Evaluation of HRCLDAS and ERA5 Datasets for Near-Surface Wind over Hainan Island and South China Sea

Near-surface wind data are particularly important for Hainan Island and the South China Sea, and there is a wide range of wind data sources. A detailed understanding of the reliability of these datasets can help us to carry out related research. In this study, the hourly near-surface wind data from...

Full description

Bibliographic Details
Main Authors: Yi Jiang, Shuai Han, Chunxiang Shi, Tao Gao, Honghui Zhen, Xiaoyan Liu
Format: Article
Language:English
Published: MDPI AG 2021-06-01
Series:Atmosphere
Subjects:
Online Access:https://www.mdpi.com/2073-4433/12/6/766
id doaj-97f3af6ef2b3488684fab9f6f70420b3
record_format Article
spelling doaj-97f3af6ef2b3488684fab9f6f70420b32021-07-01T00:07:10ZengMDPI AGAtmosphere2073-44332021-06-011276676610.3390/atmos12060766Evaluation of HRCLDAS and ERA5 Datasets for Near-Surface Wind over Hainan Island and South China SeaYi Jiang0Shuai Han1Chunxiang Shi2Tao Gao3Honghui Zhen4Xiaoyan Liu5Meteorological Information Center of Hainan Province, Haikou 570203, ChinaNational Meteorological Information Center, Beijing 100081, ChinaNational Meteorological Information Center, Beijing 100081, ChinaKey Laboratory of South China Sea Meteorological Disaster Prevention and Mitigation of Hainan Province, Haikou 570203, ChinaMeteorological Information Center of Hainan Province, Haikou 570203, ChinaMeteorological Information Center of Hainan Province, Haikou 570203, ChinaNear-surface wind data are particularly important for Hainan Island and the South China Sea, and there is a wide range of wind data sources. A detailed understanding of the reliability of these datasets can help us to carry out related research. In this study, the hourly near-surface wind data from the High-Resolution China Meteorological Administration (CMA) Land Data Assimilation System (HRCLDAS) and the fifth-generation ECMWF atmospheric reanalysis data (ERA5) were evaluated by comparison with the ground automatic meteorological observation data for Hainan Island and the South China Sea. The results are as follows: (1) the HRCLDAS and ERA5 near-surface wind data trend was basically the same as the observation data trend, but there was a smaller bias, smaller root-mean-square errors, and higher correlation coefficients between the near-surface wind data from HRCLDAS and the observations; (2) the quality of HRCLDAS and ERA5 near-surface wind data was better over the islands of the South China Sea than over Hainan Island land. However, over the coastal areas of Hainan Island and island stations near Sansha, the quality of the HRCLDAS near-surface wind data was better than that of ERA5; (3) the quality of HRCLDAS near-surface wind data was better than that of ERA5 over different types of landforms. The deviation of ERA5 and HRCLDAS wind speed was the largest along the coast, and the quality of the ERA5 wind direction data was poorest over the mountains, whereas that of HRCLDAS was poorest over hilly areas; (4) the accuracy of HRCLDAS at all wind levels was higher than that of ERA5. ERA5 significantly overestimated low-grade winds and underestimated high-grade winds. The accuracy of HRCLDAS wind ratings over the islands of the South China Sea was significantly higher than that over Hainan Island land, especially for the higher wind ratings; and (5) in the typhoon process, the simulation of wind by HRCLDAS was closer to the observations, and its simulation of higher wind speeds was more accurate than the ERA5 simulations.https://www.mdpi.com/2073-4433/12/6/766near-surface windHRCLDASERA5evaluation
collection DOAJ
language English
format Article
sources DOAJ
author Yi Jiang
Shuai Han
Chunxiang Shi
Tao Gao
Honghui Zhen
Xiaoyan Liu
spellingShingle Yi Jiang
Shuai Han
Chunxiang Shi
