2022
DOI: 10.1029/2022gl100681
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CCHZ‐DISO: A Timely New Assessment System for Data Quality or Model Performance From Da Dao Zhi Jian

Abstract: With the rapid development of big data, assessment of data quality or model performance has become a hot scientific question and plays an essential and key role in any science subject. However, most existing lots of metrics focus on specific aspects of the assessment, and integrative and comprehensive assessment is rare. Therefore, it is very necessary and high urgency to develop new assessment system. To address this problem, in this study, a new assessment system is constructed which is named after Chen, Che… Show more

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Cited by 40 publications
(28 citation statements)
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“…The correlation coefficient (CC), absolute error (AE), and root-mean-square error (RMSE) were employed to quantify the accuracy. Previously, we proposed a novel comprehensive index, Distance between Indices of Simulation and Observation (DISO) (Hu et al, 2019c;Zhou et al, 2021;Hu et al, 2022b), which has been widely used (Cui et al, 2020;Hu et al, 2020;. Therefore, in this study, DISO was employed to describe the comprehensive performance of the GPM.…”
Section: Datasets and Methodsmentioning
confidence: 99%
See 1 more Smart Citation
“…The correlation coefficient (CC), absolute error (AE), and root-mean-square error (RMSE) were employed to quantify the accuracy. Previously, we proposed a novel comprehensive index, Distance between Indices of Simulation and Observation (DISO) (Hu et al, 2019c;Zhou et al, 2021;Hu et al, 2022b), which has been widely used (Cui et al, 2020;Hu et al, 2020;. Therefore, in this study, DISO was employed to describe the comprehensive performance of the GPM.…”
Section: Datasets and Methodsmentioning
confidence: 99%
“…In the DISO equation, RB is the relative bias, and NRMSE is the normalized RMSE. The details of DISO can be founded in Hu et al (2022b).…”
Section: Datasets and Methodsmentioning
confidence: 99%
“…In this study, we used DISO (the distance between indices of simulation and observation) indicator combined with correlation coefficient (r) and mean absolute error (MAE) to assess the reliability of ERA5-Land in capturing daily temperature data and 11 extreme temperature indices in the QLM (Hu et al, 2019;Zhou et al, 2021;Hu et al, 2022;Xu et al, 2022). The equation of DISO is shown in Table 3.…”
Section: Evaluation Methodsmentioning
confidence: 99%
“…The actual values of R act are calculated using observed data from ground stations. Three evaluation indices, Nash-Sutcliffe efficiency coefficient (NSE), distance of indices between simulation and observation (DISO) (Zhou et al, 2021;Hu et al, 2022), and percentage deviation (P bias ), were selected to assess the precision of R act estimated by the three methods. The three evaluation indices are expressed as follows:…”
Section: The Precision Calculation Of R Actmentioning
confidence: 99%