一種自動土壤水分數據質量控制預警方法
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多源土壤濕度業務數據的融合技術研究;科技部公益性行業(氣象)科研專項(GYHY201306045)、北方冬小麥精細化土壤墑情和灌溉預報技術研究;科技部公益性行業(氣象)科研專項(GYHY201306046)資助


Data Quality Early Warning of Automatic Soil Water Observations Based on Soil Hydrological Constants
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    摘要:

    根據實時業務中傳輸的自動土壤水分監測數據的變化規律,對監測數據異常波動產生的異常值進行預警;通過觀測值間相互關系推算相應的土壤水分常數,近似確定土壤孔隙度、最大吸濕水含量,以此確定土壤水分理論上下限并據此開展監測值的上下限預警;參考土壤含水量與水勢之間的變化關系,提出水勢系數的概念,直接利用計算的水勢系數進行土壤水分層間變化的預警等3方面對自動土壤水分監測數據進行質控預警,并針對業務應用設計了相應的預警方案,可實時、有效地檢測出異常值。從該預警方案的預警效果分析上看,預警檢出率較高主要是“常數預警”和“數值變化預警”,反映出小部分自動土壤水分觀測站的土壤水分常數異常和部分站點業務運行維護不到位,這與野外實地考察的結論相吻合。預警效果較為客觀、可靠,適用于各級土壤水分數據檢測和分析服務等業務。

    Abstract:

    Three strategies on data quality early warning of automatic soil water observations are setup: (1) Abnormal value detection of the automatic soil observation data is conducted based on the regularity of the soil moisture evolution. (2) From the relationship between soil observations, the soil hydrological constants are calculated, which are used to determine the theoretically soil moisture boundary for the automatic soil observation data limit tests. (3) Referring to the relationships between soil water content and soil water flow trend, the water potential flow trend coefficient is set up by using the real water contents as well as its field capacity and wilting moisture, which is used to analyze the unreasonable distributions of soil water among the different soil layers. Based on the data of early warning strategies, the operatiing scheme is setup for data quality check in real time. The outputs from the early warning system shows that the relative higher detection rate implies to the suspicious soil hydrological constants, which is used in calculating the soil moisture from the instrument signals, and the inappropriate observation environment of the instrument due to the soil hole, cracks, and so on around the instrument after installation. The warning results are consistent with the conclusions from the automatic soil water observation station field investigations. The warning effects are objective, reliable, and suitable for different levels of operation sectors to use automatic soil water data in routine services.

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王良宇,何延波,張艷紅,程路.一種自動土壤水分數據質量控制預警方法[J].氣象科技,2016,44(4):528~534

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歷史
  • 收稿日期:2015-08-03
  • 定稿日期:2016-04-05
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  • 在線發布日期: 2016-08-29
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