高頻精細化氣象格點數據實時處理系統設計與實現
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廣東省科技計劃項目(2018B020207012)資助


Design and Implementation of a High-Frequency Fine Meteorological Grid Data Real-Time Processing System
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    摘要:

    以高頻海量氣象格點數據為研究對象,針對傳統實時處理系統數據處理效率不高的問題,設計并實現了高頻精細化氣象格點數據實時處理系統的總體架構和業務流程,在分析海量高頻次氣象格點數據特點的基礎上,設計和實現了符合氣象業務需求的分布式存儲模型;利用多通道動態感知技術實現了動態多通道的文件處理和文件到達的快速感知觸發;利用實時數據快速處理技術實現基于精準位置尋址的快速數據塊定位算法,進而實現數據塊的精準定位;利用數據按需實時截取技術實現了在空間范圍內按需進行裁剪的截取算法,進而實現數據按需抽取;實際業務應用表明,系統有效地提升了半結構氣象數值預報產品數據的實時處理效率。

    Abstract:

    The overall architecture and operation flow of the high-frequency refined meteorological grid data real-time processing system are designed and implemented taking high-frequency massive meteorological grid data as the research object, focusing on the low data processing efficiency of the traditional real-time processing system. Based on the analysis of the characteristics of massive high-frequency meteorological grid data, a distributed storage model is designed and implemented to meet the needs of the meteorological service. Multi-channel dynamic sensing technology is used to implement dynamic multi-channel file processing and fast sensing triggers of file arrival. The fast data block positioning algorithm based on accurate location addressing is implemented using real-time data fast processing technology to realize the accurate positioning of data blocks. The data on-demand real-time interception technology is used to realize the interception algorithm, which can intercept the data on-demand, and then realize the data ondemand extraction. The practical application shows that the system can effectively improve the real-time processing efficiency of unstructured meteorological data.

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李永生,李高潔,陳逸智,張光宇.高頻精細化氣象格點數據實時處理系統設計與實現[J].氣象科技,2022,50(6):776~782

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  • 收稿日期:2022-01-14
  • 定稿日期:2022-05-18
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  • 在線發布日期: 2022-12-30
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