Stationary and non‐stationary detection of extreme precipitation events and trends of average precipitation from 1980 to 2010 in the Paraná River basin, Brazil

The main objective of this study was to investigate the trends on average and extreme events in time series of daily precipitation from 1980 to 2010 in the Paraná River basin, Brazil. The nonparametric Mann–Kendall test was applied to detect monotonic trend in the precipitation series. The occurrenc...

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Published in:International journal of climatology Vol. 40; no. 2; pp. 1197 - 1212
Main Authors: Xavier, Ana Carolina Freitas, Rudke, Anderson Paulo, Fujita, Thais, Blain, Gabriel Constantino, Morais, Marcos Vinicius Bueno, Almeida, Daniela Sanches, Rafee, Sameh Adib Abou, Martins, Leila Droprinchinski, Souza, Rodrigo Augusto Ferreira, Freitas, Edimilson Dias, Martins, Jorge Alberto
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Language:English
Published: Chichester, UK John Wiley & Sons, Ltd 01-02-2020
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Abstract The main objective of this study was to investigate the trends on average and extreme events in time series of daily precipitation from 1980 to 2010 in the Paraná River basin, Brazil. The nonparametric Mann–Kendall test was applied to detect monotonic trend in the precipitation series. The occurrence of extreme values was analysed based on three generalized extreme values (GEV) models: Model 1 (stationary), Model 2 (non‐stationary for location parameter), and Model 3 (non‐stationary for location and scale parameters). The GEV parameters were estimated by the Generalized Maximum Likelihood method (GMLE) and for the non‐stationary models, the parameters were estimated as linear functions of time. To choose the most suitable model, the maximum likelihood ratio test (D) was used. From the results observed at the monthly scale, it was possible to infer that the months with the highest probability of an extreme weather event occurrence are February (climates Aw and Cfa), July (Cfa and Cfb), and October (Aw, Cfa, and Cfb). Approximately 90% of the 1,112 stations presented no trend regarding the GEV parameters. The non‐stationarity showed by other stations (Models 2 and 3) might be associated with several factors, such as the alteration of land use due to the north expansion of the agricultural border of the Paraná River basin. The average annual precipitation for recent decades shows a downwards trend and is contrary to what was observed for the last decades of the 20th century over humid subtropical climate areas. Maximum daily precipitations over the Paraná River basin showed trends of decrease or increase, depending on the type of climate and season. In terms of monthly maximum trends, February, July, and October are the months with the highest probability of an extreme weather event occurring in the basin.
AbstractList The main objective of this study was to investigate the trends on average and extreme events in time series of daily precipitation from 1980 to 2010 in the Paraná River basin, Brazil. The nonparametric Mann–Kendall test was applied to detect monotonic trend in the precipitation series. The occurrence of extreme values was analysed based on three generalized extreme values (GEV) models: Model 1 (stationary), Model 2 (non‐stationary for location parameter), and Model 3 (non‐stationary for location and scale parameters). The GEV parameters were estimated by the Generalized Maximum Likelihood method (GMLE) and for the non‐stationary models, the parameters were estimated as linear functions of time. To choose the most suitable model, the maximum likelihood ratio test (D) was used. From the results observed at the monthly scale, it was possible to infer that the months with the highest probability of an extreme weather event occurrence are February (climates Aw and Cfa), July (Cfa and Cfb), and October (Aw, Cfa, and Cfb). Approximately 90% of the 1,112 stations presented no trend regarding the GEV parameters. The non‐stationarity showed by other stations (Models 2 and 3) might be associated with several factors, such as the alteration of land use due to the north expansion of the agricultural border of the Paraná River basin. The average annual precipitation for recent decades shows a downwards trend and is contrary to what was observed for the last decades of the 20th century over humid subtropical climate areas. Maximum daily precipitations over the Paraná River basin showed trends of decrease or increase, depending on the type of climate and season. In terms of monthly maximum trends, February, July, and October are the months with the highest probability of an extreme weather event occurring in the basin.
The main objective of this study was to investigate the trends on average and extreme events in time series of daily precipitation from 1980 to 2010 in the Paraná River basin, Brazil. The nonparametric Mann–Kendall test was applied to detect monotonic trend in the precipitation series. The occurrence of extreme values was analysed based on three generalized extreme values (GEV) models: Model 1 (stationary), Model 2 (non‐stationary for location parameter), and Model 3 (non‐stationary for location and scale parameters). The GEV parameters were estimated by the Generalized Maximum Likelihood method (GMLE) and for the non‐stationary models, the parameters were estimated as linear functions of time. To choose the most suitable model, the maximum likelihood ratio test (D) was used. From the results observed at the monthly scale, it was possible to infer that the months with the highest probability of an extreme weather event occurrence are February (climates Aw and Cfa), July (Cfa and Cfb), and October (Aw, Cfa, and Cfb). Approximately 90% of the 1,112 stations presented no trend regarding the GEV parameters. The non‐stationarity showed by other stations (Models 2 and 3) might be associated with several factors, such as the alteration of land use due to the north expansion of the agricultural border of the Paraná River basin.
