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This study aims to identify joint impacts of various hazards in Southeast Florida and improve stakeholder collaboration for climate change adaptation. Using network graphs and Bayesian analysis, the project will highlight strengths and weaknesses in hazard response. Stakeholders include government agencies, military, industry, academia, and NGOs to develop tailored impact scenarios. The iterative process will involve various experts and subdivided groups for better understanding. This effort will address the challenge of conceptualizing diverse impact probabilities and refining the model complexity for effective hazard management.
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Visualizing Impacts of Combined EventsA study in Southeast Florida M. Buchanan, K. Chowdhary, H. Li, S. Lorenz, F. Menendez, G. Treuer
Motivation • Region of Focus: Southeast Florida ( Broward, Miami-Dade, Monroe, Palm Beach Counties) • Why? Florida is considered one of the most vulnerable coastal areas to climate change, especially sea level rise. BUT, there is currently insufficient joint stakeholder action on adaptation.
Objective and Goal • Objective: • Identify together with multi-jurisdictional stakeholders of Southeast Florida combined impacts of two or more climate and non-climate hazards happening simultaneously or in short succession. • Facilitate greater regional collaboration across jurisdictional boundaries to increase stakeholders’ adaptive capacity. • Goal: • Create an easy-to-use framework to identify joint impacts of hazards and highlight current strengths and weaknesses of multiple stakeholders relating to adaptation.
How do we do this? • We will set up a network graph to identify the joint relationship between both climate and non-climate hazards and their resultant impacts. • We will use different scenarios of probabilities • We can use these different levels of probabilities to illustrate and identify different impact scenarios • Using conditional probabilities, we can create a Bayesian network. • We can use this to determine the most important hazards, and sensitivities to different hazards.
Who will be involved? • City, County, and Tribal governments • State agencies • DOT, DEP, SFWMD, FDEM • Federal agencies • FEMA, National Parks, etc. • Military • Reserves, Coast Guard, 3 main branches • Industry • Energy, Transportation, Telecommunications • Academics • NGOs • Everglades Law Center, Sierra Club, AARP, Vice Squad
More on the Network • Stakeholders will get together with modelers, statisticians, climate scientists and social scientist to determine the most relevant hazards and impacts (starting from a high level view for a particular sector), and considering what data is available. • Network allows division of labor by subdividing the nodes into areas such as social, physical or structural hazards/ impacts.
Example Hurricane Tidal Flooding Severe Property Damage
Example with joint effect Hurricane Tidal Flooding Severe Property Damage
A more complicated example SEA LEVEL RISE Hurricane Tidal Flooding ROAD DAMAGE Severe Property Damage
Things to consider… • One of the hardest tasks will be to sit down with stakeholders, decision and policy makers, modelers, and mathematicians to come up with a practical event-impact network • Most likely will be an iterative process that can be sub-divided into smaller groups. • We can create different levels of networks that emphasize different scales of events. • The next hardest part will be to conceptualize different scenarios of potential probabilities of hazards and their joint impact. • We may not have enough information to make a qualified guess (missing data) • Model might be too simple, or, on the opposite spectrum, the model can quickly become too complex.