Building And Measuring Community Resilience

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Building and Measuring Community Resilience

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309489725
Total Pages : 153 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis Building and Measuring Community Resilience by : National Academies of Sciences, Engineering, and Medicine

Download or read book Building and Measuring Community Resilience written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2019-05-26 with total page 153 pages. Available in PDF, EPUB and Kindle. Book excerpt: The frequency and severity of disasters over the last few decades have presented unprecedented challenges for communities across the United States. In 2005, Hurricane Katrina exposed the complexity and breadth of a deadly combination of existing community stressors, aging infrastructure, and a powerful natural hazard. In many ways, the devastation of Hurricane Katrina was a turning point for understanding and managing disasters, as well as related plan making and policy formulation. It brought the phrase "community resilience" into the lexicon of disaster management. Building and Measuring Community Resilience: Actions for Communities and the Gulf Research Program summarizes the existing portfolio of relevant or related resilience measurement efforts and notes gaps and challenges associated with them. It describes how some communities build and measure resilience and offers four key actions that communities could take to build and measure their resilience in order to address gaps identified in current community resilience measurement efforts. This report also provides recommendations to the Gulf Research Program to build and measure resilience in the Gulf of Mexico region.

Disaster Resilience

Author : National Academies
Publisher : National Academies Press
ISBN 13 : 0309261503
Total Pages : 216 pages
Book Rating : 4.3/5 (92 download)

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Book Synopsis Disaster Resilience by : National Academies

Download or read book Disaster Resilience written by National Academies and published by National Academies Press. This book was released on 2012-12-29 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: No person or place is immune from disasters or disaster-related losses. Infectious disease outbreaks, acts of terrorism, social unrest, or financial disasters in addition to natural hazards can all lead to large-scale consequences for the nation and its communities. Communities and the nation thus face difficult fiscal, social, cultural, and environmental choices about the best ways to ensure basic security and quality of life against hazards, deliberate attacks, and disasters. Beyond the unquantifiable costs of injury and loss of life from disasters, statistics for 2011 alone indicate economic damages from natural disasters in the United States exceeded $55 billion, with 14 events costing more than a billion dollars in damages each. One way to reduce the impacts of disasters on the nation and its communities is to invest in enhancing resilience-the ability to prepare and plan for, absorb, recover from and more successfully adapt to adverse events. Disaster Resilience: A National Imperative addresses the broad issue of increasing the nation's resilience to disasters. This book defines "national resilience", describes the state of knowledge about resilience to hazards and disasters, and frames the main issues related to increasing resilience in the United States. It also provide goals, baseline conditions, or performance metrics for national resilience and outlines additional information, data, gaps, and/or obstacles that need to be addressed to increase the nation's resilience to disasters. Additionally, the book's authoring committee makes recommendations about the necessary approaches to elevate national resilience to disasters in the United States. Enhanced resilience allows better anticipation of disasters and better planning to reduce disaster losses-rather than waiting for an event to occur and paying for it afterward. Disaster Resilience confronts the topic of how to increase the nation's resilience to disasters through a vision of the characteristics of a resilient nation in the year 2030. Increasing disaster resilience is an imperative that requires the collective will of the nation and its communities. Although disasters will continue to occur, actions that move the nation from reactive approaches to disasters to a proactive stance where communities actively engage in enhancing resilience will reduce many of the broad societal and economic burdens that disasters can cause.

Developing a Framework for Measuring Community Resilience

Author : National Research Council
Publisher : National Academies Press
ISBN 13 : 0309347416
Total Pages : 108 pages
Book Rating : 4.3/5 (93 download)

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Book Synopsis Developing a Framework for Measuring Community Resilience by : National Research Council

