共查询到8条相似文献,搜索用时 15 毫秒
1.
Though the ensemble Kalman filter (EnKF) has been successfully applied in many areas, it requires explicit and accurate model and measurement error information, leading to difficulties in practice when only limited information on error mechanisms of observational instruments for subsurface systems is accessible. To handle the uncertain errors, we applied a robust data assimilation algorithm, the ensemble H-infinity filter (EnHF), to estimation of aquifer hydraulic heads and conductivities in a flow model with uncertain/correlated observational errors. The impacts of spatial and temporal correlations in measurements were analyzed, and the performance of EnHF was compared with that of the EnKF. The results show that both EnHF and EnKF are able to estimate hydraulic conductivities properly when observations are free of error; EnHF can provide robust estimates of hydraulic conductivities even when no observational error information is provided. In contrast, the estimates of EnKF seem noticeably undermined because of correlated errors and inaccurate error statistics, and filter divergence was observed. It is concluded that EnHF is an efficient assimilation algorithm when observational errors are unknown or error statistics are inaccurate. 相似文献
2.
The exchange mechanisms associated with transient storage zones of a natural heterogeneous environment are often modified
by unsteady water flux in the transient storage zone. This phenomenon can play an important role in the mass exchange between
the free flowing water zone and the transient storage zones and may be the cause of the plateau region of the tail of observed
concentration curves in natural streams. Deterministic interpretation methods are often used to generate the shape of the
solute concentration curves in natural streams based on representations of transient storage exchange. Although many models
are available to predict the parameters for the deterministic interpretation method, none can be used with confidence unless
previously calibrated in the particular river reach under consideration. Therefore, the availability of reliable means for
the provision of these parameters is usually the primary difficulty in the prediction of the rate of movement, dilution, and
mixing of solute in rivers and streams. Measured tracer-response curves produced from the injection of a known quantity of
soluble tracer provide one means for obtaining the requisite parameters. In this work, we advance an alternative approach
based on the use of hydraulic and geometric information that are easily obtained in natural streams. Empirical equations used
to predict the parameters are also analyzed to evaluate their behavior in representing solute mixing in natural streams with
transient storage zones. Finally, the present proposals are validated against field meausrements of the solute concentration
curves of chloride along a 1.2~km reach of the Shingobee River, Minnesota, U.S.A. 相似文献
3.
In order to investigate the influence of correlation scale error on the inversion precision of the hydraulic conductivity of the aquifer, the successive linear estimator (SLE) was used to invert the hydraulic conductivity field of a heterogeneous aquifer based on synthetic experiments. By increasing the numbers of observation wells and pumping tests, we analyzed the difference between the estimated and true values of hydraulic conductivity with different correlation scale errors. The relationships between the observation well number and the error in inversion results, and between the pumping test number and the error in inversion results were investigated. The results show that, if the amount of observed head data is insufficient, there will be errors in inversion results with changing correlation scale. Due to the existence of correlation scale error, the improvement of inversion precision gradually slows down with the increase of the amount of observed head data, which indicates that too much observed head data causes data redundancy. Therefore, for the synthetic experiments described in this paper, the observation well number should be less than 41, the pumping test number should be less than 17, and a more suitable method should be selected according to the precision requirements of specific situations in practical engineering. 相似文献
4.
提出了高比转速轴流泵模型设计的一些新的处理方法,介绍了开敞式轴流泵结构型式的特点、流道的设计及其模型装置的试验研究。结果表明:该模型装置过流量大,装置效率高,高效范围广,可以在很广的低扬程范围内推广应用。 相似文献
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为对南水北调中线受水区(下简称中线受水区)的地下水资源进行有效模拟,研制简易地下水模型EasyGWM(Easy Groundwater Model),并以2002年-2003年的区域地下水动态资料进行模型验证,对EasyGWM模型和MODFLOW在中线受水区的模拟结果的对比分析表明,当研究时空尺度较大时,相比建模复杂、资料难于获取且运算耗时的MODFLOW模型,EasyGWM模型不仅能取得与实际资料相适应的模拟精度,还能节省模型建模及运算时间。 相似文献
7.
《Journal of Hydro》2014,8(1):9-19
The standard shallow water equations (SWEs) model has been proven to be insufficient to consider the flow turbulence due to its simplified Reynolds-averaged form. In this study, the k-ε model was used to improve the ability of the SWEs model to capture the flow turbulence. In terms of the numerical source terms modelling, the combined SWEs k-ε model was improved by a recently proposed surface gradient upwind method (SGUM) to facilitate the extra turbulent kinetic energy (TKE) source terms in the simulation. The laboratory experiments on both the smooth and rough bed flows were also conducted under the uniform and non-uniform flow conditions for the validation of the proposed numerical model. The numerical simulations were compared with the measured data in the flow velocity, TKE and power spectrum. In the power spectrum comparisons, a well-studied Kolmogorov's rule was also employed to complement both the numerical and experimental results and to demonstrate that the energy cascade trend was well-held in the investigated flows. 相似文献