Volume 125, Issue 16 e2019JD032263
Research Article
Open Access

Development of an Updated Global Land In Situ-Based Data Set of Temperature and Precipitation Extremes: HadEX3

Robert J. H. Dunn,

Corresponding Author

Robert J. H. Dunn

Met Office Hadley Centre, Exeter, UK

Correspondence to:

R. J. H. Dunn,

robert.dunn@metoffice.gov.uk

Search for more papers by this author
Lisa V. Alexander,

Lisa V. Alexander

Climate Change Research Centre, UNSW Sydney, Sydney, New South Wales, Australia

ARC Centre of Excellence for Climate Extremes, UNSW Sydney, Sydney, New South Wales, Australia

Search for more papers by this author
Markus G. Donat,

Markus G. Donat

Barcelona Supercomputing Center, Barcelona, Spain

Search for more papers by this author
Xuebin Zhang,

Xuebin Zhang

Climate Research Division, Environment and Climate Change Canada, Toronto, Ontario, Canada

Search for more papers by this author
Margot Bador,

Margot Bador

Climate Change Research Centre, UNSW Sydney, Sydney, New South Wales, Australia

ARC Centre of Excellence for Climate Extremes, UNSW Sydney, Sydney, New South Wales, Australia

Search for more papers by this author
Nicholas Herold,

Nicholas Herold

Department of Planning, Industry and Environment, Sydney, New South Wales, Australia

Search for more papers by this author
Tanya Lippmann,

Tanya Lippmann

Climate Change Research Centre, UNSW Sydney, Sydney, New South Wales, Australia

ARC Centre of Excellence for Climate Extremes, UNSW Sydney, Sydney, New South Wales, Australia

Department of Earth Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands

Search for more papers by this author
Rob Allan,

Rob Allan

Met Office Hadley Centre, Exeter, UK

Search for more papers by this author
Enric Aguilar,

Enric Aguilar

Centre for Climate Change, Department of Geography, University Rovira i Virgili, Tarragona, Spain

Search for more papers by this author
Abdoul Aziz Barry,

Abdoul Aziz Barry

Centre for Climate Change, Department of Geography, University Rovira i Virgili, Tarragona, Spain

Search for more papers by this author
Manola Brunet,

Manola Brunet

Centre for Climate Change, Department of Geography, University Rovira i Virgili, Tarragona, Spain

Climatic Research Unit, School of Environmental Sciences, University of East Anglia, Norwich, UK

Search for more papers by this author
John Caesar,

John Caesar

Met Office Hadley Centre, Exeter, UK

Search for more papers by this author
Guillaume Chagnaud,

Guillaume Chagnaud

Univ. Grenoble Alpes, IRD, CNRS, Grenoble INP, IGE, Grenoble, France

Search for more papers by this author
Vincent Cheng,

Vincent Cheng

Climate Research Division, Environment and Climate Change Canada, Toronto, Ontario, Canada

Search for more papers by this author
Thelma Cinco,

Thelma Cinco

PAGASA-DOST, Manila, Philippines

Search for more papers by this author
Imke Durre,

Imke Durre

NOAA/NCEI, Asheville, NC, USA

Search for more papers by this author
Rosaline de Guzman,

Rosaline de Guzman

PAGASA-DOST, Manila, Philippines

Search for more papers by this author
Tin Mar Htay,

Tin Mar Htay

Department of Meteorology and Hydrology, Ministry of Transport and Communications, Naypyitaw, Myanmar

Search for more papers by this author
Wan Maisarah Wan Ibadullah,

Wan Maisarah Wan Ibadullah

Malaysian Meteorological Department, Petaling Jaya, Malaysia

Search for more papers by this author
Muhammad Khairul Izzat Bin Ibrahim,

Muhammad Khairul Izzat Bin Ibrahim

Brunei Darussalam Meteorological Department, Bandar Seri Begawan, Brunei Darussalam

Search for more papers by this author
Mahbobeh Khoshkam,

Mahbobeh Khoshkam

I.R. of Iran Meteorological Organization, Tehran, Iran

Search for more papers by this author
Andries Kruger,

Andries Kruger

Climate Service, South African Weather Service, Pretoria, South Africa

Department of Geography, Geoinformatics and Meteorology, University of Pretoria, Pretoria, South Africa