Download or read book Developing a Framework for Measuring Community Resilience written by National Research Council and published by National Academies Press. This book was released on 2015-03-26 with total page 108 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 2012 National Research Council report Disaster Resilience: A National Imperative highlighted the challenges of increasing national resilience in the United States. One finding of the report was that "without numerical means of assessing resilience, it would be impossible to identify the priority needs for improvement, to monitor changes, to show that resilience had improved, or to compare the benefits of increasing resilience with the associated costs." Although measuring resilience is a challenge, metrics and indicators to evaluate progress, and the data necessary to establish the metric, are critical for helping communities to clarify and formalize what the concept of resilience means for them, and to support efforts to develop and prioritize resilience investments. One of the recommendations from the 2012 report stated that government entities at federal, state, and local levels and professional organizations should partner to help develop a framework for communities to adapt to their circumstances and begin to track their progress toward increasing resilience. To build upon this recommendation and begin to help communities formulate such a framework, the Resilient America Roundtable of the National Academies convened the workshop Measures of Community Resilience: From Lessons Learned to Lessons Applied on September 5, 2014 in Washington, D.C. The workshop's overarching objective was to begin to develop a framework of measures and indicators that could support community efforts to increase their resilience. The framework will be further developed through feedback and testing in pilot and other partner communities that are working with the Resilient America Roundtable. This report is a summary of the one-day workshop, which consisted of a keynote address and two panel sessions in the morning and afternoon breakout sessions that began the discussion on how to develop a framework of resilience measures.

Building Community Disaster Resilience Through Private-Public Collaboration

Author : National Research Council
Publisher : National Academies Press
ISBN 13 : 0309162637
Total Pages : 142 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Building Community Disaster Resilience Through Private-Public Collaboration by : National Research Council

Download or read book Building Community Disaster Resilience Through Private-Public Collaboration written by National Research Council and published by National Academies Press. This book was released on 2011-03-17 with total page 142 pages. Available in PDF, EPUB and Kindle. Book excerpt: Natural disasters-including hurricanes, earthquakes, volcanic eruptions, and floods-caused more than 220,000 deaths worldwide in the first half of 2010 and wreaked havoc on homes, buildings, and the environment. To withstand and recover from natural and human-caused disasters, it is essential that citizens and communities work together to anticipate threats, limit their effects, and rapidly restore functionality after a crisis. Increasing evidence indicates that collaboration between the private and public sectors could improve the ability of a community to prepare for, respond to, and recover from disasters. Several previous National Research Council reports have identified specific examples of the private and public sectors working cooperatively to reduce the effects of a disaster by implementing building codes, retrofitting buildings, improving community education, or issuing extreme-weather warnings. State and federal governments have acknowledged the importance of collaboration between private and public organizations to develop planning for disaster preparedness and response. Despite growing ad hoc experience across the country, there is currently no comprehensive framework to guide private-public collaboration focused on disaster preparedness, response, and recovery. Building Community Disaster Resilience through Private-Public Collaboration assesses the current state of private-public sector collaboration dedicated to strengthening community resilience, identifies gaps in knowledge and practice, and recommends research that could be targeted for investment. Specifically, the book finds that local-level private-public collaboration is essential to the development of community resilience. Sustainable and effective resilience-focused private-public collaboration is dependent on several basic principles that increase communication among all sectors of the community, incorporate flexibility into collaborative networks, and encourage regular reassessment of collaborative missions, goals, and practices.

The Community Resilience Handbook

Author : Edward A Thomas
Publisher :
ISBN 13 : 9781641057387
Total Pages : 470 pages
Book Rating : 4.0/5 (573 download)

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Book Synopsis The Community Resilience Handbook by : Edward A Thomas

Download or read book The Community Resilience Handbook written by Edward A Thomas and published by . This book was released on 2021-06-07 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt: Resilience is a community's ability to withstand and quickly recover from disasters and other hazardous events. This comprehensive guide to community resilience for state and local officials, disaster relief organizations, and concerned attorneys and community members encapsulates the ABA's commitment to promoting community resilience as set forth in Resolution 108, which is included as an appendix.

