Articles | Volume 13, issue 12
https://doi.org/10.5194/amt-13-6945-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/amt-13-6945-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
21 Dec 2020
Research article |
| 21 Dec 2020
| 21 Dec 2020
Effects of the prewhitening method, the time granularity, and the time segmentation on the Mann–Kendall trend detection and the associated Sen's slope
Martine Collaud Coen
CORRESPONDING AUTHOR
Federal Office of Meteorology and Climatology, MeteoSwiss, Payerne,
Switzerland
Elisabeth Andrews
Cooperative Institute for Research in Environmental Sciences,
University of Colorado, Boulder, CO, USA
NOAA/Earth Systems Research Laboratory Boulder, CO, USA
Alessandro Bigi
Università di Modena e Reggio Emilia, Department of Engineering
“Enzo Ferrari”, Modena, Italy
Giovanni Martucci
Federal Office of Meteorology and Climatology, MeteoSwiss, Payerne,
Switzerland
Gonzague Romanens
Federal Office of Meteorology and Climatology, MeteoSwiss, Payerne,
Switzerland
Frédéric P. A. Vogt
Federal Office of Meteorology and Climatology, MeteoSwiss, Payerne,
Switzerland
Laurent Vuilleumier
Federal Office of Meteorology and Climatology, MeteoSwiss, Payerne,
Switzerland
Viewed
Total article views: 5,140 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 17 Jun 2020)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 3,708 | 1,375 | 57 | 5,140 | 57 | 58 |
- HTML: 3,708
- PDF: 1,375
- XML: 57
- Total: 5,140
- BibTeX: 57
- EndNote: 58
Total article views: 4,482 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 21 Dec 2020)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 3,503 | 939 | 40 | 4,482 | 41 | 40 |
- HTML: 3,503
- PDF: 939
- XML: 40
- Total: 4,482
- BibTeX: 41
- EndNote: 40
Total article views: 658 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 17 Jun 2020)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 205 | 436 | 17 | 658 | 16 | 18 |
- HTML: 205
- PDF: 436
- XML: 17
- Total: 658
- BibTeX: 16
- EndNote: 18
Viewed (geographical distribution)
Total article views: 5,140 (including HTML, PDF, and XML)
Thereof 5,048 with geography defined
and 92 with unknown origin.
Total article views: 4,482 (including HTML, PDF, and XML)
Thereof 4,318 with geography defined
and 164 with unknown origin.
Total article views: 658 (including HTML, PDF, and XML)
Thereof 730 with geography defined
and -72 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
40 citations as recorded by crossref.
- COMPARISON OF INNOVATIVE TREND ANALYSIS METHODS FOR HYDROMETEOROLOGICAL PARAMETERS IN THE KARASU SUB-BASIN C. KÖYCEĞİZ & M. BÜYÜKYILDIZ 10.36306/konjes.1291179
- Reconstruction of daily global solar radiation under all‐sky and cloud‐free conditions in Badajoz (Spain) since 1929 J. Montero‐Martín et al. 10.1002/joc.8042
- The effects of climate and forest cover variability on the hydrological regulation of an eastern Andean Cusiana river sub-basin M. Bedoya & B. Ramírez 10.1016/j.ecohyd.2023.06.012
- Identification of decadal trends and associated causes for organic and elemental carbon in PM2.5 at Canadian urban sites H. Wang et al. 10.1016/j.envint.2021.107031
- Coevolution of Extreme Sea Levels and Sea‐Level Rise Under Global Warming G. Boumis et al. 10.1029/2023EF003649
- Planetary albedo decline over Northwest India contributing to near surface warming S. Sai Krishna et al. 10.1016/j.scitotenv.2021.151607
- On the Impacts of Historical and Future Climate Changes to the Sustainability of the Main Sardinian Forests S. Cipolla & N. Montaldo 10.3390/rs14194893
- Arctic Tropospheric Ozone Trends K. Law et al. 10.1029/2023GL103096
- Response of atmospheric composition to COVID-19 lockdown measures during spring in the Paris region (France) J. Petit et al. 10.5194/acp-21-17167-2021
- Climatological analysis of tropical cyclone impacts on hydrological extremes in the Mid-Atlantic region of the United States N. Sun et al. 10.1088/1748-9326/ac2d6a
- Trends? Complicated answers to a simple question G. Bürger 10.1080/02626667.2023.2224922
- A comprehensive reappraisal of long-term aerosol characteristics, trends, and variability in Asia S. Jin et al. 10.5194/acp-23-8187-2023
- Assessment of carbonaceous aerosols at Mukteshwar: A high-altitude (~2200 m amsl) background site in the foothills of the Central Himalayas R. Sheoran et al. 10.1016/j.scitotenv.2022.161334
