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1.
华南区域短期气候模式产品时间过滤方案及实例分析   总被引:1,自引:1,他引:0  
用尺度分离方法分析了短期气候预测序列中所包含的各种尺度的过程,建立了不同尺度变化的过滤、提取方法;分析讨论了各种过滤序列所具有的气候意义和重要程度;用模拟实例分析了所提出和使用的尺度分离方法的有效性及模式的性能  相似文献   

2.
区域气候模式RegCM_NCC在东北地区的应用研究   总被引:2,自引:1,他引:1       下载免费PDF全文
引进国家气候中心业务化的区域气候模式RegCM_NCC,通过操作系统调试、模拟区域确定、模式分辨率调整等本地化工作,初步建立了针对东北地区的区域气候模式系统,并应用该模式以夏季为例,对东北地区的气候进行了15 a(1991—2005年)时间长度的数值积分试验。结果表明:模式对环流的特征和东北地区地面气温具有一定的模拟能力,对气温模拟存在系统性的暖偏差,对降水模拟能力较差。  相似文献   

3.
气候年景定量化评价方法   总被引:1,自引:0,他引:1  
邹燕  伍红雨  林昕  王岩 《气象学报》2019,77(6):1124-1133
气候年景评价是气候业务服务的重要产品——气候年公报的重要内容,其中评价方法是关键。旨在以福建省为例介绍一种计算简单、业务适用性强且易推广的气候年景定量化评价模型。基于福建省66个国家级气象站1961—2010年共50 a逐日气温、降水观测数据和综合气象干旱指数(MCI)数据,在分别建立低温年景、高温年景、雨涝年景和气象干旱年景的评价指标、等级划分标准和历史序列基础上,构建了综合气候年景的评价模型、等级划分标准和历史序列,实现了对福建省低温、高温、雨涝、气象干旱及综合气候年景的定量化评价且评价结果具有历史可比性。业务应用和历史事件验证显示所建评价指标体系合理,与历史重大事件一致性良好,可为汛期雨强、冬季低温强度、夏季高温强度等定量化评估提供参考。   相似文献   

4.
月尺度区域气候数值预测试验   总被引:4,自引:1,他引:3  
将9层全球气候谱模式与CSU-RAMS中尺度数值式嵌套,进行了月尺度的短期区域气候预测试验。结果表明:GCM模式的集合预报能够反映较大尺度的平均环流;在此基础上,被嵌套的CSU-RAMS中尺度模式能够得到更为细致的区域环流特征以及它的短期气候尺度的演率。GCM模式与中尺度模式相结合的“区域气候数据模式”是了解短期区域气候变化的有效方法之一。  相似文献   

5.
针对江苏夏季旱涝和高温热浪等异常气候的预测难题,以江苏夏季站点降水和气温为预测目标,建立了一种基于全球动力模式BCC_CSM1.1(m)和最优可预测气候模态和异常相对倾向(SMART)原理结合的统计降尺度季节气候预测方法。利用历史观测资料和SVD方法提取决定中国夏季降水异常相对倾向的同期热带地区向外长波辐射(Outgoing Longwave Radiation,OLR)和北半球中高纬500 hPa位势高度场异常相对倾向的最优可预测气候模态,并利用逐步回归法构建其与同期江苏站点降水和气温异常相对倾向同期关系的统计降尺度模型;将动力模式对最优可预测气候模态的预测带入统计降尺度模型,实现对区域降水和气温异常相对倾向的预测;最后通过引入观测的近期背景异常实现对降尺度的降水和气温总距平的预测。通过对1991—2019年江苏夏季降水和气温的回报检验表明,本文建立的统计降尺度模型效果较BCC_CSM1.1(m)动力模式的直接预测效果有显著提高,为区域精细化季节气候预测提供了一种有效的手段。  相似文献   

6.
用数字滤波方法进行数值模式的初始化   总被引:1,自引:0,他引:1  
杨燕  纪立人 《气象学报》1997,55(3):346-355
将数字滤波原理用于T42L9全球谱模式的初始化。选取两个初值进行了实验。通过对模式短时间积分得到的时间序列进行滤波处理,有效地滤去了初始场中的高频重力波振荡,保留了其中有天气意义的扰动,同时对分析场的改变很小。5d预报的结果说明,经过初始化后的预报较为平稳,场较为光滑。对比实验表明,绝热和非绝热初始化的效果很接近。这种方法简便有效,是一种实用的初值化方法  相似文献   