Search for more papers by this author
Hisayuki Kubota,

Hisayuki Kubota

Department of Earth and Planetary Sciences, Hokkaido University, Sapporo, Japan

Search for more papers by this author
Tan Wee Leng,

Tan Wee Leng

Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore

University of Reading, Reading, UK

Search for more papers by this author
Gerald Lim,

Gerald Lim

Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore

Search for more papers by this author
Lim Li-Sha,

Lim Li-Sha

Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore

Search for more papers by this author
Jose Marengo,

Jose Marengo

National Center for Monitoring and Early Warning of Natural Disasters CEMADEN, Sao Paulo, Brazil

Search for more papers by this author
Sifiso Mbatha,

Sifiso Mbatha

Climate Service, South African Weather Service, Pretoria, South Africa

Search for more papers by this author
Simon McGree,

Simon McGree

Bureau of Meteorology, Melbourne, Victoria, Australia

Search for more papers by this author
Matthew Menne,

Matthew Menne

NOAA/NCEI, Asheville, NC, USA

Search for more papers by this author
Maria de los Milagros Skansi,

Maria de los Milagros Skansi

Servicio Meteorológico Nacional, Buenos Aires, Argentina

Search for more papers by this author
Sandile Ngwenya,

Sandile Ngwenya

Climate Service, South African Weather Service, Pretoria, South Africa

Search for more papers by this author
Francis Nkrumah,

Francis Nkrumah

Department of Physics, University of Cape Coast, Cape Coast, Ghana

Search for more papers by this author
Chalump Oonariya,

Chalump Oonariya

Climate Centre, Thai Meteorological Department, Bangkok, Thailand

Search for more papers by this author
Jose Daniel Pabon-Caicedo,

Jose Daniel Pabon-Caicedo

Department of Geography, National University of Colombia, Bogota, Colombia

Search for more papers by this author
Gérémy Panthou,

Gérémy Panthou

Univ. Grenoble Alpes, IRD, CNRS, Grenoble INP, IGE, Grenoble, France

Search for more papers by this author
Cham Pham,

Cham Pham

National Center for Hydro-Meteorological Forecasting of Vietnam, Vietnam Meteorology Hydrology Administration, Hanoi, Vietnam

Search for more papers by this author
Fatemeh Rahimzadeh,

Fatemeh Rahimzadeh

formerly Atmospheric Science and Meteorological Research Center, Tehran, Iran

Search for more papers by this author
Andrea Ramos,

Andrea Ramos

Instituto Nacional de Meteorologia (INMET), Corumbá, Brazil

Search for more papers by this author
Ernesto Salgado,

Ernesto Salgado

Servicio Meteorológico Nacional, Tegucigalpa, Honduras

Search for more papers by this author
Jim Salinger,

Jim Salinger

Department of Agriculture, Food, Environment and Forestry (DAGRI), University of Florence, Florence, Italy

Search for more papers by this author
Youssouph Sané,

Youssouph Sané

Agence Nationale de l'Aviation Civile et de la Météorologie (ANACIM), Dakar, Senegal

Search for more papers by this author
Ardhasena Sopaheluwakan,

Ardhasena Sopaheluwakan

Center for Research and Development, Agency for Meteorology Climatology and Geophysics (BMKG), Jakarta, Indonesia

Search for more papers by this author
Arvind Srivastava,

Arvind Srivastava

Climate Research and Services, IMD Pune, Pune, India

Search for more papers by this author
Ying Sun,

Ying Sun

National Climate Center, China Meteorological Administration, Beijing, China

Search for more papers by this author
Bertrand Timbal,

Bertrand Timbal

Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore

Bureau of Meteorology, Melbourne, Victoria, Australia

Search for more papers by this author
Nichanun Trachow,

Nichanun Trachow

Climate Centre, Thai Meteorological Department, Bangkok, Thailand

Search for more papers by this author
Blair Trewin,

Blair Trewin

Bureau of Meteorology, Melbourne, Victoria, Australia

Search for more papers by this author
Gerard van der Schrier,

Gerard van der Schrier

Royal Netherlands Meteorological Institute (KNMI), De Bilt, The Netherlands

Search for more papers by this author
Jorge Vazquez-Aguirre,

Jorge Vazquez-Aguirre

Licenciatura en Ciencias Atmosféricas, Universidad Veracruzana, Xalapa, Mexico

Search for more papers by this author
Ricardo Vasquez,

Ricardo Vasquez

Dirección Meteorológica de Chile (Chilean National Weather Service), Santiago, Chile

