CN103701125B - The flexible power flow algorithm of a kind of power distribution network based on Sequential Quadratic Programming method - Google Patents
The flexible power flow algorithm of a kind of power distribution network based on Sequential Quadratic Programming method Download PDFInfo
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Abstract
本发明涉及一种配电网柔性潮流算法,尤其涉及一种基于序列二次规划法的配电网柔性潮流算法,本发明创造性地将发电机与负荷静特性与保留二阶项的配电网潮流方程有机地结合在一起,形成了计及发电机与负荷静特性的保留二阶项的配电网潮流方程。在对以上潮流方程的求解上,本发明采用将该潮流方程的求解问题转化为一个含非线性约束的数学优化问题并用二次序列规划法进行求解。本发明结合工程实际,既能求出常规配电网潮流算法可以得到的节点电压相量,也能求得系统频率以及发电机、负荷的实际功率。相较于常规潮流算法,本发明不再需要设置各类节点类型,计算收敛性好而且计算精度更高,更符合实际配电网实际。The present invention relates to a distribution network flexible power flow algorithm, in particular to a distribution network flexible power flow algorithm based on the sequence quadratic programming method. The power flow equations are organically combined to form a distribution network power flow equation that takes into account the static characteristics of generators and loads and retains the second-order terms. In solving the above power flow equation, the present invention converts the problem of solving the power flow equation into a mathematical optimization problem with nonlinear constraints and uses the quadratic sequence programming method to solve it. Combining with engineering practice, the invention can not only obtain the node voltage phasor obtained by the conventional distribution network power flow algorithm, but also obtain the system frequency and the actual power of the generator and the load. Compared with the conventional power flow algorithm, the present invention does not need to set various node types, has good calculation convergence and higher calculation accuracy, and is more in line with the reality of the actual distribution network.
Description
技术领域technical field
本发明涉及一种配电网柔性潮流算法,尤其涉及一种基于序列二次规划法的配电网柔性潮流算法。The invention relates to a distribution network flexible power flow algorithm, in particular to a distribution network flexible power flow algorithm based on a sequence quadratic programming method.
背景技术Background technique
随着分布式发电技术的发展,分布式电源(DG)并入配电网的趋势越来越明显,DG并网后,配电网的结构和运行都将发生巨大的变化。特别是在孤岛运行时,由于分布式电源的支持,孤岛可以继续运行以保证部分负荷的正常工作,可提高配电网的供电可靠性。但是对于含分布式电源的配电系统,常规的配电网潮流算法及其衍生算法,由于所给的条件过于理想化,导致其收敛性较差、计算误差较大,计算结果与工程实际不尽相符。With the development of distributed generation technology, the trend of integrating distributed generation (DG) into the distribution network is becoming more and more obvious. After DG is connected to the grid, the structure and operation of the distribution network will undergo tremendous changes. Especially when operating in an isolated island, due to the support of distributed power sources, the isolated island can continue to operate to ensure the normal operation of part of the load, which can improve the power supply reliability of the distribution network. However, for distribution systems with distributed power sources, the conventional distribution network power flow algorithm and its derivative algorithms, due to the given conditions are too ideal, resulting in poor convergence and large calculation errors, and the calculation results are not consistent with the actual engineering. match.
实际上,无论是负荷还是发电机组都具有频率和电压调节特性,在稳态工况下,系统频率和电压不一定等于额定频率和给定的电压值,负荷和发电机组都是按照各自的静特性实现功率分配。有学者提出了一种新的快速配电网潮流算法,通过对二次性潮流进行严格的Taylor级数展开,将潮流方程转变换成含自变量校正的二阶非线性矩阵方程来求解,其充分利用了配电网特点,在求解过程中其雅克比矩阵始终保持不变,计算流程较为简单,且由于其保留二阶偏导项即保留了牛顿残差,其计算精度相对于牛顿类算法更高,但是该算法并没有考虑发电机与负荷静特性。In fact, both the load and the generator set have frequency and voltage regulation characteristics. Under steady-state conditions, the system frequency and voltage are not necessarily equal to the rated frequency and given voltage value. feature enables power distribution. Some scholars have proposed a new fast distribution network power flow algorithm, which converts the power flow equation into a second-order nonlinear matrix equation with independent variable correction through the strict Taylor series expansion of the quadratic power flow. It makes full use of the characteristics of the distribution network, and its Jacobian matrix remains unchanged during the solution process. The calculation process is relatively simple, and because it retains the second-order partial derivatives, it retains the Newton residual, and its calculation accuracy is higher than that of Newton algorithms Higher, but this algorithm does not consider the static characteristics of the generator and load.
