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AbstractAbstract The topography of the basin and the space-time The topography of the basin and the space-time
changes of the rainfall have important effects on the changes of the rainfall have important effects on the basin concentration. So, based on the topic double basin concentration. So, based on the topic double pinnate drainage of the Bailianhe basin, the nonlinear pinnate drainage of the Bailianhe basin, the nonlinear concentration model of scattering input which concentration model of scattering input which establishes on the reservoirs mode of series-parallel establishes on the reservoirs mode of series-parallel connection are presented with the shape restriction. connection are presented with the shape restriction. By means of the variable gain factor recursive least-By means of the variable gain factor recursive least-square method, the forecasting model is real-timely square method, the forecasting model is real-timely corrected. Using them to forecast the floods of corrected. Using them to forecast the floods of Bailianhe basin, it shows that the models and method Bailianhe basin, it shows that the models and method are effective in practice, so it can be a feasible flood are effective in practice, so it can be a feasible flood forecast method for the basin with special topography. forecast method for the basin with special topography.
Geographical characteristics, such as river system shape, the topography and river way character, and the distribution of precipitation have great effects on the concentration procedure of runoff in sub regions of a basin . Especially in the typical narrow and long of feather shape river system of basin like Bailianhe reservoir basin, the effect become more obviously.
The nonlinear concentration model of scattering input in double pinnate basin system is based on the system theory, and it divides basin into different sub basin according the basin landform and river characteristic. The concentration procedure of every sub basin is calculated by the real-time intension of precipitation instantaneous unit lines which describes the nonlinear reservoir-adjusting model.
形状约束条件下的流域分散入流非线性汇流模型与实时预报方法研究
白莲河水库流域简介白莲河水库流域简介 The basin of Bailianhe reservoir lies in the middle reach of Xishui river of Hubei
Province eastern, it control 1797 square kilometers areas, its total capacity of reservoir is 1228 million cube kilometers. In the basin north and south is long, the west and east is narrow, and the average width is 15.7 kilometers. There are two rivers are gathered together in the basin, it is high in the Northeast, The southwest is low. It is distributed in double pinnate sharp.
形状约束条件下的流域分散入流非线性汇流模型与实时预报方法研究
brief introduction about the basin of Bailianhe reservoirbrief introduction about the basin of Bailianhe reservoir
双羽形水系分散入流非线性汇流模型双羽形水系分散入流非线性汇流模型
形状约束条件下的流域分散入流非线性汇流模型与实时预报方法研究
The course of basin concentration is constituted by surface gathered and ground water concentration. The basin surface converge procedure are united between every sub basin course through the series or parallel connection. The ground water converge course simulates by the whole basin, and it simulates separately through linear reservoirs model. The basin converge model looks on the rain of every region calculated by the basin produce flow model as the input of concentrate system. According to the relationship between every region, under the shape restriction that must obeyed the flow course of exporting the place to of basin appears finally.
The nonlinear concentration model of scattering input in double pinnate drainage
双羽形水系分散入流非线性汇流模型
白莲河水库流域分块情况
According to the geographical sharp characteristic of the reservoir basin, the reservoir basin is divided into five partitions. and the topological relation between each region is shown as figure2.
分块 4
分块 2 分块 3
分块 5
分块 1串连 串连
并 连串 连 串 连
The units in the basin of Bailianhe reservoir
双羽形水系分散入流非线性汇流模型
形状约束条件下的流域分散形状约束条件下的流域分散入流非线性汇流模型入流非线性汇流模型
流域分散入流非线性汇流模型
形状约束条件
The nonlinear concentration model of scattering input with the shape restriction
流域分散入流非线性汇流模型 流域分散入流非线性汇流模型 形状约束条件下的流域分散入流非线性汇流模型
The basins concentrate procedure is constituted by surface flow; subsurface flow and ground water.
The concentration formula is :
)1()0(),( 111 nnnSS VVncRtRu
Further more if we consider the basin geographical characteristic influence to the basin concentration, we can divide the whole basin into m pieces of sub basins with basin geographical characteristic. Each sub basin concentration is simulated by formula1.