Healthy, Resilient, and Sustainable Communities After Disasters

Author : Institute of Medicine
Publisher : National Academies Press
ISBN 13 : 0309316227
Total Pages : 532 pages
Book Rating : 4.3/5 (93 download)

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Book Synopsis Healthy, Resilient, and Sustainable Communities After Disasters by : Institute of Medicine

Download or read book Healthy, Resilient, and Sustainable Communities After Disasters written by Institute of Medicine and published by National Academies Press. This book was released on 2015-09-10 with total page 532 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the devastation that follows a major disaster, there is a need for multiple sectors to unite and devote new resources to support the rebuilding of infrastructure, the provision of health and social services, the restoration of care delivery systems, and other critical recovery needs. In some cases, billions of dollars from public, private and charitable sources are invested to help communities recover. National rhetoric often characterizes these efforts as a "return to normal." But for many American communities, pre-disaster conditions are far from optimal. Large segments of the U.S. population suffer from preventable health problems, experience inequitable access to services, and rely on overburdened health systems. A return to pre-event conditions in such cases may be short-sighted given the high costs - both economic and social - of poor health. Instead, it is important to understand that the disaster recovery process offers a series of unique and valuable opportunities to improve on the status quo. Capitalizing on these opportunities can advance the long-term health, resilience, and sustainability of communities - thereby better preparing them for future challenges. Healthy, Resilient, and Sustainable Communities After Disasters identifies and recommends recovery practices and novel programs most likely to impact overall community public health and contribute to resiliency for future incidents. This book makes the case that disaster recovery should be guided by a healthy community vision, where health considerations are integrated into all aspects of recovery planning before and after a disaster, and funding streams are leveraged in a coordinated manner and applied to health improvement priorities in order to meet human recovery needs and create healthy built and natural environments. The conceptual framework presented in Healthy, Resilient, and Sustainable Communities After Disasters lays the groundwork to achieve this goal and provides operational guidance for multiple sectors involved in community planning and disaster recovery. Healthy, Resilient, and Sustainable Communities After Disasters calls for actions at multiple levels to facilitate recovery strategies that optimize community health. With a shared healthy community vision, strategic planning that prioritizes health, and coordinated implementation, disaster recovery can result in a communities that are healthier, more livable places for current and future generations to grow and thrive - communities that are better prepared for future adversities.

National Earthquake Resilience

Author : National Research Council
Publisher : National Academies Press
ISBN 13 : 0309186773
Total Pages : 197 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis National Earthquake Resilience by : National Research Council

Download or read book National Earthquake Resilience written by National Research Council and published by National Academies Press. This book was released on 2011-09-09 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: The United States will certainly be subject to damaging earthquakes in the future. Some of these earthquakes will occur in highly populated and vulnerable areas. Coping with moderate earthquakes is not a reliable indicator of preparedness for a major earthquake in a populated area. The recent, disastrous, magnitude-9 earthquake that struck northern Japan demonstrates the threat that earthquakes pose. Moreover, the cascading nature of impacts-the earthquake causing a tsunami, cutting electrical power supplies, and stopping the pumps needed to cool nuclear reactors-demonstrates the potential complexity of an earthquake disaster. Such compound disasters can strike any earthquake-prone populated area. National Earthquake Resilience presents a roadmap for increasing our national resilience to earthquakes. The National Earthquake Hazards Reduction Program (NEHRP) is the multi-agency program mandated by Congress to undertake activities to reduce the effects of future earthquakes in the United States. The National Institute of Standards and Technology (NIST)-the lead NEHRP agency-commissioned the National Research Council (NRC) to develop a roadmap for earthquake hazard and risk reduction in the United States that would be based on the goals and objectives for achieving national earthquake resilience described in the 2008 NEHRP Strategic Plan. National Earthquake Resilience does this by assessing the activities and costs that would be required for the nation to achieve earthquake resilience in 20 years. National Earthquake Resilience interprets resilience broadly to incorporate engineering/science (physical), social/economic (behavioral), and institutional (governing) dimensions. Resilience encompasses both pre-disaster preparedness activities and post-disaster response. In combination, these will enhance the robustness of communities in all earthquake-vulnerable regions of our nation so that they can function adequately following damaging earthquakes. While National Earthquake Resilience is written primarily for the NEHRP, it also speaks to a broader audience of policy makers, earth scientists, and emergency managers.