本发明综合电力系统柔性潮流概念、模型,针对于配电网系统,基于保留二阶项的潮流方程,并参考有关文献将分布式电源看成可控的负荷引入二阶项的潮流方程,创造性地将发电机与负荷静特性方程与保留二阶项的配电网潮流方程结合,形成了计及发电机与负荷静特性的配电网潮流方程。而后将求解潮流方程的问题转化为一个优化问题并设定合适的寻优目标,利用二次序列规划来求解,提出了基于序列二次规划法的配电网柔性潮流。本发明结合工程实际,既能求出常规配电网潮流算法可以得到的节点电压相量,也能求得系统频率以及发电机、负荷的实际功率。不再需要设置各类节点类型,且收敛性好计算精度更高,更符合实际配电网实际。The present invention integrates the concept and model of the flexible power flow of the power system, aiming at the power distribution network system, based on the power flow equation that retains the second-order item, and referring to the relevant literature, the distributed power supply is regarded as a controllable load and introduced into the second-order power flow equation, which is creative Combining the static characteristic equation of generator and load with the power flow equation of distribution network retaining the second order term, the power flow equation of distribution network considering the static characteristic of generator and load is formed. Then, the problem of solving the power flow equation is transformed into an optimization problem and an appropriate optimization goal is set, which is solved by quadratic sequence programming, and a flexible power flow of distribution network based on sequence quadratic programming is proposed. Combining with engineering practice, the invention can not only obtain the node voltage phasor obtained by the conventional distribution network power flow algorithm, but also obtain the system frequency and the actual power of the generator and the load. It is no longer necessary to set various node types, and the convergence is good, the calculation accuracy is higher, and it is more in line with the actual distribution network.
发明内容Contents of the invention
一种基于序列二次规划法的配电网柔性潮流算法,其特征在于:A flexible power flow algorithm for distribution network based on sequence quadratic programming, characterized in that:
本发明创造性地将发电机与负荷静特性方程与保留二阶项的配电网潮流方程有机结合,形成了计及发电机与负荷静特性的配电网潮流方程。而后将求解潮流方程的问题转化为一个优化问题并设定合适的寻优目标,利用二次序列规划来求解,提出了基于序列二次规划法的配电网柔性潮流。The invention creatively combines the static characteristic equation of the generator and the load with the power flow equation of the distribution network retaining the second-order item, and forms the power flow equation of the distribution network considering the static characteristic of the generator and the load. Then, the problem of solving the power flow equation is transformed into an optimization problem and an appropriate optimization goal is set, which is solved by quadratic sequence programming, and a flexible power flow of distribution network based on sequence quadratic programming is proposed.
本发明结合工程实际,既能求出常规配电网潮流算法可以得到的节点电压相量,也能求得系统频率以及发电机、负荷的实际功率。相较于常规潮流算法,本发明不再需要设置各类节点类型,计算收敛性好而且计算精度更高,更符合实际配电网实际。Combining with engineering practice, the invention can not only obtain the node voltage phasor obtained by the conventional distribution network power flow algorithm, but also obtain the system frequency and the actual power of the generator and the load. Compared with the conventional power flow algorithm, the present invention does not need to set various node types, has good calculation convergence and higher calculation accuracy, and is more in line with the reality of the actual distribution network.