- A metastatistical frequency analysis of extreme storm surge hazard along the US coastline G. Boumis et al. 10.1080/21664250.2024.2338323
- Identification of trends of key parameters affecting vegetation over Nigeria’s vegetation zones using innovative trend analysis E. Agbo et al. 10.1007/s12665-023-11141-5
- Streamflow trends of the Pyrenees using observations and multi-model approach (1980–2013) R. Clavera-Gispert et al. 10.1016/j.ejrh.2023.101322
- Measurement report: Increasing trend of atmospheric ion concentrations in the boreal forest J. Sulo et al. 10.5194/acp-22-15223-2022
- Changes in snow cover climatology and its elevation dependency over Romania (1961–2020) V. Amihăesei et al. 10.1016/j.ejrh.2023.101637
- Climate change and food security nexus in Asia: A regional comparison R. Pickson et al. 10.1016/j.ecoinf.2023.102038
- Increase in precipitation scavenging contributes to long-term reductions of light-absorbing aerosol in the Arctic D. Heslin-Rees et al. 10.5194/acp-24-2059-2024
- Deep learning shows declining groundwater levels in Germany until 2100 due to climate change A. Wunsch et al. 10.1038/s41467-022-28770-2
- Variability and trends of near-surface wind speed over the Tibetan Plateau: The role played by the westerly and Asian monsoon G. Zhang et al. 10.1016/j.accre.2024.04.007
- Is There Spatial and Temporal Variability in the Response of Plant Canopy and Trunk Growth to Climate Change in a Typical River Basin of Arid Areas K. Yuan et al. 10.3390/w14101573
- Variance of vegetation coverage and its sensitivity to climatic factors in the Irtysh River basin F. Han et al. 10.7717/peerj.11334
- Increased aerosol concentrations in the High Arctic attributable to changing atmospheric transport patterns J. Pernov et al. 10.1038/s41612-022-00286-y
- Long-term trends of black carbon and particle number concentration in the lower free troposphere in Central Europe J. Sun et al. 10.1186/s12302-021-00488-w
- Climate change scenario projections and their implications on food systems in Taita Taveta County, Kenya F. Nyambariga et al. 10.1371/journal.pclm.0000114
- Multi-faceted analyses of seasonal trends and drivers of land surface variables in Indo-Gangetic river basins S. Uereyen et al. 10.1016/j.scitotenv.2022.157515
- A Framework for Multivariate Analysis of Land Surface Dynamics and Driving Variables—A Case Study for Indo-Gangetic River Basins S. Uereyen et al. 10.3390/rs14010197
- Pan-Arctic seasonal cycles and long-term trends of aerosol properties from 10 observatories J. Schmale et al. 10.5194/acp-22-3067-2022
- Do the Mann-Kendall test and Theil-Sen slope fail to inform trend significance and magnitude in hydrology? J. Zhou et al. 10.1080/02626667.2023.2212166
- Comparison of Mann–Kendall and Şen’s innovative trend method for climatic parameters over Nigeria’s climatic zones E. Agbo et al. 10.1007/s00382-022-06521-9
- Quantifying the historic and future response of karst spring discharge to climate variability and change at a snow-influenced temperate catchment in central Europe X. Fan et al. 10.1007/s10040-023-02703-9
- Repeat photography of Lake Michigan coastal dunes: Expansion of vegetation since 1900 and possible drivers K. McKeehan & A. Arbogast 10.1016/j.jglr.2021.09.016
- The Atlantic Meridional Overturning Circulation at 35°N From Deep Moorings, Floats, and Satellite Altimeter I. Le Bras et al. 10.1029/2022GL101931
- Quantifying the influence of urban development on runoff in South Africa I. Loots et al. 10.1080/1573062X.2022.2027472
- Impact of Changing Arctic Sea Ice Extent, Sea Ice Age, and Snow Depth on Sea Salt Aerosol From Blowing Snow and the Open Ocean for 1980–2017 K. Confer et al. 10.1029/2022JD037667
- Spatiotemporal Comparison of Drought in Shaanxi–Gansu–Ningxia from 2003 to 2020 Using Various Drought Indices in Google Earth Engine X. Zhao et al. 10.3390/rs14071570
- A global analysis of climate-relevant aerosol properties retrieved from the network of Global Atmosphere Watch (GAW) near-surface observatories P. Laj et al. 10.5194/amt-13-4353-2020
- Multidecadal trend analysis of in situ aerosol radiative properties around the world M. Collaud Coen et al. 10.5194/acp-20-8867-2020
38 citations as recorded by crossref.