Applications of Social Network Analysis for Building Community Disaster Resilience

Author : National Research Council
Publisher : National Academies Press
ISBN 13 : 0309142334
Total Pages : 81 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Applications of Social Network Analysis for Building Community Disaster Resilience by : National Research Council

Download or read book Applications of Social Network Analysis for Building Community Disaster Resilience written by National Research Council and published by National Academies Press. This book was released on 2009-07-23 with total page 81 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social Network Analysis (SNA) is the identification of the relationships and attributes of members, key actors, and groups that social networks comprise. The National Research Council, at the request of the Department of Homeland Security, held a two-day workshop on the use of SNA for the purpose of building community disaster resilience. The workshop, summarized in this volume, was designed to provide guidance to the DHS on a potential research agenda that would increase the effectiveness of SNA for improving community disaster resilience. The workshop explored the state of the art in SNA and its applications in the identification, construction, and strengthening of networks within U.S. communities. Workshop participants discussed current work in SNA focused on characterizing networks; the theories, principles and research applicable to the design or strengthening of networks; the gaps in knowledge that prevent the application of SNA to the construction of networks; and research areas that could fill those gaps. Elements of a research agenda to support the design, development, and implementation of social networks for the specific purpose of strengthening community resilience against natural and human-made disasters were discussed.

Building Community Resilience to Disasters

Author : Anita Chandra
Publisher : Rand Corporation
ISBN 13 : 0833052098
Total Pages : 104 pages
Book Rating : 4.8/5 (33 download)

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Book Synopsis Building Community Resilience to Disasters by : Anita Chandra

Download or read book Building Community Resilience to Disasters written by Anita Chandra and published by Rand Corporation. This book was released on 2011 with total page 104 pages. Available in PDF, EPUB and Kindle. Book excerpt: Community resilience, or the sustained ability of a community to withstand and recover from adversity has become a key policy issue at federal, state, and local levels, including in the National Health Security Strategy. Because resources are limited in the wake of an emergency, it is increasingly recognized that resilience is critical to a community's ability to reduce long recovery periods after an emergency. This report provides a roadmap for federal, state, and local leaders who are developing plans to enhance community resilience for health security threats and describes options for building community resilience in key areas. Based on findings from a literature review and a series of community and regional focus groups, the authors provide a definition of community resilience in the context of national health security and a set of eight levers and five core components for building resilience. They then describe suggested activities that communities are pursuing and may want to strengthen for community resilience, and they identify challenges to implementation.

Community Resilience

Author : Alonzo L. Plough
Publisher : Oxford University Press, USA
ISBN 13 : 0197559387
Total Pages : 273 pages
Book Rating : 4.1/5 (975 download)

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Book Synopsis Community Resilience by : Alonzo L. Plough

Download or read book Community Resilience written by Alonzo L. Plough and published by Oxford University Press, USA. This book was released on 2021 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: Community Resilience: Equitable Practices for an Uncertain Future presents a rich body of research findings, enlivened by stories of lived experience, to reflect on the current attitudes and policies that prevent health equity. It offers concrete action points for improving community resilience and potential pathways for more equitable public health research in the future.

Framing Community Disaster Resilience

Author : Hugh Deeming
Publisher : John Wiley & Sons
ISBN 13 : 1119165962
Total Pages : 304 pages
Book Rating : 4.1/5 (191 download)

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Book Synopsis Framing Community Disaster Resilience by : Hugh Deeming

Download or read book Framing Community Disaster Resilience written by Hugh Deeming and published by John Wiley & Sons. This book was released on 2019-01-29 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: An essential guide to the foundations, research and practices of community disaster resilience Framing Community Disaster Resilience offers a guide to the theories, research and approaches for addressing the complexity of community resilience towards hazardous events or disasters. The text draws on the activities and achievements of the project emBRACE: Building Resilience Amongst Communities in Europe. The authors identify the key dimensions of resilience across a range of disciplines and domains and present an analysis of community characteristics, networks, behaviour and practices in specific test cases. The text contains an in-depth exploration of five test cases whose communities are facing impacts triggered by different hazards, namely: river floods in Germany, earthquakes in Turkey, landslides in South Tyrol, Italy, heat-waves in London and combined fluvial and pluvial floods in Northumberland and Cumbria. The authors examine the data and indicators of past events in order to assess current situations and to tackle the dynamics of community resilience. In addition, they put the focus on empirical analysis to explore the resilience concept and to test the usage of indicators for describing community resilience. This important text: Merges the forces of research knowledge, networking and practices in order to understand community disaster resilience Contains the results of the acclaimed project Building Resilience Amongst Communities in Europe - emBRACE Explores the key dimensions of community resilience Includes five illustrative case studies from European communities that face various hazards Written for undergraduate students, postgraduates and researchers of social science, and policymakers, Framing Community Disaster Resilience reports on the findings of an important study to reveal the most effective approaches to enhancing community resilience. The emBRACE research received funding from the European Community‘s Seventh Framework Programme FP7/2007-2013 under grant agreement n° 283201. The European Community is not liable for any use that may be made of the information contained in this publication.