本发明的技术方案如下:Technical scheme of the present invention is as follows:
一种基于序列二次规划法的配电网柔性潮流方法,其特征在于:基于以下电网潮流方程:A distribution network flexible power flow method based on the sequence quadratic programming method, characterized in that: based on the following power flow equation:
ΔxTaiΔx+bi TΔx-pLi=0,i∈(1,n)Δx T a i Δx+b i T Δx-p Li =0,i∈(1,n)
ΔxTdiΔx+gi TΔx-qLi=0,i∈(1,n)Δx T d i Δx+g i T Δx-q Li =0,i∈(1,n)
其中,in,
Gi=[Gi1Gi2...Gin];G i =[G i1 G i2 ... G in ];
Bi=[Bi1Bi2...Bin];B i =[B i1 B i2 ... B in ];
Gin表示节点i和n之间的支路导纳的幅值,pLi为节点i的综合实际负荷有功功率,qLi为节点i的综合实际负荷无功功率;G in represents the magnitude of branch admittance between nodes i and n, p Li is the integrated actual load active power of node i, q Li is the integrated actual load reactive power of node i;
具体处理包括以下步骤:The specific processing includes the following steps:
步骤1,任意选取上述2n个等式中的其中的一个,具体是:ΔxTakΔx+bk TΔx-pLk=0或者是ΔxTdkΔx+gk TΔx-qLk=0,以abs(ΔxTakΔx+bk TΔx-pLk)或abs(ΔxTdkΔx+gk TΔx-qLk)的值最小作为优化目标,而其余的2n-1个方程作为等式约束,则将潮流方程的求解转化为一个含多个非线性约束的数学优化;Step 1. Randomly select one of the above 2n equations, specifically: Δx T a k Δx+b k T Δx-p Lk =0 or Δx T d k Δx+g k T Δx-q Lk = 0, take the minimum value of abs(Δx T a k Δx+b k T Δx-p Lk ) or abs(Δx T d k Δx+g k T Δx-q Lk ) as the optimization target, and the remaining 2n-1 If the equation is used as an equality constraint, the solution of the power flow equation is transformed into a mathematical optimization with multiple nonlinear constraints;
步骤2,基于步骤1,将潮流方程的求解转化为一个含多个非线性约束的数学优化,该优化采用序列二次规划求解;具体是将目标函数标最小值取值为0,且其寻优到最小值的过程实质上就是对于潮流方程的求解的过程。Step 2. Based on Step 1, the solution of the power flow equation is converted into a mathematical optimization with multiple nonlinear constraints. The optimization is solved by sequential quadratic programming; specifically, the minimum value of the objective function is set to 0, and its search The process of optimizing to the minimum value is essentially the process of solving the power flow equation.
在上述的一种基于序列二次规划法的配电网柔性潮流方法,所述的电网潮流方程基于以下公式:In the above-mentioned distribution network flexible power flow method based on the sequential quadratic programming method, the power flow equation of the power grid is based on the following formula:
发电机静特性的有功功率-频率静特性关系方程和无功功率-电压静特性关系方程,即The active power-frequency static characteristic relation equation and the reactive power-voltage static characteristic relation equation of the generator static characteristic, namely
PGi=Kfi(fi0-f)P Gi =K fi (f i0 -f)
QGi=KUi(Ui0-Ui)Q Gi =K Ui (U i0 -U i )
式中,fi0为机组i的空载频率;Kfi为机组i的有功功率-频率调节系数;Ui0为机组i的空载电压;KUi为机组i的无功功率-电压调节系数;f为系统频率,Ui为节点i的节点电压幅值;In the formula, f i0 is the no-load frequency of unit i; K fi is the active power-frequency adjustment coefficient of unit i; U i0 is the no-load voltage of unit i; K Ui is the reactive power-voltage adjustment coefficient of unit i; f is the system frequency, U i is the node voltage amplitude of node i;
负荷静特性可以由负荷静特性关系方程,即The static characteristics of the load can be determined by the relationship equation of the static characteristics of the load, that is,
PLi=PLi0[1+KPUi(Ui-1)][1+KPfi(f-1)]P Li =P Li0 [1+K PUi (U i -1)][1+K Pfi (f-1)]
QLi=QLi0[1+KQUi(Ui-1)][1+KQfi(f-1)]Q Li =Q Li0 [1+K QUi (U i -1)][1+K Qfi (f-1)]
式中,PLi0和QLi0为额定电压和额定频率下的负荷i的有功和无功功率,称为负荷基点频率;KPUi、KPfi和KQUi、KQfi分别为负荷有功功率和无功功率的电压调节系数和频率调节系数;In the formula, P Li0 and Q Li0 are the active and reactive power of load i under the rated voltage and rated frequency, called the load base point frequency; K PUi , K Pfi and K QUi , K Qfi are the active power and reactive power of the load respectively Voltage adjustment coefficient and frequency adjustment coefficient of power;