- COMPARISON OF INNOVATIVE TREND ANALYSIS METHODS FOR HYDROMETEOROLOGICAL PARAMETERS IN THE KARASU SUB-BASIN C. KÖYCEĞİZ & M. BÜYÜKYILDIZ 10.36306/konjes.1291179
- Reconstruction of daily global solar radiation under all‐sky and cloud‐free conditions in Badajoz (Spain) since 1929 J. Montero‐Martín et al. 10.1002/joc.8042
- The effects of climate and forest cover variability on the hydrological regulation of an eastern Andean Cusiana river sub-basin M. Bedoya & B. Ramírez 10.1016/j.ecohyd.2023.06.012
- Identification of decadal trends and associated causes for organic and elemental carbon in PM2.5 at Canadian urban sites H. Wang et al. 10.1016/j.envint.2021.107031
- Coevolution of Extreme Sea Levels and Sea‐Level Rise Under Global Warming G. Boumis et al. 10.1029/2023EF003649
- Planetary albedo decline over Northwest India contributing to near surface warming S. Sai Krishna et al. 10.1016/j.scitotenv.2021.151607
- On the Impacts of Historical and Future Climate Changes to the Sustainability of the Main Sardinian Forests S. Cipolla & N. Montaldo 10.3390/rs14194893
- Arctic Tropospheric Ozone Trends K. Law et al. 10.1029/2023GL103096
- Response of atmospheric composition to COVID-19 lockdown measures during spring in the Paris region (France) J. Petit et al. 10.5194/acp-21-17167-2021
- Climatological analysis of tropical cyclone impacts on hydrological extremes in the Mid-Atlantic region of the United States N. Sun et al. 10.1088/1748-9326/ac2d6a
- Trends? Complicated answers to a simple question G. Bürger 10.1080/02626667.2023.2224922
- A comprehensive reappraisal of long-term aerosol characteristics, trends, and variability in Asia S. Jin et al. 10.5194/acp-23-8187-2023
- Assessment of carbonaceous aerosols at Mukteshwar: A high-altitude (~2200 m amsl) background site in the foothills of the Central Himalayas R. Sheoran et al. 10.1016/j.scitotenv.2022.161334
- A metastatistical frequency analysis of extreme storm surge hazard along the US coastline G. Boumis et al. 10.1080/21664250.2024.2338323
- Identification of trends of key parameters affecting vegetation over Nigeria’s vegetation zones using innovative trend analysis E. Agbo et al. 10.1007/s12665-023-11141-5
- Streamflow trends of the Pyrenees using observations and multi-model approach (1980–2013) R. Clavera-Gispert et al. 10.1016/j.ejrh.2023.101322
- Measurement report: Increasing trend of atmospheric ion concentrations in the boreal forest J. Sulo et al. 10.5194/acp-22-15223-2022
- Changes in snow cover climatology and its elevation dependency over Romania (1961–2020) V. Amihăesei et al. 10.1016/j.ejrh.2023.101637
- Climate change and food security nexus in Asia: A regional comparison R. Pickson et al. 10.1016/j.ecoinf.2023.102038
- Increase in precipitation scavenging contributes to long-term reductions of light-absorbing aerosol in the Arctic D. Heslin-Rees et al. 10.5194/acp-24-2059-2024
- Deep learning shows declining groundwater levels in Germany until 2100 due to climate change A. Wunsch et al. 10.1038/s41467-022-28770-2
- Variability and trends of near-surface wind speed over the Tibetan Plateau: The role played by the westerly and Asian monsoon G. Zhang et al. 10.1016/j.accre.2024.04.007
- Is There Spatial and Temporal Variability in the Response of Plant Canopy and Trunk Growth to Climate Change in a Typical River Basin of Arid Areas K. Yuan et al. 10.3390/w14101573
