Uncertainty quantification for disaster modelling: flooding as a case study

被引:2
|
作者
Raillani, Hajar [1 ,2 ]
Hammadi, Lamia [1 ,2 ]
El Ballouti, Abdessamad [1 ]
Barbu, Vlad Stefan [3 ]
De Cursi, Eduardo Souza [2 ]
机构
[1] UCD, Natl Sch Appl Sci, Lab Engn Sci Energy, El Jadida 24000, Morocco
[2] Natl Inst Appl Sci INSA Rouen Normandy, Lab Mech Normandy LMN, F-76800 St Etienne du Rouvray, Rouen, France
[3] Univ Rouen, Lab Math Raphael Salem UMR 60, Normandy, Rouen, France
关键词
Uncertainty quantification; Disaster; Flooding; CDF; Collocation; Disaster management; Morocco; POLYNOMIAL CHAOS;
D O I
10.1007/s00477-023-02419-y
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Disaster's behaviour recognition has become an area of interest for researchers in the last decades especially with climate changes that have contributed in disaster's severity which made their prediction more complicated. The aim of this work is to use uncertainty quantification tools to describe the flooding behaviour in Morocco based on deaths numbers using the Interpolation-based Approximations (Collocation) method in Hilbert Space in order to find the Cumulative Distribution Function (CDF) and using derivation by Dirac's approximations to determine the Probability Density Function (PDF), with the aim of describing the mortality of the disaster over regions and finally detecting the areas more sensitive to this disaster. The use of uncertainty quantification models for flooding goes beyond the ordinary application for data analysis, but it constitutes a decision-making tool for governments and organizations in the field of disaster management especially for disaster prediction.
引用
收藏
页码:2803 / 2814
页数:12
相关论文
共 50 条
  • [41] Measuring Uncertainty Using Different Approaches: A Case Study for Acetaminophen Quantification
    Francisco, Fabiane Lacerda
    Saviano, Alessandro Morris
    Lourenco, Felipe Rebello
    JOURNAL OF AOAC INTERNATIONAL, 2016, 99 (03) : 612 - 617
  • [42] Uncertainty Contribution Estimation for Monte Carlo Uncertainty Quantification via Subspace Analysis: Neutronics Case Study
    Khuwaileh, Bassam A.
    Al-Shabi, Mohammad A.
    Assad, Mamdouh El Haj
    BIG DATA III: LEARNING, ANALYTICS, AND APPLICATIONS, 2021, 11730
  • [43] Modelling of continuous surfactant flooding application for marginal oilfields: a case study of Bentiu reservoir
    Abbas, Azza Hashim
    Elhag, Hani Hago
    Sulaiman, Wan Rosli Wan
    Gbadamosi, Afeez
    Pourafshary, Peyman
    Ebrahimi, Shirin Shafiei
    Alqohaly, Osamah Yahya
    Agi, Augustine
    JOURNAL OF PETROLEUM EXPLORATION AND PRODUCTION TECHNOLOGY, 2021, 11 (02) : 989 - 1006
  • [44] Modelling of continuous surfactant flooding application for marginal oilfields: a case study of Bentiu reservoir
    Azza Hashim Abbas
    Hani Hago Elhag
    Wan Rosli Wan Sulaiman
    Afeez Gbadamosi
    Peyman Pourafshary
    Shirin Shafiei Ebrahimi
    Osamah Yahya Alqohaly
    Augustine Agi
    Journal of Petroleum Exploration and Production, 2021, 11 : 989 - 1006
  • [45] Analysis of remote sensing imagery for disaster assessment using deep learning: a case study of flooding event
    Yang, Liping
    Cervone, Guido
    SOFT COMPUTING, 2019, 23 (24) : 13393 - 13408
  • [46] Uncertainty assessment in modelling soil acidification at the European scale: A case study
    Kros, J
    Pebesma, EJ
    Reinds, GJ
    Finke, PA
    JOURNAL OF ENVIRONMENTAL QUALITY, 1999, 28 (02) : 366 - 377
  • [47] Uncertainty analysis in water quality modelling - Case study: Hjarbaek fjord
    Hoybye, JA
    NORDIC HYDROLOGY, 1996, 27 (03) : 203 - 214
  • [48] Analysis of remote sensing imagery for disaster assessment using deep learning: a case study of flooding event
    Liping Yang
    Guido Cervone
    Soft Computing, 2019, 23 : 13393 - 13408
  • [49] Network and business modelling under traffic forecast uncertainty: a case study
    Geary, N
    Antonopoulos, A
    Mitchell, J
    FOURTH INTERNATIONAL WORKSHOP ON DESIGN OF RELIABLE COMMUNICATION NETWORKS - (DRCN 2003), PROCEEDINGS: DESIGN AND MANAGEMENT OF HIGHLY RELIABLE NETWORKS AND SERVICES, 2003, : 304 - 310
  • [50] Allocation of temporary disaster response facilities under demand uncertainty: An earthquake case study
    Cavdur, Fatih
    Kose-Kucuk, Merve
    Sebatli, Asli
    INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION, 2016, 19 : 159 - 166