacts and associated secondary hazards (e.g. liquefaction), tools to predict population dynamics in the immediate aftermath of a disaster, and databases of damage-dependent seismic vulnerability models for European buildings. WP5 Enlarging European and International Collaborations - Establishment of collaborative partnerships with relevant research infrastructures to promote synergies and expand global access to EPOS services and data. Support for the expansion of the existing European seismic risk services to include maps representing the environmental impact associated with earthquakes in terms of equivalent carbon dioxide (eCO2) emissions arising from damage and subsequent repair activities. Collaborators EPOS ON includes 34 partners from 18 countries, which represent not only research and academy, but also private sector companies and new communities. Funding partner: EPOS ON is funded by the EC Horizon Europe programme under G.A. n 101131592 Location Europe Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications
- COMET GEM | Global Earthquake Model Foundation
Projects COMET GEM COMET-GEM Central Asia Seismic Hazard Project Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background Since 2021, COMET and GEM have partnered to integrate the latest advancements in earthquake science into seismic hazard and risk modeling. The first phase of the collaboration (2020–2022) focused on building essential datasets, including an active fault database, a homogenized earthquake catalog, GNSS data, and a preliminary seismic hazard model for Central Asia. The ongoing second phase (2023–2025), supported by the Natural Environment Research Council (NERC), UK, expands on these efforts by incorporating time-dependent hazard modeling, earthquake clustering analysis, and geodetic data processing. By bridging scientific research with practical applications, the collaboration ensures that hazard models remain at the forefront of earthquake risk assessment, strengthening disaster preparedness efforts in Central Asia and beyond. Duration: Phase 1: 2021 -2023, Phase 2: 2023 - 2025 More details: https://comet.nerc.ac.uk/ Overall Objective The COMET-GEM collaboration aims to develop an advanced, publicly accessible seismic hazard and risk model for Central Asia, integrating cutting-edge scientific methods such as satellite geodesy, palaeoseismology, and geodetic data analysis. The goal is to provide local communities, researchers, and policymakers with robust hazard and risk assessments to inform disaster risk reduction strategies and enhance preparedness for future seismic events. Specific Objectives / Expected Outputs 1. Enhancing Seismic Hazard Models Refining fault databases, earthquake catalogs, and strain rate fields to improve hazard predictions. Incorporating time-dependent earthquake occurrence models and earthquake clustering analysis to improve forecasting. 2. Integrating Advanced Scientific Techniques Utilizing InSAR-based deformation data and GNSS datasets to quantify seismic strain accumulation across Central Asia. Developing high-resolution geodetic velocity fields for improved hazard modeling. 3. Supporting Disaster Risk Reduction Integrating hazard models into seismic risk assessments to estimate economic and human losses. Engaging local communities and stakeholders in seismic hazard model development. 4. Collaborative Research and Capacity Building Hosting workshops and training sessions to enhance regional expertise in seismic hazard assessment. Supporting research collaborations in Central Asia, the South Caucasus, and beyond. Collaborators Project Coordination: COMET and GEM, with contributions from UK-based institutions Global Earthquake Model (GEM) Foundation COMET (Centre for Observation and Modelling of Earthquakes, Volcanoes & Tectonics) British Geological Survey (BGS) University of Oxford (geologic data compilation) University of Leeds (geodetic data processing) Various local and international research institutions Funding Partner: Natural Environment Research Council (NERC), UK Locations Primary Focus Region: Central Asia Additional Areas of Study: South Caucasus, Türkiye, Mongolia Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications
- GFDRR-DFID | Global Earthquake Model Foundation
Projects GFDRR-DFID GFDRR-DFID Challenge Funds Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background The Global Facility for Disaster Reduction and Recovery (GFDRR) and the UK Department for International Development's (DFID) competitive Challenge Fund pilots new and innovative approaches to overcoming technical and technological challenges in order to strengthen disaster and climate risk decision-making in developing countries. To this end, this project is supporting the development of data, products, and approaches to support disaster risk management decision-making and build resilience, including through better information, but also strengthening key steps in moving from information to insight and behaviour change. Each challenge is focusing on the development of a database with hazard footprints, exposure information and vulnerability models. The viability of the databases will be demonstrated using exposure data for Tanzania and another DFID priority country. Objectives The project is divided into three components. The British Geological Survey leads the development of a data schema and data for a multi-hazard database (Challenge 1) while GEM and University College London lead the development of a global exposure database (Challenge 2) and open vulnerability platform for evaluating risk (Challenge 3) respectively. GEM also contributes to Challenge Fund 1 and 3. GEM leads Challenge Fund 2 on the development of a global exposure data framework, which includes the physical vulnerability characteristics and exposure taxonomy. The aim is to identify the most important vulnerability characteristics; ways to account for uncertainties in exposure and vulnerability models; type of assets that should be supported by the vulnerability and exposure database; and the most common and useful intensity measure types. The objective of this project is to develop a Data Exploration Tool to promote the ability of a user to access, understand and use hazard, exposure and vulnerability data stored in a format that follows the data schema developed by the Challenge Fund consortia. British Geological Survey (BGS) leads the development of a data schema and data for a multi-hazard database (Challenge 1) GEM Foundation leads the development of a global exposure database (Challenge 2) University College London (UCL) leads the development of open vulnerability platform for evaluating risk (Challenge 3) Various organizations also participated and contributed to the project such as the Geological Survey of Tanzania; Ardhi University (Tanzania); Dar Es Salaam University (Tanzania); DFID Tanzania; Prime Minister's Office - Disaster Management Department (Tanzania); DoMA (Malawi); INGC (Mozambique); Ministry of Energy & Mineral Development (Uganda); ImageCat (USA); Humanitarian OpenStreetMap Team (HOT Indonesia); NSET (Nepal); IDF (Switzerland); UA (Netherlands); NGI (Norway); NOC (UK); CIMA (Italy); and UCL-EPI (UK). Locations Tanzania and neighbouring countries Anchor 1 Anchor 5 Anchor 4 The GFDRR-DFID Challenge Fund projects on the development of exposure, vulnerability and hazard footprints databases kicked off with a 2-day inception workshop. The University College London (UCL) EPICentre and CatLin XL hosted the second workshop held on July 27 in London to collect feedback. A consortium led by the GEM Foundation with partners ImageCat Inc. and the Humanitarian OpenStreetMap Team completed recently an open exposure database for multi-hazard risk assessment... Anchor3 Publications GFDRR-UK Aid Challenge Fund: Final Learning Report: Value of Risk Information for Decision Making May 31, 2018 How can innovative approaches make communities more resilient to climate change and natural disasters? GFDRR-DFID Challenge Funds Round 2 Extensible Data Schemas for Multiple Hazards, Exposure and Vulnerability Data published as part of the UNDRR GAR2019 . Data schema and data: for multi-hazard database (BGS), for global exposure database (GEM), for a global database of vulnerability functions (UCL)
- INDONESIA DRR | Global Earthquake Model Foundation
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


