7.
区域气候模式研究进展   总被引:5,自引:2,他引:5  
全面回顾了区域气候模式的分类、发展和最新研究动态,指出区域气候模式研究有了长足的发展,其中重要的有:加入雪盖、土壤水等作用的陆面过程,全球模式与区域细网格模式的嵌套由一维发展到三维,由一层发展到多层,发展了更加合理的参数化方案;但也存在许多不足,模式提供的植被资料与实情相差很大,对于沙漠地区的植被盖度的算法不尽合理,对次网格地形及对其湍流通量输送过程的刻画不够细致等。因此,建议利用遥感手段采用非线性方法(如分形等)对遥感资料施行反演,进行多尺度的双向模式嵌套。  相似文献   

8.
A review is presented about the development and application of climate ocean models and oceanatmosphere coupled models developed in China as well as a review of climate variability and climate change studies performed with these models. While the history of model development is briefly reviewed, emphasis has been put on the achievements made in the last five years. Advances in model development are described along with a summary on scientific issues addressed by using these models. The focus of the review is the climate ocean models and the associated coupled models, including both global and regional models, developed at the Institute of Atmospheric Physics, Chinese Academy of Sciences. The progress of either coupled model development made by other institutions or climate modeling using internationally developed models also is reviewed.  相似文献   

9.
使用传统协同过滤的方式进行推荐往往会忽视音乐底层特征.通过将音乐的音频特征与歌词信息进行多模态融合,并将融合后的特征信息作为协同过滤推荐的补充,提出了一种基于多模态的音乐推荐系统.主要探讨了音频特征与歌词信息的提取,并在提取歌词信息时利用LDA主题模型进行特征降维.针对多模态融合问题,使用一种特征级联早融合法(EFFC)融合方式,并将多模态融合后的结果与单模态结果进行了比较.对于结果的推荐,以多模态特征信息为依据建立用户兴趣模型,并将该模型通过LSTM神经网络,以过滤与优化协同推荐的用户组.结果表明,基于多模态的音乐推荐系统将推荐结果的误差项平方和(SSE)由传统的2.009降至0.388 6,验证了该方法的有效性.  相似文献   

10.
11.
A coupled earth system model(ESM) has been developed at the Nanjing University of Information Science and Technology(NUIST) by using version 5.3 of the European Centre Hamburg Model(ECHAM), version 3.4 of the Nucleus for European Modelling of the Ocean(NEMO), and version 4.1 of the Los Alamos sea ice model(CICE). The model is referred to as NUIST ESM1(NESM1). Comprehensive and quantitative metrics are used to assess the model's major modes of climate variability most relevant to subseasonal-to-interannual climate prediction. The model's assessment is placed in a multi-model framework. The model yields a realistic annual mean and annual cycle of equatorial SST, and a reasonably realistic precipitation climatology, but has difficulty in capturing the spring–fall asymmetry and monsoon precipitation domains. The ENSO mode is reproduced well with respect to its spatial structure, power spectrum, phase locking to the annual cycle, and spatial structures of the central Pacific(CP)-ENSO and eastern Pacific(EP)-ENSO; however, the equatorial SST variability,biennial component of ENSO, and the amplitude of CP-ENSO are overestimated. The model captures realistic intraseasonal variability patterns, the vertical-zonal structures of the first two leading predictable modes of Madden–Julian Oscillation(MJO), and its eastward propagation; but the simulated MJO speed is significantly slower than observed. Compared with the T42 version, the high resolution version(T159) demonstrates improved simulation with respect to the climatology, interannual variance, monsoon–ENSO lead–lag correlation, spatial structures of the leading mode of the Asian–Australian monsoon rainfall variability, and the eastward propagation of the MJO.  相似文献   

