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621.
Development of an operational rainfall data quality-control scheme based on radar-raingauge co-kriging analysis 总被引:1,自引:0,他引:1
AbstractAutomatic raingauge data often serve as an important input to hydrological and weather warning operations. They are not only fundamental in quantitative rainfall analysis, but also act as the ground truth in warning operation and forecast validation. Quality control is required before the data can be used quantitatively due to systematic and random errors. Extremely large random errors and unreasonably small or false zero values can hamper effective monitoring of heavy rain. Yet both are difficult to detect in real-time by objective means. In an attempt to address these problems, a rainfall data quality-control scheme based on radar-raingauge co-kriging analysis was developed. The important threshold values required in the data quality control of 60-min raingauge rainfall were determined from a detailed analysis of the distributions of rainfall residuals defined as the arithmetic difference and the logarithm of the ratio between a raingauge measurement and its co-kriging estimate. The scheme has been developed and is in real-time use in Hong Kong, a coastal city of about 1100 km2 area with more than 150 raingauges installed. Geographically, it is located in the subtropics and dominated by heavy convective rainfall in the summer. As a basis of the quality-control scheme, the co-kriging rainfall analysis was shown through a verification exercise to be superior to those obtained by the Barnes analysis and ordinary kriging of raingauge data. The performance of the quality-control algorithm was assessed using selected cases and controlled tests, and was found to be satisfactory, with a high error detection rate for the two targeted types of error. Limitations and operational issues identified during a real-time trial of the quality-control scheme are also discussed.
Citation Yeung, H.Y., Man, C., Chan, S.T., and Seed, A., 2014. Development of an operational rainfall data quality-control scheme based on radar-raingauge co-kriging analysis. Hydrological Sciences Journal, 59 (7), 1285–1299. http://dx.doi.org/10.1080/02626667.2013.839873 相似文献
622.
Human‐induced and natural interruptions with continuous streams of observational data necessitate the development of gap‐filling and prediction strategies towards better understanding, monitoring and management of aquatic systems. This study quantified the efficacy of multiple non‐linear regression (MNLR) versus artificial neural network (ANN) models as well as the temporal partitioning of diurnal versus nocturnal data for the predictions of chlorophyll‐a (chl‐a) and dissolved oxygen (DO) dynamics. The temporal partitioning increased the predictive performances of the best MNLR models of diurnal DO by 45% and nocturnal DO by 4%, relative to the best diel MNLR model of diel DO ($r_{{\rm adj}}^{2} = 68.8\%$ ). The ANN‐based predictions had a higher predictive power than the MNLR‐based predictions for both chl‐a and DO except for diurnal DO dynamics. The best ANNs based on independent validations were multilayer perceptron (MLP) for diel chl‐a, generalized feedforward (GFF) for diurnal and nocturnal chl‐a, MLP for diel DO, GFF for diurnal DO, and MLP for nocturnal DO. 相似文献
623.
贵州省优质烤烟气候区划指标的补充和修正 总被引:3,自引:1,他引:3
从贵州省优质烤烟气候区划指标出发,结合威宁县高海拔地区种烟的实际情况,详细分析了贵州省优质烤烟气候区划指标。得出表征热量与作物生长发育的关系,不仅要考虑日平均温度和持天数,还要考虑积温、昼夜温差、地温及叶面温度等。通过分析,对原指标中成熟期平均温度。大田生长期温度、旺长-成熟期天数等指标进行了修正。补充≥10℃活动积温≥2200℃,移栽期日平均气温≥14℃,月平均日较左≥8℃等指标。 相似文献
624.
针对中小型企业制造执行系统的需求以及信息交互较复杂和成本高的特点,对比传统制造执行系统(MES)架构,提出一种面向服务的信息系统架构.该架构以Web服务技术为基础,实现了制造执行系统的信息共享与较强可扩展性;同时运用该架构结合实例说明了其部分功能的实现方法和调用过程. 相似文献
625.
626.
从南宁、桂林、北海三城市空气质量自动监测站监测到二氧化硫(SO2),二氧化氮(NO2),可吸入颗粒物(PM10)的日均浓度数据计算的空气污染指数API得出:2003年三城市空气质量状况整体为 级"优"或 级"良",达到了国家环境保护总局对城市环境规定的标准,特别是桂林市的空气质量最好。对各种污染物月平均浓度值与地面气象要素关系进行相关分析,发现相关性非常好,其中与气压呈正相关,与气温、水汽压、相对湿度、降雨量、风速、0厘米地温等要素呈反相关。各种污染物日平均浓度值与地面风速相关也非常好。 相似文献
627.
628.
2015年9月,北京市气象局在北京地区架设4部X波段双线偏振天气雷达并开展了观测试验。本文利用其中3部雷达在2016年6月30日的观测数据,用标准差分布统计方法,对雷达的观测参量进行初步质量评估。结果表明:(1)3部雷达反射率标准差符合理论值的数据占总观测数据的73.5%~77.9%,反射率的数据波动基本符合理论分布;(2)3部雷达差分反射率标准差符合理论值的数据占总观测数据的68.4%~81.4%,其中房山雷达数据波动较大;(3)3部雷达互相关系数标准差符合理论值的数据占总观测数据的45.7%~63.5%,其中房山雷达数据波动最大,其他2部雷达都有同程度的数据波动;(4)3部雷达差分传播相位标准差符合理论值的数据占总观测数据的73.5%~83.9%,其中房山雷达数据波动相对较大,与雷达其他观测参量相比,差分传播相位的波动较小。 相似文献
629.
利用空气质量模式系统RAMS-CMAQ模拟分析了2008年8月北京及周边地区近地面O3浓度的时空变化。分析结果表明,模式系统可以较好地模拟污染物以及气象要素的变化特征和区域分布情况;奥运会期间的污染控制对O3浓度的降低有明显的作用,但是在一些有利的气象条件下,O3易达到较高浓度:8月2日、24日14时(北京时间)左右O3浓度都在0.22mg.m-3以上,其中2日北京地区处于辐合的弱风场中,风速为1.5~2.5m.s-1,24日则是处于自南向北的有输送作用的风场中,风速为3.5~6.5m.s-1;污染控制对北京周边地区的效果要好于北京市区。 相似文献
630.
A new spatial consistency quality control method (SRF) based on the spatial regression test (SRT) and random forest (RF) was adapted to identify potential outliers in daily surface temperature observations in this article. For the new method, the SRT method was used to filter the data and the RF method was used to conduct regression. To evaluate the performance of the quality control method, the SRF, SRT and RF methods were applied to a surface temperature dataset with seeded errors from different regions of China from 2005 to 2014. Compared to SRT and RF, the results indicate that the SRF method outperforms the other two methods for the most cases. And the results of the comparison led to the recommendation that the SRF method improves the regression accuracy of traditional spatial consistency quality control methods and reduces the runtime of random forest through data refinement. 相似文献