Tao Gao
Honghui Zhen
Xiaoyan Liu
Evaluation of HRCLDAS and ERA5 Datasets for Near-Surface Wind over Hainan Island and South China Sea
Atmosphere
near-surface wind
HRCLDAS
ERA5
evaluation
author_facet Yi Jiang
Shuai Han
Chunxiang Shi
Tao Gao
Honghui Zhen
Xiaoyan Liu
author_sort Yi Jiang
title Evaluation of HRCLDAS and ERA5 Datasets for Near-Surface Wind over Hainan Island and South China Sea
title_short Evaluation of HRCLDAS and ERA5 Datasets for Near-Surface Wind over Hainan Island and South China Sea
title_full Evaluation of HRCLDAS and ERA5 Datasets for Near-Surface Wind over Hainan Island and South China Sea
title_fullStr Evaluation of HRCLDAS and ERA5 Datasets for Near-Surface Wind over Hainan Island and South China Sea
title_full_unstemmed Evaluation of HRCLDAS and ERA5 Datasets for Near-Surface Wind over Hainan Island and South China Sea
title_sort evaluation of hrcldas and era5 datasets for near-surface wind over hainan island and south china sea
publisher MDPI AG
series Atmosphere
issn 2073-4433
publishDate 2021-06-01
description Near-surface wind data are particularly important for Hainan Island and the South China Sea, and there is a wide range of wind data sources. A detailed understanding of the reliability of these datasets can help us to carry out related research. In this study, the hourly near-surface wind data from the High-Resolution China Meteorological Administration (CMA) Land Data Assimilation System (HRCLDAS) and the fifth-generation ECMWF atmospheric reanalysis data (ERA5) were evaluated by comparison with the ground automatic meteorological observation data for Hainan Island and the South China Sea. The results are as follows: (1) the HRCLDAS and ERA5 near-surface wind data trend was basically the same as the observation data trend, but there was a smaller bias, smaller root-mean-square errors, and higher correlation coefficients between the near-surface wind data from HRCLDAS and the observations; (2) the quality of HRCLDAS and ERA5 near-surface wind data was better over the islands of the South China Sea than over Hainan Island land. However, over the coastal areas of Hainan Island and island stations near Sansha, the quality of the HRCLDAS near-surface wind data was better than that of ERA5; (3) the quality of HRCLDAS near-surface wind data was better than that of ERA5 over different types of landforms. The deviation of ERA5 and HRCLDAS wind speed was the largest along the coast, and the quality of the ERA5 wind direction data was poorest over the mountains, whereas that of HRCLDAS was poorest over hilly areas; (4) the accuracy of HRCLDAS at all wind levels was higher than that of ERA5. ERA5 significantly overestimated low-grade winds and underestimated high-grade winds. The accuracy of HRCLDAS wind ratings over the islands of the South China Sea was significantly higher than that over Hainan Island land, especially for the higher wind ratings; and (5) in the typhoon process, the simulation of wind by HRCLDAS was closer to the observations, and its simulation of higher wind speeds was more accurate than the ERA5 simulations.
topic near-surface wind
HRCLDAS
ERA5
evaluation
url https://www.mdpi.com/2073-4433/12/6/766
work_keys_str_mv AT yijiang evaluationofhrcldasandera5datasetsfornearsurfacewindoverhainanislandandsouthchinasea
AT shuaihan evaluationofhrcldasandera5datasetsfornearsurfacewindoverhainanislandandsouthchinasea
AT chunxiangshi evaluationofhrcldasandera5datasetsfornearsurfacewindoverhainanislandandsouthchinasea
AT taogao evaluationofhrcldasandera5datasetsfornearsurfacewindoverhainanislandandsouthchinasea
AT honghuizhen evaluationofhrcldasandera5datasetsfornearsurfacewindoverhainanislandandsouthchinasea
AT xiaoyanliu evaluationofhrcldasandera5datasetsfornearsurfacewindoverhainanislandandsouthchinasea
_version_ 1721349475629268992