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Similarities and improvements of GPM IMERG upon TRMM 3B42 precipitation product under complex topographic and climatic conditions over Hexi region, Northeastern Tibetan Plateau

机译:青藏高原东北河西地区地形和气候条件下TRMM 3B42降水产物GPM IMERG的相似性和改进

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摘要

Building upon the success of TRMM launched in 1997, NASA and JAXA successfully deployed the Global Precipitation Measurement (GPM) mission on February 28, 2014. GPM started to release the new-generation global precipitation products Integrated Multi-satellite Retrievals for GPM (IMERG) since April 2014. Critical data validation over diverse topographic and climatic regions could effectively help users and algorithm developers maximize the accuracy, strengths and weaknesses of the new product. To this end, this study comprehensively evaluated and compared this newly released precipitation product (IMERG VO5B) and its predecessor TRMM 3B42V7 based upon the ground-based observations under complex topographic and climatic conditions over the Hexi Region in the northwest arid region of China. The evaluation was conducted at daily, monthly, seasonal and annual scales from April 2014 to September 2017. Results indicated that: (1) compared to ground-based observations, both IMERG and 3B42V7 showed good performance with slightly overestimation (with RB values of 4.58% and 2.27%, respectively) at basin scale. While at the point-to-pixel scale, both products showed overestimation in low-elevation regions and underestimation in high-altitude mountainous areas; (2) on multiple temporal and spatial scales, IMERG correlated better with ground-based observations than 3B42V7, whereas its bias were larger than 3B42V7; (3) both IMERG and 3B42V7 showed better performance in warm seasons (summer and autumn) than in cold seasons (spring and winter); (4) Compared to 3B42V7, IMERG represented both larger hit rate (POD) and false alarm ratio (FAR), but similar correct detection rate (CSI); (5) IMERG showed poorer detection capabilities in light precipitation events (0-2 mm/day), while represented a certain advantage in detecting moderate (5-10 mm/day) and heavy ( 25 mm/day) rain events. Most of precipitation estimates over Hexi region are unreliable on daily and monthly time scales. Results suggest that IMERG do not show significant improvement compared to its predecessor 3B42V7, and performed even worse in estimating precipitation amounts. Further data bias-correction is needed before IMERG can be used for climatic and hydrologic research in the Hexi region.
机译:在1997年TRMM成功实施的基础上,NASA和JAXA在2014年2月28日成功部署了全球降水测量(GPM)任务。GPM开始发布新一代全球降水产品,用于GPM的集成多卫星检索(IMERG)自2014年4月以来。在各种地形和气候区域进行关键数据验证可以有效地帮助用户和算法开发人员最大限度地提高新产品的准确性,优势和劣势。为此,本研究基于在中国西北干旱地区河西地区复杂地形和气候条件下的地面观测结果,对该新发布的降水产物(IMERG VO5B)及其前身TRMM 3B42V7进行了综合评估和比较。从2014年4月至2017年9月,以每日,每月,季节性和年度尺度进行评估。结果表明:(1)与地面观测相比,IMERG和3B42V7均表现出良好的性能,但被高估了一点(RB值为4.58) %和2.27%)。在点对像素范围内,两种产品在低海拔地区均显示出高估,而在高海拔山区中则显示出低估。 (2)在多个时空尺度上,IMERG与地面观测的相关性高于3B42V7,而其偏差大于3B42V7; (3)IMERG和3B42V7在温暖的季节(夏季和秋季)均表现出比寒冷的季节(春冬季)更好的性能; (4)与3B42V7相比,IMERG表示较高的命中率(POD)和误报率(FAR),但正确的检出率(CSI)相似; (5)IMERG在轻度降水事件(0-2毫米/天)中显示出较差的检测能力,而在检测中度(5-10毫米/天)和大雨量(> 25毫米/天)中表现出一定的优势。河西地区大部分的降水量估算都无法依据每日和每月的时间尺度进行估算。结果表明,与之前的3B42V7相比,IMERG并未表现出明显的改善,并且在估算降水量方面表现甚至更差。在将IMERG用于河西地区的气候和水文研究之前,需要进一步的数据偏差校正。

著录项

  • 来源
    《Atmospheric research》 |2019年第4期|347-363|共17页
  • 作者单位

    Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Key Lab Ecohydrol Inland River Basin, Lanzhou 730000, Gansu, Peoples R China|Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China;

    Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Key Lab Ecohydrol Inland River Basin, Lanzhou 730000, Gansu, Peoples R China|Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China|Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, State Key Lab Cryospher Sci, Lanzhou 730000, Gansu, Peoples R China;

    Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Key Lab Ecohydrol Inland River Basin, Lanzhou 730000, Gansu, Peoples R China|Lanzhou City Univ, Dept Geog & Environm Engn, Lanzhou 730000, Gansu, Peoples R China;

    Yancheng Teachers Univ, Sch Urban & Planning, Yancheng 224002, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Precipitation; GPM IMERG; TRMM 3B42V7; Complex terrain; Hexi region;

    机译:降水;GPM IMERG;TRMM 3B42V7;复杂地形;河西地区;

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