Building and Measuring Community Resilience

Author : National Academies of Sciences, Engineering, and Medicine (U.S.), Committee on Measuring Community Resilience
Publisher :
ISBN 13 : 9780309489737
Total Pages : 133 pages
Book Rating : 4.4/5 (897 download)

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Book Synopsis Building and Measuring Community Resilience by : National Academies of Sciences, Engineering, and Medicine (U.S.), Committee on Measuring Community Resilience

Download or read book Building and Measuring Community Resilience written by National Academies of Sciences, Engineering, and Medicine (U.S.), Committee on Measuring Community Resilience and published by . This book was released on 2019 with total page 133 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The frequency and severity of disasters over the last few decades have presented unprecedented challenges for communities across the United States. In 2005, Hurricane Katrina exposed the complexity and breadth of a deadly combination of existing community stressors, aging infrastructure, and a powerful natural hazard. In many ways, the devastation of Hurricane Katrina was a turning point for understanding and managing disasters, as well as related plan making and policy formulation. It brought the phrase "community resilience" into the lexicon of disaster management. Building and Measuring Community Resilience: Actions for Communities and the Gulf Research Program summarizes the existing portfolio of relevant or related resilience measurement efforts and notes gaps and challenges associated with them. It describes how some communities build and measure resilience and offers four key actions that communities could take to build and measure their resilience in order to address gaps identified in current community resilience measurement efforts. This report also provides recommendations to the Gulf Research Program to build and measure resilience in the Gulf of Mexico region"--Publisher's description

Disaster Risk Reduction and Resilience

Author : Muneta Yokomatsu
Publisher : Springer Nature
ISBN 13 : 9811543208
Total Pages : 239 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Disaster Risk Reduction and Resilience by : Muneta Yokomatsu

Download or read book Disaster Risk Reduction and Resilience written by Muneta Yokomatsu and published by Springer Nature. This book was released on 2020-07-01 with total page 239 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides insight on how disaster risk management can increase the resilience of society to various natural hazards. The multi-dimensionality of resilience and the various different perspectives in regards to disaster risk reduction are taken explicitly into account by providing studies and approaches on different scales and ranging from natural science based methods to social science frameworks. For all chapters, special emphasis is placed on implementation aspects and specifically in regards to the targets and priorities for action laid out in the Sendai Framework for Disaster Risk Reduction. The chapters provide also a starting point for interested readers on specific issues of resilience and therefore include extensive reference material and important future directions for research.

Community Capacity and Resilience in Latin America

Author : Paul R. Lachapelle
Publisher : Routledge
ISBN 13 : 1351619543
Total Pages : 209 pages
Book Rating : 4.3/5 (516 download)

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Book Synopsis Community Capacity and Resilience in Latin America by : Paul R. Lachapelle

Download or read book Community Capacity and Resilience in Latin America written by Paul R. Lachapelle and published by Routledge. This book was released on 2020-05-20 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Community Capacity and Resilience in Latin America addresses the role of communities in building their capacity to increase resiliency and carry out rural development strategies in Latin America. Resiliency in a community sense is associated with an ability to address stress and respond to shock while obtaining participatory engagement in community assessment, planning and outcome. Although the political contexts for community development have changed dramatically in a number of Latin American countries in recent years, there are growing opportunities and examples of communities working together to address common problems and improve collective quality of life. This book links scholarship that highlights community development praxis using new frameworks to understand the potential for community capacity and resiliency. By rejecting old linear models of development, based on technology transfer and diffusion of technology, many communities in Latin America have built capacity of their capital assets to become more resilient and adapt positively to change. This book is an essential resource for academics and practitioners of rural development, demonstrating that there is much we can learn from the skills of self-diagnosis and building on existing assets to enhance community capitals. Chapter 3 of this book is freely available as a downloadable Open Access PDF at http://www.taylorfrancis.com under a Creative Commons Attribution (CC-BY) 4.0 license.