然后结合发电机与负荷静特性公式,对于电网的各个节点,若节点i上仅有负荷,那么SLi=PLi+jQLi;若节点i上仅有发电机,由于发电机是发出功率,与负荷特性相反,那么写为SLi=-(PGi+jQGi);类推,当某节点上既有负荷又有发电机的时候,综合考虑则有SLi=PLi+jQLi-(PGi+jQGi);为方便起见,将上述三种情况统一定义为Then combined with the generator and load static characteristic formula, for each node of the power grid, if there is only load on node i, then S Li =P Li +jQ Li ; if there is only generator on node i, since the generator generates power, Contrary to the load characteristics, it is written as S Li =-(P Gi +jQ Gi ); by analogy, when there are both loads and generators on a certain node, the comprehensive consideration is S Li =P Li +jQ Li -( P Gi +jQ Gi ); for convenience, the above three cases are uniformly defined as
SLi=pLi+jqLi,i∈(1,n)S Li =p Li +jq Li ,i∈(1,n)
p=(pLi)T∈Rn×1,q=(qLi)T∈Rn×1 p=(p Li ) T ∈ R n×1 ,q=(q Li ) T ∈ R n×1
式子中,pLi为节点i的综合实际负荷有功功率,qLi为节点i的综合实际负荷无功功率,Rn×1表示n行1列的实数矩阵。In the formula, p Li is the integrated actual load active power of node i, q Li is the integrated actual load reactive power of node i, and R n×1 represents a real number matrix with n rows and one column.
在上述的一种基于序列二次规划法的配电网柔性潮流方法,所述步骤1中,In the above-mentioned flexible power flow method for distribution network based on sequential quadratic programming method, in the step 1,
在直角坐标系下,定义配电网的节点电压向量为In the Cartesian coordinate system, the node voltage vector of the distribution network is defined as
并定义
在平启动条件下,对二次型潮流方程进行严格的Taylor级数展开,考虑了发电机与负荷静特性的保留牛顿残差的带二次项的配网潮流方程可以表示为Under the condition of flat start, strict Taylor series expansion is carried out on the quadratic power flow equation, and the distribution network power flow equation with quadratic term considering the static characteristics of the generator and the load and retaining the Newton residual can be expressed as
相较于常规潮流算法,式中的SL是考虑了发电机与负荷静特性的,而非一般的恒负荷模型。其中Compared with the conventional power flow algorithm, S L in the formula considers the static characteristics of the generator and the load, rather than the general constant load model. in
式中B为网络节点导纳矩阵的虚部,G为网络节点导纳矩阵的实部,其中In the formula, B is the imaginary part of the network node admittance matrix, G is the real part of the network node admittance matrix, where
可以明显地看到以上推导得到的计及发电机与负荷静特性的保留二阶项的潮流方程是一个关于Δx的二次非线性矩阵方程,很难对其直接求解。若将上述潮流方程稍作处理,可以将其转换为一个求解非线性约束的优化问题。上述潮流方程共含2n个方程,对其进行展开可以将其写成It can be clearly seen that the power flow equation derived above, which takes into account the static characteristics of the generator and the load and retains the second-order term, is a quadratic nonlinear matrix equation about Δx, which is difficult to solve directly. If the above power flow equation is slightly processed, it can be converted into an optimization problem for solving nonlinear constraints. The above power flow equation contains a total of 2n equations, which can be expanded and written as
ΔxTaiΔx+bi TΔx-pLi=0,i∈(1,n)Δx T a i Δx+b i T Δx-p Li =0,i∈(1,n)
ΔxTdiΔx+gi TΔx-qLi=0,i∈(1,n)Δx T d i Δx+g i T Δx-q Li =0,i∈(1,n)
任意选取其中的一个等式ΔxTakΔx+bk TΔx-pLk=0或者是ΔxTdkΔx+gk TΔx-qLk=0,不再将该方程作为等式约束,而是以abs(ΔxTakΔx+bk TΔx-pLk)或者是abs(ΔxTdkΔx+gk TΔx-qLk)值最小作为优化目标,而其余方程仍旧作为等式约束存在。从数学上分析,目标函数标最小值应为0,而且其寻优到最小值实质上就完成了对于潮流方程的求解。因此将潮流方程的求解问题转化为一个优化问题来处理是可行的。由于序列二次规划法(SequentialQuadraticProgramming)具有全局收敛性,同时保持局部超线性收敛性,是目前最有效的求解非线性约束优化问题最优效的办法之一,因此选用采用序列二次规划求解上述的转化为非线性约束的数学优化问题的潮流方程的求解问题。