壤中流和地下径流对洪水过程的贡献相对较小,采取全流域整体模拟,分别由线性水库调蓄计算模型模拟。 。 The total flow can be calculated by the following formula:
)()()()(1
jQjQjQjQ gss
m
isi
m
i
j
k
nniii tVVkjRscn iiin
1 1
12)1()1(
1
t
fjRkjQk ssss
ssss
6.3
)()1()1(
t
fjRkjQk gg
gg
6.3
)()1()1(
The nonlinear concentration model of scattering input
形状约束条件下的流域分散入流非线性汇流模型
形状约束条件 形状约束条件
According to each sub area real geographical situation, the surface flow simulation adopt parallel connect, or series contact, or bunch mix connect, it consists the basin surface flow procedure. The changing units lines shape coefficient (n, c) in each sub basin can be controlled by restrain condition. When we calculate the concentrate model, the parameter (n, c) reflect the adjust function not only by its own precipitation but also the river between the sub basin export to the basin export. In order to guarantee that the parameter value of nuclear function in each sub basin, it is important to use sharp restrain. The sharp restrain reflect the relation among various nuclear functions. The sharp restrain condition is described by the following formula:
形状约束条件为:
the shape restriction
0
0
dnup
dnup
cc
nn
双羽形水系分散入流非线性汇流模型
汇流模型参数的率定汇流模型参数的率定
目标函数及相应约束条件
模型参数优选结果
洪水模拟效果
To seek the optimal concentration model parameters
汇流模型的目标函数及相应约束条件汇流模型的目标函数及相应约束条件 When we use the concentration model to simulate the examination flood course to the reservoir, we will minimum the difference between the storage and simulation calculate flow by parameters, and between the
storage and simulation flood peak, and the time they happened.The goal function is:
m
jii jQjQmincF
1
2)()((min,,1,,min )计实
For being in conformity with real situation of concentration, the rainfall from the upper reaches basin influence stronger than the down reaches. The sharp restrain condition is described by the following formula:
135
135
124
124
nnn
ccc
nnn
ccc
式中 ci、 ni ( i=1,…,5) 分别为各分块的地面径流汇流参数。
汇流模型参数的率定
The goal function and. The corresponding restriction
模型参数优选结果模型参数优选结果
The method for optimum seeking the model parameter adopts Rosenbrock method (rotates the law of coordinate axis). Considering the influence of the concentration parameter of size of flood, according to the coming water in Bailianhe reservoir basin, we classify the flood to three situations. It is major floods, medium floods and small floods. All kinds of flood non linear concentration model parameter is shown by table1:
汇流模型参数的率定
the non-linear concentration model parameter optimum seeking result
汇流模型参数的率定
洪水模拟效果洪水模拟效果
From tale1 we can find out, the result of parameter through optimum seeking meet the restriction(5), It can reflect the rainfall from the upper reaches basin influence stronger than the down reaches, thus it makes the concentration simulation by the model accord further with the reality. Concentration prediction model estimate by the validity and the qualification rate, according to different flood style the flood simulation result is shown at table2:
the flood simulation result
洪水实时预报校正方法
形状约束条件下的流域分散入流非线性汇流模型与实时预报方法研究
The method of real-time flood forecast and correction
流域洪水实时预报校正模型
预报校正模型参数自适应识别 与实时校正技术
洪水实时预报校正方法
流域洪水实时预报校正模型
