Reliability of ERA5 and ERA5-Land reanalysis data in the Canadian Prairies

被引:6
|
作者
Gheysari, Ali Fatolahzadeh [2 ]
Maghoul, Pooneh [1 ,2 ]
Ojo, E. RoTimi [3 ]
Shalaby, Ahmed [2 ]
机构
[1] Civil Geol & Min Engn Dept, Polytech Montreal, Montreal, PQ, Canada
[2] Univ Manitoba, Price Fac Engn, Dept Civil Engn, Winnipeg, MB, Canada
[3] Dept Agr, Govt Manitoba, Winnipeg, MB, Canada
关键词
BIG DATA;
D O I
10.1007/s00704-023-04771-z
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Meteorological data are essential in precision agriculture in the Canadian Prairies and are often associated with spatiotemporal discontinuity and scarcity. Reanalysis data products aim to address this challenge and have recently gained popularity. The European Centre for Medium-Range Weather Forecasts' ERA5, and its high-resolution land component, ERA5-Land, are two reanalysis datasets that provide hourly estimates of many climate variables globally. This paper focuses on evaluating the performance of ERA5 and ERA5-Land over the Canadian prairies, utilizing data from 109 weather stations situated in southern Manitoba, Canada. Various variables are investigated at daily, monthly, and annual aggregation periods, including air temperature, ground temperature, soil water content, wind speed, precipitation, and evaporation. The datasets are evaluated regarding seasonal bias and spatial distribution of errors over the study area. Regression parameters are also presented to address the biases. Among the investigated variables, air temperature and wind speed exhibit the lowest errors. The evaluation further reveals an overall tendency to overpredict ground temperatures and precipitation while underpredicting evaporation. Based on these findings, the ERA5 and ERA5-Land datasets hold significant potential in applications such as climate-smart agriculture, energy demand analysis, assessing renewable energy resources, and facilitating sustainable urban development.
引用
下载
收藏
页码:3087 / 3098
页数:12
相关论文
共 50 条
  • [21] Application of ERA5-Land reanalysis data in zoning of climate risk for corn in the state of Bahia—Brazil
    Wendy Kaori Matsunaga
    Eliton Sancler Gomes Sales
    Gervásio Costa Assis Júnior
    Madson Tavares Silva
    Francinete Francis Lacerda
    Evaldo de Paiva Lima
    Carlos Antonio Costa dos Santos
    José Ivaldo Barbosa de Brito
    Theoretical and Applied Climatology, 2024, 155 : 945 - 963
  • [22] Assessment of changes in absolute extreme temperatures in the Mediterranean region using ERA5-Land reanalysis data
    Erlat, Ecmel
    Guler, Hakan
    THEORETICAL AND APPLIED CLIMATOLOGY, 2024, 155 (09) : 9051 - 9066
  • [23] Evaluation of air temperature estimated by ERA5-Land reanalysis using surface data in Pernambuco, Brazil
    Caio Sérgio Pereira de Araújo
    Ivis Andrei Campos e Silva
    Matteo Ippolito
    Ceres Duarte Guedes Cabral de Almeida
    Environmental Monitoring and Assessment, 2022, 194
  • [24] Tropospheric Delay Model Based on VMF and ERA5 Reanalysis Data
    Zhang, Mengtao
    Wang, Mengli
    Guo, Hang
    Hu, Junjun
    Xiong, Jian
    APPLIED SCIENCES-BASEL, 2023, 13 (09):
  • [25] Evaluation of ERA5-Land reanalysis datasets for extreme temperatures in the Qilian Mountains of China
    Zhao, Peng
    He, Zhibin
    Ma, Dengke
    Wang, Wen
    FRONTIERS IN ECOLOGY AND EVOLUTION, 2023, 11
  • [26] Is the Gridded Data Accurate? Evaluation of Precipitation and Historical Wet and Dry Periods from ERA5 Data for Canadian Prairies
    Frank, Thiago
    da Silva Junior, Carlos Antonio
    Chutko, Krystopher J. J.
    Teodoro, Paulo Eduardo
    de Oliveira-Junior, Jose Francisco
    Guo, Xulin
    REMOTE SENSING, 2022, 14 (24)
  • [27] Evaluation of the Spatial and Temporal Variations of Condensation and Desublimation over the Qinghai-Tibet Plateau Based on Penman Model Using Hourly ERA5-Land and ERA5 Reanalysis Datasets
    Li, Hongyuan
    Chen, Rensheng
    Han, Chuntan
    Yang, Yong
    REMOTE SENSING, 2022, 14 (22)
  • [28] The ERA5 global reanalysis: Preliminary extension to 1950
    Bell, Bill
    Hersbach, Hans
    Simmons, Adrian
    Berrisford, Paul
    Dahlgren, Per
    Horanyi, Andras
    Munoz-Sabater, Joaquin
    Nicolas, Julien
    Radu, Raluca
    Schepers, Dinand
    Soci, Cornel
    Villaume, Sebastien
    Bidlot, Jean-Raymond
    Haimberger, Leo
    Woollen, Jack
    Buontempo, Carlo
    Thepaut, Jean-Noel
    QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2021, 147 (741) : 4186 - 4227
  • [29] The ERA5 global reanalysis from 1940 to 2022
    Soci, Cornel
    Hersbach, Hans
    Simmons, Adrian
    Poli, Paul
    Bell, Bill
    Berrisford, Paul
    Horanyi, Andras
    Munoz-Sabater, Joaquin
    Nicolas, Julien
    Radu, Raluca
    Schepers, Dinand
    Villaume, Sebastien
    Haimberger, Leopold
    Woollen, Jack
    Buontempo, Carlo
    Thepaut, Jean-Noel
    QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2024, : 4014 - 4048
  • [30] Application of ERA5-Land reanalysis data in zoning of climate risk for corn in the state of Bahia-Brazil
    Matsunaga, Wendy Kaori
    Sales, Eliton Sancler Gomes
    Assis Junior, Gervasio Costa
    Silva, Madson Tavares
    Lacerda, Francinete Francis
    Lima, Evaldo de Paiva
    dos Santos, Carlos Antonio Costa
    de Brito, Jose Ivaldo Barbosa
    THEORETICAL AND APPLIED CLIMATOLOGY, 2024, 155 (02) : 945 - 963