吉林大学学报(信息科学版) ›› 2021, Vol. 39 ›› Issue (4): 470-478.

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自动气象站资料质量控制系统设计

范宏飞   

  1. 湖北省气象信息与技术保障中心, 武汉 430074
  • 收稿日期:2020-12-16 出版日期:2021-07-24 发布日期:2021-08-07
  • 作者简介:范宏飞(1968— ), 男, 湖南衡阳人, 湖北省气象信息与技术保障中心高级工程师, 硕士, 主要从事气象计算机应用、 信息网络和数据质量控制研究, (Tel)86-15807125488(E-mail)lnfhf@ hotmail. com

Design and Implementation of Automatic Weather Station Data Three Level Quality Control System

FAN Hongfei   

  1. Hubei Meteorological Information and Technical Support Center, Wuhan 430074, China
  • Received:2020-12-16 Online:2021-07-24 Published:2021-08-07

摘要: 为解决滞后质量控制导致的用户在不同时间获取的观测资料质量不高和完整性不一致等问题, 结合自动气象站观测资料复杂性和实时性的特点, 基于资料所反映的大气变量的物理、气候特征和资料必须遵循的基本规律, 设计并开发了一套基于数据有效性和一致性检查的自动气象站资料 3 级自动质量控制系统。 研制采用的质量控制关键技术主要包括一级质量控制技术有效性检查, 2 级质量控制技术时间一致性检查和内部一致性检查, 3 级质量控制技术空间一致性检查。 其中时间一致性检查还包括时变检查和持续性检查两种技术, 内部一致性检查包括同类要素之间、 不同要素之间、 要素值与统计值之间关系检查 3 种技术, 空间一致性检查采用最优插值法技术。 并且进一步优化了相关气象要素的界限范围和阈值。 该系统实行分级质量控制技术, 针对自动气象站的要素值和统计值进行 3 级质量控制, 具有很好的操作性和实用性, 可以实现计算机自动化处理且疑误数据检测效率较高, 能有效地提高数据的一致性、 准确性和处理时效、 数据质量, 减少人工劳动。

关键词: 时间一致性检查,  , 内部一致性检查,  , 空间一致性检查,  , 有效性检查,  , 自动气象站,  , 资料,  , 质量控制

Abstract: In order to solve the problem of inconsistent quality and integrity of observation data acquired by users at different times caused by lagging quality control, combined with the complexity and real-time characteristics of automatic weather station observation data, based on the physical and climatic characteristics of atmospheric variables reflected by the data and the basic rules that the data must follow, a three-level automatic quality control system for automatic weather station data is designed and developed based on the data validity and consistency check. The key quality control technologies used in the development mainly include the first level quality control technology effectiveness check, the second level quality control technology time consistency check and internal consistency check, and the third level quality control technology space consistency check. The time consistency check also includes time-varying check and continuity check. The internal consistency check includes three kinds of check technologies: the relationship between the same elements, different elements, and the relationship between element values and statistical values. The spatial consistency check adopts the optimal interpolation method. After consulting a large number of references, the boundary range and threshold of relevant meteorological elements are optimized. The system implements hierarchical quality control technology, and carries out three-level quality control for the element value and statistical value of automatic weather station. It has good operability and practicability, can realize computer automatic processing, and has high efficiency in detecting suspicious data. It can effectively improve the consistency and accuracy of data and reduce manual labor.

Key words: temporal consistency checks, internal consistency checks, spatial consistency checks, validity checks, automatic weather station (AWS), data, quality control

中图分类号: 

  • TP274