The main objective of this study was to investigate the trends on average and extreme events in time series of daily precipitation from 1980 to 2010 in the Paraná River basin, Brazil. The nonparametric Mann–Kendall test was applied to detect monotonic trend in the precipitation series. The occurrence of extreme values was analysed based on three generalized extreme values (GEV) models: Model 1 (stationary), Model 2 (non‐stationary for location parameter), and Model 3 (non‐stationary for location and scale parameters). The GEV parameters were estimated by the Generalized Maximum Likelihood method (GMLE) and for the non‐stationary models, the parameters were estimated as linear functions of time. To choose the most suitable model, the maximum likelihood ratio test ( D ) was used. From the results observed at the monthly scale, it was possible to infer that the months with the highest probability of an extreme weather event occurrence are February (climates Aw and Cfa), July (Cfa and Cfb), and October (Aw, Cfa, and Cfb). Approximately 90% of the 1,112 stations presented no trend regarding the GEV parameters. The non‐stationarity showed by other stations (Models 2 and 3) might be associated with several factors, such as the alteration of land use due to the north expansion of the agricultural border of the Paraná River basin.
Author Freitas, Edimilson Dias
Almeida, Daniela Sanches
Blain, Gabriel Constantino
Xavier, Ana Carolina Freitas
Morais, Marcos Vinicius Bueno
Souza, Rodrigo Augusto Ferreira
Rudke, Anderson Paulo
Martins, Leila Droprinchinski
Martins, Jorge Alberto
Rafee, Sameh Adib Abou
Fujita, Thais
Author_xml – sequence: 1
  givenname: Ana Carolina Freitas
  orcidid: 0000-0002-9732-8779
  surname: Xavier
  fullname: Xavier, Ana Carolina Freitas
  email: anacarolinaf.xavier@gmail.com
  organization: Agronomic Institute
– sequence: 2
  givenname: Anderson Paulo
  surname: Rudke
  fullname: Rudke, Anderson Paulo
  organization: Federal University of Minas Gerais
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  givenname: Thais
  surname: Fujita
  fullname: Fujita, Thais
  organization: Federal University of Technology‐Paraná
– sequence: 4
  givenname: Gabriel Constantino
  orcidid: 0000-0001-8832-7734
  surname: Blain
  fullname: Blain, Gabriel Constantino
  organization: Agronomic Institute
– sequence: 5
  givenname: Marcos Vinicius Bueno
  surname: Morais
  fullname: Morais, Marcos Vinicius Bueno
  organization: Catholic University of the Maule‐Talca
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  givenname: Daniela Sanches
  surname: Almeida
  fullname: Almeida, Daniela Sanches
  organization: State University of Maringá
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  givenname: Sameh Adib Abou
  surname: Rafee
  fullname: Rafee, Sameh Adib Abou
  organization: Lund University
– sequence: 8
  givenname: Leila Droprinchinski
  surname: Martins
  fullname: Martins, Leila Droprinchinski
  organization: Federal University of Technology‐Paraná
– sequence: 9
  givenname: Rodrigo Augusto Ferreira
  surname: Souza
  fullname: Souza, Rodrigo Augusto Ferreira
  organization: Amazonas State University
– sequence: 10
  givenname: Edimilson Dias
  orcidid: 0000-0001-8783-2747
  surname: Freitas
  fullname: Freitas, Edimilson Dias
  organization: University of São Paulo
– sequence: 11
  givenname: Jorge Alberto
  surname: Martins
  fullname: Martins, Jorge Alberto
  organization: Federal University of Technology‐Paraná
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e_1_2_7_72_1
e_1_2_7_51_1
e_1_2_7_70_1
e_1_2_7_30_1
Secretaria de Recursos Hídricos do Ministério do Meio Ambiente (e_1_2_7_67_1) 2006
e_1_2_7_24_1
e_1_2_7_32_1
e_1_2_7_55_1
e_1_2_7_74_1
e_1_2_7_22_1
e_1_2_7_34_1
e_1_2_7_57_1
e_1_2_7_20_1
e_1_2_7_59_1
e_1_2_7_78_1
e_1_2_7_38_1
Tucci C.E.M. (e_1_2_7_76_1) 2003
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Snippet The main objective of this study was to investigate the trends on average and extreme events in time series of daily precipitation from 1980 to 2010 in the...
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SubjectTerms Brazil
Civil Engineering
Climate
climate change
Daily precipitation
Engineering and Technology
Extreme values
Extreme weather
GEV
Land use
Likelihood ratio
linear distributions
Linear functions
Mathematical models
Maximum likelihood method
monthly
non-stationary
Parameter estimation
Parameters
Precipitation
Probability theory
rainfall
River basins
Rivers
Samhällsbyggnadsteknik
Stations
Teknik
Trends
tropical and subtropical
Vattenteknik
Water Engineering
Weather
Title Stationary and non‐stationary detection of extreme precipitation events and trends of average precipitation from 1980 to 2010 in the Paraná River basin, Brazil
URI https://onlinelibrary.wiley.com/doi/abs/10.1002%2Fjoc.6265
https://www.proquest.com/docview/2350011201
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