Search for more papers by this author
Claudia Villarroel,

Claudia Villarroel

Dirección Meteorológica de Chile (Chilean National Weather Service), Santiago, Chile

Search for more papers by this author
Lucie Vincent,

Lucie Vincent

Climate Research Division, Environment and Climate Change Canada, Toronto, Ontario, Canada

Search for more papers by this author
Theo Vischel,

Theo Vischel

Univ. Grenoble Alpes, IRD, CNRS, Grenoble INP, IGE, Grenoble, France

Search for more papers by this author
Russ Vose,

Russ Vose

NOAA/NCEI, Asheville, NC, USA

Search for more papers by this author
Mohd Noor'Arifin Bin Hj Yussof,

Mohd Noor'Arifin Bin Hj Yussof

Brunei Darussalam Meteorological Department, Bandar Seri Begawan, Brunei Darussalam

Search for more papers by this author
First published: 02 July 2020
Citations: 38
This article was corrected on 8 APR 2021. See the end of the full text for details.

Abstract

We present the second update to a data set of gridded land-based temperature and precipitation extremes indices: HadEX3. This consists of 17 temperature and 12 precipitation indices derived from daily, in situ observations and recommended by the World Meteorological Organization (WMO) Expert Team on Climate Change Detection and Indices (ETCCDI). These indices have been calculated at around 7,000 locations for temperature and 17,000 for precipitation. The annual (and monthly) indices have been interpolated on a 1.875°×1.25° longitude-latitude grid, covering 1901–2018. We show changes in these indices by examining ”global”-average time series in comparison with previous observational data sets and also estimating the uncertainty resulting from the nonuniform distribution of meteorological stations. Both the short and long time scale behavior of HadEX3 agrees well with existing products. Changes in the temperature indices are widespread and consistent with global-scale warming. The extremes related to daily minimum temperatures are changing faster than the maximum. Spatial changes in the linear trends of precipitation indices over 1950–2018 are less spatially coherent than those for temperature indices. Globally, there are more heavy precipitation events that are also more intense and contribute a greater fraction to the total. Some of the indices use a reference period for calculating exceedance thresholds. We present a comparison between using 1961–1990 and 1981–2010. The differences between the time series of the temperature indices observed over longer time scales are shown to be the result of the interaction of the reference period with a warming climate. The gridded netCDF files and, where possible, underlying station indices are available from www.metoffice.gov.uk/hadobs/hadex3 and www.climdex.org.

Data Availability Statement

The gridded data set is available at www.metoffice.gov.uk/hadobs/hadex3/ and at www.climdex.org. In addition, a version will be lodged on the CEDA archive (https://archive.ceda.ac.uk/).

The underlying station indices will be made available on www.climdex.org where we are allowed to do so. For some collections, we are not allowed to make the underlying station data public under terms of their license, and we encourage readers to contact the appropriate co-author.

All software has been written in Python 3 (Python Software Foundation, Python Software Foundation), with the exception of Climpact2 which is in R (Ihaka & Gentleman, 1996; R Core Team, 2013). The dependencies and interplay between them have been controlled using a Rose (Shin et al., 2019)/Cylc suite (Oliver et al., 2018). The Python scripts are available at a Github repository available through https://doi.org/10.5281/zenodo.3886492, but we are not able to offer any technical support for users. The ERA5 data (Hersbach et al., 2019) are available at the Copernicus Climate Change Service (C3S) Climate Data Store (CDS) at https://cds.climate.copernicus.eu.

The HadEX3 data and software are available under an Open Government Licence (https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/), which complies with Crown Copyright.

Comprehensive reports from the Second Workshop on ASEAN Regional Climate Data, Analysis and Projections (ARCDAP-2) held in Singapore 25-29 March 2019, are available at CCRS: https://ccrs.weather.gov.sg/arcdap-2_workshop/and WMO: https://public.wmo.int/en/events/workshops/second-workshop-asean-regional-climate-data-analysis-and-projections-arcdap%E2%80%932