12.
1. Introduction As an important way to study the global climate change, because of its low resolution, GCM (general circulation model) shows obvious deficiency and uncer- tainty in capturing some regional features when used in the regional climate study, and the uncertainty is even serious in regional climate simulation over East Asia (Ding et al., 2000; Zhao and Luo, 1998; Qian et al., 1999). The high-resolution regional climate model (RegCM) developed in the 1980s can provide better simu…  相似文献   

13.
论区域气候模式与全球模式嵌套时边界区的选择   总被引:8,自引:1,他引:7  
钱永甫  刘华强 《大气科学》2001,25(4):492-502
做了3个试验,第一个试验只用大气环流模式(GCM),主要考察GCM的性能并确定其误差的区域分布.后两个为对比试验,一个试验中,将区域气候模式(RCM)(NjU-RCM)的侧边界放在全球模式(L9R15)中我们感兴趣的区域,未考虑侧边界区GCM的误差大小,另一个试验中,RCM的侧边界位置根据GCM预报误差的空间分布选取,使其落在GCM预报误差较小的区域.3个试验都对1998年5、6、7月份中国区域的降水过程进行了模拟和比较.结果表明:单独使用GCM的效果最差;当用GCM-RCM嵌套模式对区域气候进行预测时,GCM侧边界值的误差对RCM的模拟结果有显著的影响,嵌套侧边界若选择在GCM系统性误差较小的地区,模拟或预测效果会有明显的改进.  相似文献   

14.
范广洲  吕世华 《高原气象》1999,18(4):641-648
利用引进的NCAR_RegCM2模式在较高分辨率情况下,对我国东部地区夏季气候状况进行了数值模拟。结果表明,模式能够较真实地再现我国东部 地区夏季气候的基本状况。模拟的海平面气压场、500hPa高度场、地表温度场以及对流层高、低层风场等的分布形式,都与实测场比较一致。并且较好地模拟出了7月中旬副热带的北跳。模式模拟的夏季降水场分布形式也与观测结果一致。高、低值中心等对应较好,不足之处是模拟中心值测  相似文献   

15.
There are a number of sources of uncertainty in regional climate change scenarios. When statistical downscaling is used to obtain regional climate change scenarios, the uncertainty may originate from the uncertainties in the global climate models used, the skill of the statistical model, and the forcing scenarios applied to the global climate model. The uncertainty associated with global climate models can be evaluated by examining the differences in the predictors and in the downscaled climate change scenarios based on a set of different global climate models. When standardized global climate model simulations such as the second phase of the Coupled Model Intercomparison Project (CMIP2) are used, the difference in the downscaled variables mainly reflects differences in the climate models and the natural variability in the simulated climates. It is proposed that the spread of the estimates can be taken as a measure of the uncertainty associated with global climate models. The proposed method is applied to the estimation of global-climate-model-related uncertainty in regional precipitation change scenarios in Sweden. Results from statistical downscaling based on 17 global climate models show that there is an overall increase in annual precipitation all over Sweden although a considerable spread of the changes in the precipitation exists. The general increase can be attributed to the increased large-scale precipitation and the enhanced westerly wind. The estimated uncertainty is nearly independent of region. However, there is a seasonal dependence. The estimates for winter show the highest level of confidence, while the estimates for summer show the least.  相似文献   

16.
An advanced model aimed at describing the problem of dispersion in theconvective boundary layer is proposed. The pollutant particles are groupedin clusters and modelled as Gaussian puffs. The expansion of each puff ismodelled according to the concept of relative dispersion and expressed interms of the spectral properties of the energy containing eddies of the turbulent field. The centre of mass of each puff is moved along a stochastic trajectory, obtained using a Lagrangian stochastic model and filtering the velocity with a recursive Kalman filter. At any instant, a filtering procedure, depending both on travel time and on puff size, acts to select spectral components involved in the expansion and in the meandering of the puff. Such an approach requires only a moderate number of puff releases, so that the proposed model is faster to run than a standard Lagrangian model. On the other hand, unlike the traditional puff model, it allows us to simulate both expansion and meandering of the puff. Therefore, it is well suited to simulate dispersion when the turbulent structures are larger thanthe plume dimensions, as for example in convective conditions. Being based onspectral formulations in both Eulerian and Lagrangian parts, the model is consistent in all the turbulent parameterizations utilised. Comparisons with a standard Lagrangian particle model as well as with a classical convective experimental dataset show good performance of the proposed model.  相似文献   

