基于邻域最优概率的GRAPES快速更新循环同化预报系统逐时降水订正方法     

罗聪  时洋  吴乃庚  张华龙  黄晓莹  苏冉 《热带气象学报》2021,37(4):569-578

针对高分辨率数值天气预报的时空不确定性, 利用邻域最优概率方法对华南区域GRAPES快速更新循环同化预报系统的24 h预报进行逐时降水订正和检验评估。结果表明: (1)邻域法能改善模式降水预报的空间不确定性, 最优邻域半径随降水等级增加而减小, 强降水的最优邻域半径约为60 km; (2)通过引入时间滞后因子, 可进一步改善模式不同时间起报的不确定性, 结合Brier评分确定了时间滞后窗为4 h; (3)提出基于邻域最优概率阈值的降雨进行分级订正方法, 有效提升了降水客观预报能力, 晴雨预报较模式全部为正技巧, TS评分达到0.89以上, 总体提升幅度约5.3%;强降水预报同样均为正技巧, TS评分呈先降后升趋势, 在12 h时效前后预报效果最优, 进一步提升了GRAPES快速更新循环同化预报系统的业务预报水平。   相似文献   

An Innovative Bias-Correction Approach to CMA-GD Hourly QuantitativePrecipitation Forecasts     

刘金卿  戴光丰  欧小锋 《热带气象学报(英文版)》2021,27(4):428-436

This paper proposes a simple and powerful optimal integration (OPI) method for improving hourly quantitative precipitation forecasts (QPFs, 0-24 h) of a single-model by integrating the benefits of different bias- corrected methods using the high-resolution CMA-GD model from the Guangzhou Institute of Tropical and Marine Meteorology of China Meteorological Administration (CMA). Three techniques are used to generate multi-method calibrated members for OPI: deep neural network (DNN), frequency-matching (FM), and optimal threat score (OTS). The results are as follows: (1) The QPF using DNN follows the basic physical patterns of CMA-GD. Despite providing superior improvements for clear-rainy and weak precipitation, DNN cannot improve the predictions for severe precipitation, while OTS can significantly strengthen these predictions. As a result, DNN and OTS are the optimal members to be incorporated into OPI. (2) Our new approach achieves state-of-the-art performances on a single model for all magnitudes of precipitation. Compared with the CMA-GD, OPI improves the TS by 2.5%, 5.4%, 7.8%, 8.3%, and 6.1% for QPFs from clear-rainy to rainstorms in the verification dataset. Moreover, OPI shows good stability in the test dataset. (3) It is also noted that the rainstorm pattern of OPI relies heavily on the original model and that OPI cannot correct for deviations in the location of severe precipitation. Therefore, improvements in predicting severe precipitation using this method should be further realized by improving the numerical model’s forecasting capability.  相似文献   

基于投入产出理论的水资源研究进展及水资源管理展望     

杨洋  效存德  王晓明  刘世伟 《冰川冻土》2021,43(1):214-224

近年来,气候变化背景下的水资源问题得到日益增加的关注,其研究从水资源短缺、供需平衡等内容转向适应可持续发展的综合研究。基于投入产出理论的水资源研究,从系统循环的角度分析资源的流动性和持续性,能够揭示水资源-经济社会复合系统中各要素的内在数量关系,提出面向可持续发展的水资源价值观和方法论。首先,从模型拓展和实际应用两条主线梳理了国内外基于投入产出理论的水资源相关研究。在模型方面,概括了投入占用产出模型、水资源投入产出模型和区域间投入产出模型的发展和适用性,对比分析了不同区域间投入产出模型的优缺点。在应用方面,分别从不同时空尺度、驱动力因素等方面对虚拟水、水足迹和水资源优化配置三个热点内容进行了整理,并指出：基于投入产出理论的水资源研究基本建立在价值型模型的基础上;区域间投入产出模型已成为分析区域间经济结构、资源流动等环境问题的重要工具。其次,讨论了投入产出模型在冰冻圈水资源管理中的应用,提出基于服务角度的水资源管理模式。最后,展望了投入产出理论在水资源研究中的应用,以期能够为决策者提供额外的信息以便更好的管理水资源。  相似文献   

