Dynamic risk assessment model for flood disaster on a projection pursuit cluster and its application

Jun Zhao, Juliang Jin, Qizhong Guo, Li Liu, Yaqian Chen, Mei Pan

Research output: Contribution to journalArticlepeer-review

36 Scopus citations

Abstract

Aiming at reducing the losses from flood disaster, a dynamic risk assessment model for flood disaster is studied in this article. This model is built upon the projection pursuit cluster principle and risk indexes in the system, proceeding from the whole structure to its component parts. In this study, a fuzzy analytic hierarchy approach is employed to screen out the index system and determine the index weight, while the future value of each index is simulated by an improved back-propagation neural network algorithm. The proposed model adopts a dynamic evaluation method to analyze temporal data and assesses risk development by comprehensive analysis. The projection pursuit theory is used for clustering spatial data. The optimal projection vector is applied to calculate the risk cluster type. Therefore, the flood disaster risk level is confirmed and then the local conditions for presenting the control strategy. This study takes the Tunxi area, Huangshan city, as an example. After dynamic risk assessment model establishment, verification and application for flood disasters between the actual and simulated data from 2001 to 2013, the comprehensive risk assessment results show that the development trend for flood disaster risk is still in a decline on the whole, despite the rise in a few years. This is in accordance with the actual conditions. The proposed model is shown to be feasible for theory and application, providing a new way to assess flood disaster risk.

Original languageEnglish (US)
Pages (from-to)2175-2183
Number of pages9
JournalStochastic Environmental Research and Risk Assessment
Volume28
Issue number8
DOIs
StatePublished - Oct 31 2014

All Science Journal Classification (ASJC) codes

  • Environmental Engineering
  • Environmental Chemistry
  • Water Science and Technology
  • Safety, Risk, Reliability and Quality
  • Environmental Science(all)

Keywords

  • Back-propagation neural network
  • Dynamic risk evaluation
  • Flood disaster
  • Fuzzy analytic hierarchy process
  • Projection pursuit cluster

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