Hemanth Kumar Alladi , A. Sandeep , Prasad P. , Balasundhar Bv
{"title":"ERA5边界层高度对无线电探空测量的评价:印度季风区的区域驱动因素、时空变率和趋势","authors":"Hemanth Kumar Alladi , A. Sandeep , Prasad P. , Balasundhar Bv","doi":"10.1016/j.atmosres.2025.108511","DOIUrl":null,"url":null,"abstract":"<div><div>The Atmospheric Boundary Layer (ABL) plays crucial role in regulating the land-atmosphere interactions and the accurate estimation of its height (BLH) plays vital role in different meteorological applications. This study evaluates the performance and reliability of ERA-5 reanalysis dataset in estimating the BLH against the radiosonde derived BLH across 24 different stations in India during the period 2006 to 2020. The BLH from radiosondes was derived using multiple methods, with the Potential Temperature Gradient method (PT) showing the best agreement with ERA-5 estimates. Results indicate that ERA-5 generally underestimates the BLH, with a bias ranging between ∼0.2 to 0.5 km and regional correlation values from ∼0.32 to 0.81. Our analysis also revealed pronounced seasonal biases across different regions with largest discrepancies occurring during the Northeast Monsoon (NEM), followed by the Southwest Monsoon (SWM), summer (SUM), and winter. The influence and the relative contribution of the surface drivers on the BLH across different regions are investigated. Our analysis revealed that the thermal and moisture related factors have greater influence on the BLH over dry arid regions like NW and wet regions (NE) respectively. Seasonal and regional analysis reveals deeper ABL's during the pre-monsoon season with values ranging from ∼1.2 to ∼3.2 km and shallower ABL's registered during the winter season with values ranges from ∼0.5 to ∼1.4 km. Additionally, Central India (CI) and Northwest India (South India (SI) and Northeast India (NEI)) recorded deeper (shallower) ABL's during the study period. Trend results suggest that, the SI and NWI show positive increasing trend with values ranging between 0.12 and 3 m/year during the study period, whilst the CI and NI show negative decreasing trend of approximately −0.13-1.2 m/year. These findings affirm the utility of ERA-5 for ABL studies over India, while emphasizing the need for regional bias corrections and further exploration of land–atmosphere feedbacks.</div></div>","PeriodicalId":8600,"journal":{"name":"Atmospheric Research","volume":"329 ","pages":"Article 108511"},"PeriodicalIF":4.4000,"publicationDate":"2025-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Evaluation of ERA5 boundary layer height against radiosonde measurements: Regional drivers, spatiotemporal variability, and trends over the Indian Monsoon Region\",\"authors\":\"Hemanth Kumar Alladi , A. Sandeep , Prasad P. , Balasundhar Bv\",\"doi\":\"10.1016/j.atmosres.2025.108511\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The Atmospheric Boundary Layer (ABL) plays crucial role in regulating the land-atmosphere interactions and the accurate estimation of its height (BLH) plays vital role in different meteorological applications. This study evaluates the performance and reliability of ERA-5 reanalysis dataset in estimating the BLH against the radiosonde derived BLH across 24 different stations in India during the period 2006 to 2020. The BLH from radiosondes was derived using multiple methods, with the Potential Temperature Gradient method (PT) showing the best agreement with ERA-5 estimates. Results indicate that ERA-5 generally underestimates the BLH, with a bias ranging between ∼0.2 to 0.5 km and regional correlation values from ∼0.32 to 0.81. Our analysis also revealed pronounced seasonal biases across different regions with largest discrepancies occurring during the Northeast Monsoon (NEM), followed by the Southwest Monsoon (SWM), summer (SUM), and winter. The influence and the relative contribution of the surface drivers on the BLH across different regions are investigated. Our analysis revealed that the thermal and moisture related factors have greater influence on the BLH over dry arid regions like NW and wet regions (NE) respectively. Seasonal and regional analysis reveals deeper ABL's during the pre-monsoon season with values ranging from ∼1.2 to ∼3.2 km and shallower ABL's registered during the winter season with values ranges from ∼0.5 to ∼1.4 km. Additionally, Central India (CI) and Northwest India (South India (SI) and Northeast India (NEI)) recorded deeper (shallower) ABL's during the study period. Trend results suggest that, the SI and NWI show positive increasing trend with values ranging between 0.12 and 3 m/year during the study period, whilst the CI and NI show negative decreasing trend of approximately −0.13-1.2 m/year. These findings affirm the utility of ERA-5 for ABL studies over India, while emphasizing the need for regional bias corrections and further exploration of land–atmosphere feedbacks.</div></div>\",\"PeriodicalId\":8600,\"journal\":{\"name\":\"Atmospheric Research\",\"volume\":\"329 \",\"pages\":\"Article 108511\"},\"PeriodicalIF\":4.4000,\"publicationDate\":\"2025-09-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Atmospheric Research\",\"FirstCategoryId\":\"89\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0169809525006039\",\"RegionNum\":2,\"RegionCategory\":\"地球科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"METEOROLOGY & ATMOSPHERIC SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Atmospheric Research","FirstCategoryId":"89","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0169809525006039","RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"METEOROLOGY & ATMOSPHERIC SCIENCES","Score":null,"Total":0}
Evaluation of ERA5 boundary layer height against radiosonde measurements: Regional drivers, spatiotemporal variability, and trends over the Indian Monsoon Region
The Atmospheric Boundary Layer (ABL) plays crucial role in regulating the land-atmosphere interactions and the accurate estimation of its height (BLH) plays vital role in different meteorological applications. This study evaluates the performance and reliability of ERA-5 reanalysis dataset in estimating the BLH against the radiosonde derived BLH across 24 different stations in India during the period 2006 to 2020. The BLH from radiosondes was derived using multiple methods, with the Potential Temperature Gradient method (PT) showing the best agreement with ERA-5 estimates. Results indicate that ERA-5 generally underestimates the BLH, with a bias ranging between ∼0.2 to 0.5 km and regional correlation values from ∼0.32 to 0.81. Our analysis also revealed pronounced seasonal biases across different regions with largest discrepancies occurring during the Northeast Monsoon (NEM), followed by the Southwest Monsoon (SWM), summer (SUM), and winter. The influence and the relative contribution of the surface drivers on the BLH across different regions are investigated. Our analysis revealed that the thermal and moisture related factors have greater influence on the BLH over dry arid regions like NW and wet regions (NE) respectively. Seasonal and regional analysis reveals deeper ABL's during the pre-monsoon season with values ranging from ∼1.2 to ∼3.2 km and shallower ABL's registered during the winter season with values ranges from ∼0.5 to ∼1.4 km. Additionally, Central India (CI) and Northwest India (South India (SI) and Northeast India (NEI)) recorded deeper (shallower) ABL's during the study period. Trend results suggest that, the SI and NWI show positive increasing trend with values ranging between 0.12 and 3 m/year during the study period, whilst the CI and NI show negative decreasing trend of approximately −0.13-1.2 m/year. These findings affirm the utility of ERA-5 for ABL studies over India, while emphasizing the need for regional bias corrections and further exploration of land–atmosphere feedbacks.
期刊介绍:
The journal publishes scientific papers (research papers, review articles, letters and notes) dealing with the part of the atmosphere where meteorological events occur. Attention is given to all processes extending from the earth surface to the tropopause, but special emphasis continues to be devoted to the physics of clouds, mesoscale meteorology and air pollution, i.e. atmospheric aerosols; microphysical processes; cloud dynamics and thermodynamics; numerical simulation, climatology, climate change and weather modification.