17.
Impacts of greenhouse effects(2×CO2) on climate change over China as simulated by a regional climate model have been investigated.The model was based on RegCM2 and is nested in one-way mode within a global coupled atmosphere-ocean model(CSIRO R21L9 AOGCM).Two multi-year simulations,the control run with normal CO2 concentration and the sensitivity run with doubled CO2 concentration are conducted. As Part I of the publications,results of control run of the CSIRO,i.e.its simulation of present climate in China,are analyzed briefly.It shows that the model can basically reproduce the surface air temperature and precipitation pattern over China.Therefore,its outputs can be used to drive the regional model. Analysis of control run of RegCM shows that with a high resolution,the model improves the simulations of surface air temperature and precipitation in China as compared to the CSIRO model, especially for the precipitation.The spatial correlation coefficient between simulated and observed annual temperature increased from 0.83 in the CSIRO to 0.92 in the RegCM and for annual precipitation from 0.48 in the CSIRO to 0.65 in the RegCM.A similar improvement in the RegCM compared to the CSIRO was found in all simulated months.The main improvement for surface temperature is that RegCM can simulate the fine scale structure of temperature caused by topography.RegCM greatly improved the spatial distribution of precipitation by eliminating the virtual precipitation center in central China,which was simulated by many other GCMs.The precipitation simulated by RegCM in North and Northwest China is smaller than that by CSIRO, which makes it closer to the observation.  相似文献   

18.
我国短期气候预测技术进展   总被引:18,自引:6,他引:12       下载免费PDF全文
经过近60年的发展,我国短期气候预测技术和方法也有了长足进步。近年来,一些新的预报技术和机理认识不断应用于短期气候预测业务。ARGO海洋观测资料的使用大大提高了业务模式的预测技巧,新一代气候预测模式系统已经投入准业务化运行,研发了多种模式降尺度释用技术,多模式气候预测产品解释应用集成系统(MODES)和动力-统计结合的季节预测系统(FODAS)逐渐应用于业务中,大气季节内振荡(MJO)逐步在延伸期预报中得到应用。近年来,对全球海洋、北极海冰、欧亚积雪、南半球环流系统对东亚季风影响的新认识也不断引入到短期气候预测业务中。这些新技术和新认识的应用极大提高了我国短期气候预测的业务能力。  相似文献   

19.
辅助模型辨识思想、多新息辨识理论、递阶辨识原理、耦合辨识概念是该文作者提出的研究辨识问题的原创性新方法,已经被用在很多辨识问题的研究中,形成了不同的辨识方法族,可以用于解决许多线性或非线性模型的自适应信号处理、自适应参数估计、自适应滤波和预测、自适应控制等问题.由于客观事物具有双重属性:一些特征变量是可观测的;一些是不可测的.如果表征系统特征的观测变量都是可测的,就容易建立描述其运动规律的数学模型.客观事物的不可测属性给建立系统数学模型带来特别的困难.在这种情况下,如何利用系统的可测信息,实现对系统未知变量的估算,来建立系统的数学模型,是辨识领域极具挑战性的研究课题.辅助模型辨识思想就是在这样的背景下发展起来的.该文介绍辅助模型辨识思想和一些基于辅助模型的辨识方法.  相似文献   

20.
国家气候中心大气模式的验证研究--AMIP-II结果分析   总被引:1,自引:0,他引:1       下载免费PDF全文
应用AMIP- II计划提供的 1 979~ 1 996年海温及海冰场作下边界条件运行国家气候中心的大气环流模式 ,将模式的输出结果与NCEP资料进行对比以便验证模式模拟实际大气运动变化的能力。验证的结果表明 :国家气候中心的大气环流模式能够模拟出对流层大气的大尺度运动特征 ,如高度场、温度场及风场的特征等 ,但对降水的模拟则有较大的误差 ;此外模式对对流层上层及平流层温度等要素的模拟也存在着较大的误差 ;模式的物理过程也需要进一步进行改进。  相似文献   

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