Randomly select one of the equations Δx T a k Δx+b k T Δx-p Lk =0 or Δx T d k Δx+g k T Δx-q Lk =0, and no longer use this equation as an equality constraint, Instead, the minimum value of abs(Δx T a k Δx+b k T Δx-p Lk ) or abs(Δx T d k Δx+g k T Δx-q Lk ) is used as the optimization goal, while the rest of the equations are still regarded as equations Constraints exist. From a mathematical analysis, the minimum value of the objective function should be 0, and its optimization to the minimum value essentially completes the solution of the power flow equation. Therefore, it is feasible to transform the solution of the power flow equation into an optimization problem. Since the Sequential Quadratic Programming method (Sequential Quadratic Programming) has global convergence and maintains local superlinear convergence, it is currently one of the most effective methods for solving nonlinear constrained optimization problems. Therefore, Sequential Quadratic Programming is used to solve the above The problem of solving the power flow equations is transformed into a mathematical optimization problem with nonlinear constraints.
因此,本发明有如下优点:结合工程实际,既能求出常规配电网潮流算法可以得到的节点电压相量,也能求得系统频率以及发电机、负荷的实际功率。不再需要设置各类节点类型,计算收敛性好而且计算精度更高,更符合实际配电网实际Therefore, the present invention has the following advantages: combined with engineering practice, it can not only obtain the node voltage phasor obtained by the conventional distribution network power flow algorithm, but also obtain the system frequency and the actual power of the generator and load. It is no longer necessary to set various node types, the calculation convergence is good and the calculation accuracy is higher, and it is more in line with the actual distribution network
具体实施方式detailed description
下面通过实施例,并结合数据分析,对本发明的技术方案作进一步具体的说明。The technical solution of the present invention will be further specifically described below through examples and in conjunction with data analysis.
实施例:Example:
本专利所提方法在多个算例模型下进行了验证,限于篇幅,本实施例针对以改进的IEEE33算例为例,基于仿真数据以及MATLAB计算数据,对本文所提方法的可行性及有效性进行分析及验证。具体情况如下:The method proposed in this patent has been verified under multiple calculation example models. Due to space limitations, this embodiment takes the improved IEEE33 calculation example as an example, based on simulation data and MATLAB calculation data, to verify the feasibility and effectiveness of the method proposed in this paper. analysis and verification. Details are as follows:
以IEEE33标准算例为基础,对其进行适当的改进。由于柔性潮流算法中不再需要平衡节点,对于IEEE33节点系统中的平衡节点改造为发电机节点来进行计算。标准IEEE33系统含有37条支路,5个环网,为标准的含环网的配电系统,基准值设置为SB=600kVA,VB=10kV。Based on the IEEE33 standard calculation example, it is properly improved. Since the balance node is no longer needed in the flexible power flow algorithm, the balance node in the IEEE33 node system is transformed into a generator node for calculation. The standard IEEE33 system contains 37 branch circuits and 5 ring networks. It is a standard power distribution system with ring networks. The reference value is set to S B =600kVA, V B =10kV.
表1给出的是基准50HZ算例的潮流计算结果,表中计算数据列是本文算法计算出来的结果,仿真数据列则是根据改进后的IEEE33算例数据以及发电机和负荷静特性在有关软件中建模仿真计算得到的数据。可以看到,各个节点的电压幅值的计算结果与仿真结果的误差非常小,说明了该算法的有效性。Table 1 shows the power flow calculation results of the benchmark 50HZ example. The calculation data column in the table is the result calculated by the algorithm in this paper, and the simulation data column is based on the improved IEEE33 example data and the static characteristics of the generator and load in the relevant The data obtained by modeling and simulation in the software. It can be seen that the error between the calculation results of the voltage amplitudes of each node and the simulation results is very small, which shows the effectiveness of the algorithm.