利用流域水文模型的计算流量序列 与实时观测的流量序列 的残差序列 , 建立残差预报模型。
将预报的残差叠加到计算流量上 , 从而有流域洪水实时预报校正模型:
The basin model of real-time flood forecast and correction
k}1,...,=t(t),{Qc
k}1,...,=t(t),{Qok}1,...,=t{y(t),
1)-(t1)-(tX+(t)Q(t)y+(t)Q=Q(t) Tcc θ
其中: 1))-m-y(t2),...,-y(t1),-(y(t=1)-(tXT
1))-(ta1),...,-(ta1),-(t(a=1)-(t Tm21θ ),1kt(
式中 m 为模型的阶数; ai (t),(i=1,...,m) 为模型的参数。
洪水实时预报校正方法
预报校正模型参数自适应识别与实时校正技术 Self-tuning regulators of forecast and correction model
parameters and real-time correcting technique
The parameters of real time flood forecast and correction model are calculated by the Least square method with variable forgetting factors[3] and the recursion arithmetic is
参数估计:
增益因子:
协方差阵:
可变遗忘因子:
1))-(kˆ(k)X-K(k)(y(k)+1)-(kˆ=(k)ˆ T θθθ
1)X(k)-(k)P(kX+(k)
1)X(k)-P(k=K(k)
T
(k)1)/-(k))P(kK(k)X-(I=P(k) T λ
))R(k)P(k)X(kX+(1
))1k(ˆ)k(X)k(y(-1=(k)
T
2T λ
实时校正以后各种类型的洪水的拟合结果实时校正以后各种类型的洪水的拟合结果 洪水实时预报校正方法
The real-time flood forecast course corrects result
Based on the nonlinear concentration model of scattering input, this paper uses the method of divisional variable instantaneous unit hydrograph to correct the forecast result in Bailianhe reservoir basin. It comes to the result be satisfied. It is shown in the following table:
Table 3 the real time flood forecast course corrects result in Bailianhe reservoir basin
可以看到:在洪水过程的平均确定性系数和洪峰流量合格率的统计中,实时校正预报方案高于流域汇流预报的计算结果。
算例算例(( 11 ))
形状约束条件下的流域分散入流非线性汇流模型与实时预报方法研究
0
500
1000
1500
2000
2500
3000
3500
400006
25
17
06 2
5 21
06 2
6 01
06 2
6 05
06 2
6 09
06 2
6 13
06 2
6 17
06 2
6 21
06 2
7 01
06 2
7 05
06 2
7 09
06 2
7 13
06 2
7 17
06 2
7 21
06 2
8 01
06 2
8 05
06 2
8 09
06 2
8 13
06 2
8 17
06 2
8 21
时间(月 日 时)
/流量(立米秒)
0
20
40
60
80
100
120
140
160
180
200
降雨量(毫米)
降雨量实测流量预报流量校正流量
Example 1
( 1 )白莲河水库 1999年 6 月 25 日洪水计算结果
算例算例(( 22 ))
形状约束条件下的流域分散入流非线性汇流模型与实时预报方法研究
0
200
400
600
800
1000
1200
140006
29
01
06 2
9 07
06 2
9 13
06 2
9 19
06 3
0 01
06 3
0 07
06 3
0 13
06 3
0 19
07 0
1 01
07 0
1 07
07 0
1 13
07 0
1 19
07 0
2 01
07 0
2 07
07 0
2 13
07 0
2 19
07 0
3 01
07 0
3 07
07 0
3 13
07 0
3 19
07 0
4 01
07 0
4 07
07 0
4 13
时间(月 日 时)
/流量(立米秒)
0
20
40
60
80
100
120
140
160
180
200
降雨量(毫米)
降雨量实测流量预报流量校正流量
Example 2
( 2 )白莲河水库 1999年 6 月 29 日洪水计算结果
形状约束条件下的流域分散入流非线性汇流模型与实时预报方法研究
结语 Conclusion
The hydrological procedure influenced by geographical basin characteristic and humans’ activity is a “focus" question at present [4]. At present it is still a kind of effective way through transformation to the already ripe lump model. This paper has developed the research of the flood prediction method of the double pinnate water system. For reflecting the influence to the basin concentrate procedure, this paper has set up the in series or parallel connection nonlinear concentration model of scattering input. Because it introduces the shape restriction, the model describes the basin concentrate characteristic excellently. At last we use the real time flood forecast. Not only flood course average efficient coefficient but also flood peak qualification rate the real time correct method is excelled to the ordinary way.
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形状约束条件下的流域分散入流非线性汇流模型与实时预报方法研究