- Variance of vegetation coverage and its sensitivity to climatic factors in the Irtysh River basin F. Han et al. 10.7717/peerj.11334
- Increased aerosol concentrations in the High Arctic attributable to changing atmospheric transport patterns J. Pernov et al. 10.1038/s41612-022-00286-y
- Long-term trends of black carbon and particle number concentration in the lower free troposphere in Central Europe J. Sun et al. 10.1186/s12302-021-00488-w
- Climate change scenario projections and their implications on food systems in Taita Taveta County, Kenya F. Nyambariga et al. 10.1371/journal.pclm.0000114
- Multi-faceted analyses of seasonal trends and drivers of land surface variables in Indo-Gangetic river basins S. Uereyen et al. 10.1016/j.scitotenv.2022.157515
- A Framework for Multivariate Analysis of Land Surface Dynamics and Driving Variables—A Case Study for Indo-Gangetic River Basins S. Uereyen et al. 10.3390/rs14010197
- Pan-Arctic seasonal cycles and long-term trends of aerosol properties from 10 observatories J. Schmale et al. 10.5194/acp-22-3067-2022
- Do the Mann-Kendall test and Theil-Sen slope fail to inform trend significance and magnitude in hydrology? J. Zhou et al. 10.1080/02626667.2023.2212166
- Comparison of Mann–Kendall and Şen’s innovative trend method for climatic parameters over Nigeria’s climatic zones E. Agbo et al. 10.1007/s00382-022-06521-9
- Quantifying the historic and future response of karst spring discharge to climate variability and change at a snow-influenced temperate catchment in central Europe X. Fan et al. 10.1007/s10040-023-02703-9
- Repeat photography of Lake Michigan coastal dunes: Expansion of vegetation since 1900 and possible drivers K. McKeehan & A. Arbogast 10.1016/j.jglr.2021.09.016
- The Atlantic Meridional Overturning Circulation at 35°N From Deep Moorings, Floats, and Satellite Altimeter I. Le Bras et al. 10.1029/2022GL101931
- Quantifying the influence of urban development on runoff in South Africa I. Loots et al. 10.1080/1573062X.2022.2027472
- Impact of Changing Arctic Sea Ice Extent, Sea Ice Age, and Snow Depth on Sea Salt Aerosol From Blowing Snow and the Open Ocean for 1980–2017 K. Confer et al. 10.1029/2022JD037667
- Spatiotemporal Comparison of Drought in Shaanxi–Gansu–Ningxia from 2003 to 2020 Using Various Drought Indices in Google Earth Engine X. Zhao et al. 10.3390/rs14071570
2 citations as recorded by crossref.
- A global analysis of climate-relevant aerosol properties retrieved from the network of Global Atmosphere Watch (GAW) near-surface observatories P. Laj et al. 10.5194/amt-13-4353-2020
- Multidecadal trend analysis of in situ aerosol radiative properties around the world M. Collaud Coen et al. 10.5194/acp-20-8867-2020
Latest update: 25 Apr 2024
Short summary
The Mann–Kendall trend test requires prewhitening in the presence of serially correlated data. The effects of five prewhitening methods and time granularity, autocorrelation, temporal segmentation and length of the time series on the statistical significance and the slope are studies for seven atmospheric datasets. Finally, a new algorithm using three prewhitening methods is proposed in order to optimize the power of the test, the amount of erroneous false positive trends and the slope estimate.
The Mann–Kendall trend test requires prewhitening in the presence of serially correlated data....