哈萨克斯坦科扎萨伊油田优快钻井技术          下载免费PDF全文

翁行芳 《探矿工程》2021,48(9):46-53

哈萨克斯坦科扎萨伊油田钻井地质环境复杂,储层位于盐下,钻遇的地层层系多,地层性质差异大,具多套压力系统。钻井过程中发生地层漏失、坍塌、掉块及盐膏层蠕变等复杂情况,严重影响了钻井时效和钻井安全。针对这些技术难题,开展了油田井身结构、井身质量、提速潜力、高效钻头等分析与优化,提出了预弯曲钻具高倾角地层井斜控制技术、混合钻头减震提速技术,以及PDC-孕镶块复合钻头高研磨性地层提速技术。现场应用取得了较好的效果,平均机械钻速提高50%以上,钻井周期缩短28%。  相似文献   

基于非均质地层参数表征的颗粒流模型构建          下载免费PDF全文

夏余宏烨  孙平贺  伍新民  盛汉洋  王心龙  张绍和 《探矿工程》2021,48(S1):52-60

非均质地层参数的获取与表征方法是浅层地质体改造的重要依据。基于非均质地层的地质建模,表征具有随机不确定性和模糊不确定性的土体表观参数和物理力学参数。利用 Weibull 分布统计描述局部地层信息,并应用Diamond-Square分形插值方法,结合差分盒子维计算非均质地层分形维数,进一步合理演算整体地层参数。采用PFC3D数值模拟软件,结合马尔科夫链蒙特卡洛方法采样数据,对非均质地层块石颗粒及土颗粒进行建模。通过非均质地层模拟结果,发现其破坏过程与应力应变曲线要比均质土体复杂得多,由于块石大颗粒的含量、分布特性对土样力学性质影响显著。本文建模方法有助于非均质地层参数表征研究。  相似文献   

Brittleness index predictions from Lower Barnett Shale well-log data applying an optimized data matching algorithm at various sampling densities     

David A.Wood 《地学前缘(英文版)》2021,12(6):444-457

The capability of accurately predicting mineralogical brittleness index(BI)from basic suites of well logs is desir-able as it provides a useful indicator of the fracability of tight formations.Measuring mineralogical components in rocks is expensive and time consuming.However,the basic well log curves are not well correlated with BI so correlation-based,machine-learning methods are not able to derive highly accurate BI predictions using such data.A correlation-free,optimized data-matching algorithm is configured to predict BI on a supervised basis from well log and core data available from two published wells in the Lower Barnett Shale Formation(Texas).This transparent open box(TOB)algorithm matches data records by calculating the sum of squared errors be-tween their variables and selecting the best matches as those with the minimum squared errors.It then applies optimizers to adjust weights applied to individual variable errors to minimize the root mean square error(RMSE)between calculated and predicted(BI).The prediction accuracy achieved by TOB using just five well logs(Gr,pb,Ns,Rs,Dt)to predict BI is dependent on the density of data records sampled.At a sampling density of about one sample per 0.5 ft BI is predicted with RMSE～0.056 and R2～0.790.At a sampling density of about one sample per 0.1 ft BI is predicted with RMSE～0.008 and R2～0.995.Adding a stratigraphic height index as an additional(sixth)input variable method improves BI prediction accuracy to RMSE～0.003 and R2～0.999 for the two wells with only 1 record in 10,000 yielding a BI prediction error of＞±0.1.The model has the potential to be applied in an unsupervised basis to predict BI from basic well log data in surrounding wells lacking mineralogical measure-ments but with similar lithofacies and burial histories.The method could also be extended to predict elastic rock properties in and seismic attributes from wells and seismic data to improve the precision of brittleness index and fracability mapping spatially.  相似文献   

