globalchange  > 气候减缓与适应
DOI: 10.1002/joc.5247
论文题名:
A method for solar radiation error correction of temperature measured in a reinforced plastic screen for climatic data collection
作者: Yang J.; Liu Q.; Dai W.
刊名: International Journal of Climatology
ISSN: 8998418
出版年: 2018
卷: 38, 期:3
起始页码: 1328
结束页码: 1336
语种: 英语
英文关键词: Climate change ; Computational fluid dynamics ; Neural network ; Radiation error ; Reinforced plastic screen ; Surface air temperature
Scopus关键词: Air ; Atmospheric temperature ; Climate change ; Electromagnetic wave attenuation ; Error correction ; Mean square error ; Neural networks ; Reinforced plastics ; Reinforcement ; Solar radiation ; Temperature measurement ; Computational fluid dynamics methods ; Correction equation ; Correlation coefficient ; Environmental conditions ; Neural network method ; Radiation errors ; Root mean square errors ; Surface air temperatures ; Computational fluid dynamics ; air temperature ; artificial neural network ; climate change ; computational fluid dynamics ; error correction ; plastic ; solar radiation
英文摘要: Due to solar radiation effect, air temperature sensor inside a reinforced plastic screen may produce a measurement error that is 0.8°C or higher. To improve air temperature observation accuracy and correct historical temperature of weather stations, a radiation error correction method is proposed. The correction method is based on a computational fluid dynamics (CFD) method and a neural network method. The CFD method is implemented to obtain the radiation error of a reinforced plastic screen under various environmental conditions. Then, a radiation error correction equation is obtained by fitting the CFD results using the neural network method. To verify the performance of the radiation error correction equation, a reinforced plastic screen and an aspirated temperature measurement platform are characterized in the same environment to conduct the intercomparison. The aspirated temperature measurement platform serves as an air temperature reference. The average radiation error given by four sunny days intercomparison experiments is 0.85°C. The corresponding average radiation error given by the correction equation is 0.83°C. The mean absolute error, the root mean square error and the correlation coefficient between the radiation errors given by the correction equation and the radiation errors given by the experiments with the reference platform are 0.099, 0.109 and 0.713 °C, respectively. © 2017 Royal Meteorological Society.
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资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/117125
Appears in Collections:气候减缓与适应

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作者单位: Jiangsu Collaborative Innovation Center on Atmospheric Environment and Equipment Technology, Nanjing, China; Jiangsu Key Laboratory of Meteorological Observation and Information Processing, Nanjing, China; Key Laboratory of MEMS of the Ministry of Education, Nanjing, China

Recommended Citation:
Yang J.,Liu Q.,Dai W.. A method for solar radiation error correction of temperature measured in a reinforced plastic screen for climatic data collection[J]. International Journal of Climatology,2018-01-01,38(3)
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