Evaluation of Satellite-Based Air Temperature Estimates at Eight Diverse Sites in Africa

被引:11
|
作者
Parsons, Danny [1 ]
Stern, David [2 ]
Ndanguza, Denis [1 ]
Sylla, Mouhamadou Bamba [3 ]
机构
[1] Univ Rwanda, Coll Sci & Technol, Sch Sci, Dept Math, POB 3900, Kigali, Rwanda
[2] IDEMS Int, Reading RG2 7AX, Berks, England
[3] AIMS Rwanda Ctr, African Inst Math Sci AIMS, KN3,POB 7150, Kigali, Rwanda
关键词
climate; climate data; validation; temperature estimates; gridded data; HEAT WAVES; IMPACTS; MODEL;
D O I
10.3390/cli10070098
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
High resolution satellite and reanalysis-based air temperature estimates have huge potential to complement the sparse networks of air temperature measurements from ground stations in Africa. The recently released Climate Hazards Center Infrared Temperature with Stations (CHIRTS-daily) dataset provides daily minimum and maximum air temperature estimates on a near-global scale from 1983 to 2016. This study assesses the performance of CHIRTS-daily in comparison with measurements from eight ground stations in diverse locations across Africa from 1983 to 2016, benchmarked against the ERA5 and ERA5-Land reanalysis to understand its potential to provide localized temperature information. Compared to ERA5 and ERA5-Land, CHIRTS-daily maximum temperature has higher correlation and lower bias of daily, annual mean maximum and annual extreme maximum temperature. It also exhibits significant trends in annual mean maximum temperature, comparable to those from the station data. CHIRTS-daily minimum temperatures generally have higher correlation, but larger bias than ERA5 and ERA5-Land. However, the results indicate that CHIRTS-daily minimum temperature biases may be largely systematic and could potentially be corrected for. Overall, CHIRTS-daily is highly promising as it outperforms ERA5 and ERA5-Land in many areas, and exhibits good results across a small, but diverse set of sites in Africa. Further studies in specific geographic areas could help support these findings.
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页数:16
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