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An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Categorizing and Harmonizing Natural, Technological, and Socio-Economic Perils Following the Catastrophe Modeling
1Institute of Risk Analysis, Prediction and Management (Risks-X), Academy for Advanced Interdisciplinary Studies, Southern University of Science and Technology (SUSTech), Shenzhen 518055, China.
This study categorizes over 20 perils using a hazard pipeline framework for catastrophe (CAT) modeling. Harmonizing hazard processes with energy metrics aids risk assessment and understanding emerging threats.
Area of Science:
- Risk assessment and catastrophe (CAT) modeling.
- Natural, technological, and socio-economic hazard analysis.
Background:
- Probabilistic hazard and risk assessment literature features diverse modeling strategies for specific perils.
- Catastrophe (CAT) modeling offers a framework for quantifying natural and man-made disasters.
- Peril characteristics lack categorization and harmonization, hindering comparison and emerging risk assessment.
Purpose of the Study:
- To categorize perils using a standardized hazard pipeline.
- To harmonize peril characteristics for improved risk assessment.
- To establish a framework for understanding and implementing emerging risks.
Main Methods:
- Literature review of over 20 perils across natural, technological, and socio-economic systems.
- Categorization based on the CAT modeling hazard pipeline: event source, size distribution, and intensity footprint.
- Harmonization of hazard processes using energy transfer as a common metric.
Main Results:
- Defined peril categorizations: point/line/area/track/diffuse source; discrete event/continuous flow; spatial diffusion/threshold/sustained propagation.
- Established a universal hazard pipeline applicable to diverse perils.
- Identified energy transfer as the core physical process in the hazard pipeline.
Conclusions:
- A standardized categorization and harmonization framework for perils is essential for effective risk assessment.
- The proposed hazard pipeline and energy metric provide a unified approach to understanding diverse hazards.
- This work facilitates comparison across perils and simplifies the assessment of emerging risks.
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