Strengthening Post-Hurricane Supply Chain Resilience

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309494583
Total Pages : 137 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis Strengthening Post-Hurricane Supply Chain Resilience by : National Academies of Sciences, Engineering, and Medicine

Download or read book Strengthening Post-Hurricane Supply Chain Resilience written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2020-04-02 with total page 137 pages. Available in PDF, EPUB and Kindle. Book excerpt: Resilient supply chains are crucial to maintaining the consistent delivery of goods and services to the American people. The modern economy has made supply chains more interconnected than ever, while also expanding both their range and fragility. In the third quarter of 2017, Hurricanes Harvey, Irma and Maria revealed some significant vulnerabilities in the national and regional supply chains of Texas, Florida, the U.S. Virgin Islands, and Puerto Rico. The broad impacts and quick succession of these three hurricanes also shed light on the effectiveness of the nation's disaster logistics efforts during response through recovery. Drawing on lessons learned during the 2017 hurricanes, this report explores future strategies to improve supply chain management in disaster situations. This report makes recommendations to strengthen the roles of continuity planning, partnerships between civic leaders with small businesses, and infrastructure investment to ensure that essential supply chains will remain operational in the next major disaster. Focusing on the supply chains food, fuel, water, pharmaceutical, and medical supplies, the recommendations of this report will assist the Federal Emergency Management Agency as well as state and local officials, private sector decision makers, civic leaders, and others who can help ensure that supply chains remain robust and resilient in the face of natural disasters.

Measuring Vulnerability to Natural Hazards

Author : Birkmann
Publisher : The Energy and Resources Institute (TERI)
ISBN 13 : 9788179931226
Total Pages : 582 pages
Book Rating : 4.9/5 (312 download)

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Book Synopsis Measuring Vulnerability to Natural Hazards by : Birkmann

Download or read book Measuring Vulnerability to Natural Hazards written by Birkmann and published by The Energy and Resources Institute (TERI). This book was released on 2007-01-01 with total page 582 pages. Available in PDF, EPUB and Kindle. Book excerpt: Measuring Vulnerability to Natural Hazards presents a broad range of current approaches to measuring vulnerability. It provides a comprehensive overview of different concepts at the global, regional, national, and local levels, and explores various schools of thought. More than 40 distinguished academics and practitioners analyse quantitative and qualitative approaches, and examine their strengths and limitations. This book contains concrete experiences and examples from Africa, Asia, the Americas and Europe to illustrate the theoretical analyses.The authors provide answers to some of the key questions on how to measure vulnerability and they draw attention to issues with insufficient coverage, such as the environmental and institutional dimensions of vulnerability and methods to combine different methodologies.This book is a unique compilation of state-of-the-art vulnerability assessment and is essential reading for academics, students, policy makers, practitioners, and anybody else interested in understanding the fundamentals of measuring vulnerability. It is a critical review that provides important conclusions which can serve as an orientation for future research towards more disaster resilient communities.

Deep Learning for Coders with fastai and PyTorch

Author : Jeremy Howard
Publisher : O'Reilly Media
ISBN 13 : 1492045497
Total Pages : 624 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Deep Learning for Coders with fastai and PyTorch by : Jeremy Howard

Download or read book Deep Learning for Coders with fastai and PyTorch written by Jeremy Howard and published by O'Reilly Media. This book was released on 2020-06-29 with total page 624 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications. Authors Jeremy Howard and Sylvain Gugger, the creators of fastai, show you how to train a model on a wide range of tasks using fastai and PyTorch. You’ll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes. Train models in computer vision, natural language processing, tabular data, and collaborative filtering Learn the latest deep learning techniques that matter most in practice Improve accuracy, speed, and reliability by understanding how deep learning models work Discover how to turn your models into web applications Implement deep learning algorithms from scratch Consider the ethical implications of your work Gain insight from the foreword by PyTorch cofounder, Soumith Chintala