表1基准算例潮流计算结果对比Table 1 Comparison of power flow calculation results of benchmark examples
关于角度的对应情况,以下选出几个具有代表性的节点的情况进行说明,具体数据详见表2。Regarding the corresponding situation of the angle, the situation of several representative nodes is selected below for illustration, and the specific data are shown in Table 2.
表2基准算例角度计算结果对比Table 2 Comparison of angle calculation results of benchmark examples
从表2中可以看到,各个节点的角度的计算结果与仿真结果误差很小,表明了计算的正确性。It can be seen from Table 2 that the error between the calculation results of the angles of each node and the simulation results is very small, which shows the correctness of the calculation.
为了体现考虑发电机与负荷静特性优势,对基准算例稍作修改,选取基准功率比较大的节点30上的负荷,将其基准功率增大3倍。那么由于负荷的有功无功增加,发电机的出力必须进行相应的调整,其结果是发电机的频率下降以增加有功处理,机端电压下降以增加无功出力以达到新的平衡。In order to reflect the advantages of considering the static characteristics of the generator and the load, the benchmark calculation example is slightly modified, and the load on the node 30 with a relatively large base power is selected, and its base power is increased by 3 times. Then, due to the increase of active and reactive power of the load, the output of the generator must be adjusted accordingly. As a result, the frequency of the generator decreases to increase active power processing, and the terminal voltage decreases to increase reactive output to achieve a new balance.
经过计算,修改后的系统的稳态频率下降到49.77HZ,机端电压下降到了0.9770p.u.,其变化趋势符合发电机静特性特点,体现了系统的有功功率平衡和频率调整、无功功率平衡和电压调整的关系,在系统的负荷发生了变化了的情况下,在发电机和负荷静特性的调节效应共同作用下达到了新的功率平衡。具体的算法计算数据和仿真数据的对比情况,详见表3。After calculation, the steady-state frequency of the modified system drops to 49.77HZ, and the machine terminal voltage drops to 0.9770p.u. The change trend is in line with the static characteristics of the generator, which reflects the system's active power balance and frequency adjustment, reactive power balance and In the relationship of voltage adjustment, when the load of the system has changed, a new power balance is achieved under the joint action of the adjustment effect of the static characteristics of the generator and the load. The comparison between the specific algorithm calculation data and the simulation data is shown in Table 3.
表3修改后算例潮流计算结果对比Table 3 Comparison of power flow calculation results of the modified example
在非50HZ条件下,对于角度的对应情况,类似地,在此也选出几个具有代表性的节点来分析其对应与否,详见下表4。Under non-50HZ conditions, for the angle correspondence, similarly, select several representative nodes here to analyze whether they correspond or not, see Table 4 below for details.
表4修改后的算例角度计算结果对比Table 4 Comparison of angle calculation results of the modified example
与50HZ情况下的结果类似,改进以后的算例的潮流计算结果的角度误差也很小。综上可以看到将本发明针对上述算例的计算结果,与仿真的结果对比,误差很小,说明了算法的正确性。Similar to the results in the case of 50HZ, the angle error of the power flow calculation results of the improved calculation example is also very small. In summary, it can be seen that comparing the calculation results of the present invention for the above calculation examples with the simulation results, the error is very small, which shows the correctness of the algorithm.
本文中所描述的具体实施例仅仅是对本发明精神作举例说明。本发明所属技术领域的技术人员可以对所描述的具体实施例做各种各样的修改或补充或采用类似的方式替代,但并不会偏离本发明的精神或者超越所附权利要求书所定义的范围。The specific embodiments described herein are merely illustrative of the spirit of the invention. Those skilled in the art to which the present invention belongs can make various modifications or supplements to the described specific embodiments or adopt similar methods to replace them, but they will not deviate from the spirit of the present invention or go beyond the definition of the appended claims range.
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