基于最优概率的中期延伸期过程累计降水量分级订正预报     

牛若芸 《热带气象学报》2019,35(6):721-731

采用ECMWF集合预报降水量资料和中国降水量观测资料,研发了基于最优概率的过程累计降水量分级订正预报(OPPF)技术,并在遵循总体技术思路的基础上设计出三种不同的OPPF计算方案(OPPF1、OPPF2、OPPF3),继而选用2015—2017年汛期(5—9月)中国91次区域性强降水过程进行回报试验和预报效果对比评估,结果表明:(1)在中期延伸期预报时效(96~360小时),对强降水和有无降水的预报效果,三种OPPF均明显优于集合平均(EMPF)和控制预报(CTPF);对中等以上或较强以上强度降水的预报效果,OPPF1和OPPF3明显优于CTPF、与EMPF基本接近。(2)三种OPPF相比,OPPF3的预报效果较OPPF1总体略胜一筹,两者均好于OPPF2。(3)预报效果存在明显的地域差异,南方地区强降水预报的TS评分明显大于北方地区,且OPPF3预报效果明显优于EMPF;在96~240小时预报时效,东北地区东部OPPF3强降水的预报效果也明显好于EMPF。   相似文献   

Reconstruction of eddies by assimilating satellite altimeter data into Princeton Ocean Model   总被引：2，自引：1，他引：1  

YIN Xunqiang  QIAO Fangli  XIA Changshui  L&#; Xin''gang  YANG Yongzeng 《海洋学报(英文版)》2010,29(1):1-11

An optimal interpolation assimilation model for satellite altimetry data is developed based on Princeton Ocean Model (POM), which is applied in a quasi-global domain, by the method of isotropic correlation between sea level anomaly (SLA) and sea temperature anomaly. The perfor- mance of this assimilation model is validated by the modeled results of SLA and the current patterns. Comparisons between modeling and satellite data show that both the magnitudes and distribution patterns of the simulated SLA are improved by assimilation. The most signiˉcant improvement is that meso-scale systems, e.g., eddies, are well reconstructed. The evolution of an eddy located in the northwest Paciˉc Ocean is traced by using the assimilation model. Model results show that during three months the eddy migrated southwestward for about 6 degrees before merging into the Kuroshio. The three dimensional structure of this eddy on 12 August 2001 is further analyzed. The strength of this warm, cyclonic eddy decreases with the increase of depth. The eddy shows di?erent horizontal patterns at di?erent layers, and the SLA and temperature ˉelds agree with each other well. This study suggests that this kind of data assimilation is economic and reliable for eddy reconstruction, and can be used as a promising technique in further studies of ocean eddies as well as other ˉne circulation structures.  相似文献   

When do we need a trend model in kriging?   总被引：1，自引：0，他引：1  

A. G. Journel  M. E. Rossi 《Mathematical Geology》1989,21(7):715-739

Under usual estimation practice with local search windows for data and for interpolation situations, universal kriging and ordinary kriging yield the same estimates, using a data set with apparent trend, for both the unknown attribute and its trend component. Modeling the trend matters only in extrapolation situations. Because conditions of the case study presented arise most frequently in practice, the simpler ordinary kriging is the preferred option.  相似文献   

Fractal reconstruction of sea-floor topography     

Jean-Claude Mareschal 《Pure and Applied Geophysics》1989,131(1-2):197-210

Sea-floor bathymetric profiles exhibit features at many different scales of length; this suggests that they could be described as fractals. An algorithm interpolating a fractal line between points has been used to reconstruct bathymetric profiles from a few data points. In general, this fractal line has the same Fourier amplitude spectrum as real bathymetry, and, if the parameters of the interpolation are suitably chosen, it has a very similar appearance. The success of this fractal reconstruction algorithm for the sea-floor raises the possibility that it could be used to extrapolate, from data collected at one scale, the properties of the sea-floor at finer scales, and that similar techniques could be used to interpolate a surface between bathymetric profiles. The fractal character is a sign that the processes that shape the sea-floor are scale invariant and suggests that the renormalization group technique could be used to model these processes.  相似文献