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江南和华南茶区茶树高温热害识别及阈值验证

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茶树高温热害是高温天气过程中高温强度及其持续时间综合作用的结果.本文利用2011-2022年江南和华南茶区591个气象站点的日最高气温和茶树高温热害灾情资料,采用灾情反演、受试者工作特征曲线(ROC)、约登指数等方法,确定江南和华南茶区茶树高温热害临界阈值.结果表明:以连续14天日最高气温的滑动平均值(T14)作为判断江南和华南茶区茶树是否发生高温热害的指示因子,ROC曲线的AUC值为0.942,模型结果极好,且T14=34.5℃时,约登指数最大,由此得到江南和华南茶区茶树高温热害临界阈值为T14≥34.5℃.利用随机预留样本、茶树高温热害个例样本和典型高温热害过程验证该临界阈值,发现随机预留样本的总体准确度为87.5%,个例样本的总体准确度为84.1%,2022年江南和华南茶区茶树高温热害过程判识与灾情记录基本一致,说明本研究得到的茶树高温热害临界阈值可以用于江南和华南茶区的茶树高温热害动态监测与影响评估.
Method on heat damage identification of tea plants and threshold verification over tea regions in Southern Yangtze River and South China
Heat damage of tea plants is the results of integrative effects of high temperature intensity and its dura-tion during the high temperature climate.By collecting daily maximum air temperature and historical heat damage disaster records at 591 meteorological stations over tea regions in Southern Yangtze River and South China from 2011 to 2022,the critical threshold of heat damage to tea plants was determined by jointly using the methods of his-torical disaster inversion,receiver operating characteristic curve(ROC),and Youden index.With the sliding aver-age of daily maximum temperature over fourteen consecutive days(T14)as the indicator,we determined whether heat damage occurred in tea region of China.The value of area under ROC curve(AUC)was 0.942,corresponding to an accuracy of'excellent'.The Youden index was the largest whenT14was 34.5 ℃.Therefore,the T14 ≥34.5℃ was considered as the best critical temperature threshold for identifying the occurrence of heat damage to tea plants in tea regions of Southern Yangtze River and South China.Overall accuracy method was used to validate the critical threshold of heat damage based on random reserved validation samples,individual heat damage samples of tea plants,and typical heat damage process.It was found that the overall accuracy of critical threshold was 87.5%and 84.1%for the random reserved validation samples and the individual heat damage samples,respectively.Spa-tial evolution characteristics of heat damage in tea regions of Southern Yangtze River and South China in 2022 was basically consistent with heat damage records.It further confirmed that the critical threshold of heat damage found in this study can be used for dynamic monitoring and impact assessment of heat damage to tea plants.

determination of critical thresholdROC curvehistorical disaster inversionheat damage of tea plants

李欣、王培娟、唐俊贤、杨建莹、马玉平、邬定荣、霍治国

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中国气象科学研究院,北京 100081

南京信息工程大学气象灾害预报预警与评估协同创新中心,南京 210044

阈值厘定 ROC曲线 灾情反演 茶树高温热害

国家重点研发计划国家自然科学基金

2019YFD100220332171916

2024

生态学杂志
中国生态学学会

生态学杂志

CSTPCD北大核心
影响因子:1.439
ISSN:1000-4890
年,卷(期):2024.43(4)
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