CN110021966A - A kind of active distribution network Optimization Scheduling considering dynamic network reconfiguration - Google Patents
A kind of active distribution network Optimization Scheduling considering dynamic network reconfiguration Download PDFInfo
- Publication number
- CN110021966A CN110021966A CN201910172835.8A CN201910172835A CN110021966A CN 110021966 A CN110021966 A CN 110021966A CN 201910172835 A CN201910172835 A CN 201910172835A CN 110021966 A CN110021966 A CN 110021966A
- Authority
- CN
- China
- Prior art keywords
- distribution network
- power
- node
- active
- time
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Classifications
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for AC mains or AC distribution networks
- H02J3/04—Circuit arrangements for AC mains or AC distribution networks for connecting networks of the same frequency but supplied from different sources
- H02J3/06—Controlling transfer of power between connected networks; Controlling sharing of load between connected networks
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for AC mains or AC distribution networks
- H02J3/38—Arrangements for parallely feeding a single network by two or more generators, converters or transformers
- H02J3/46—Controlling of the sharing of output between the generators, converters, or transformers
- H02J3/48—Controlling the sharing of the in-phase component
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for AC mains or AC distribution networks
- H02J3/38—Arrangements for parallely feeding a single network by two or more generators, converters or transformers
- H02J3/46—Controlling of the sharing of output between the generators, converters, or transformers
- H02J3/50—Controlling the sharing of the out-of-phase component
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A30/00—Adapting or protecting infrastructure or their operation
- Y02A30/60—Planning or developing urban green infrastructure
Landscapes
- Engineering & Computer Science (AREA)
- Power Engineering (AREA)
- Supply And Distribution Of Alternating Current (AREA)
Abstract
Description
技术领域technical field
本发明属于主动配电网优化运行技术领域,更具体地,涉及一种考虑 动态网络重构的主动配电网优化调度方法。The invention belongs to the technical field of active distribution network optimization operation, and more particularly, relates to an active distribution network optimization scheduling method considering dynamic network reconfiguration.
背景技术Background technique
近年来,为应对气候变化、解决能源危机和促进节能减排,大力发展 风电和太阳能发电等可再生能源已成为国内外共识和重要手段。国家将继 续大力发展风电和太阳能发电,通过多种措施实现可再生能源的分布式开 发和就地消纳。随着可再生能源大规模以分布式发电的方式接入配电网, 在某些局部配电网的部分时段,甚至出现了分布式电源渗透率超过100%的 状况,而一些接在主动配电网末端的分布式电源会带来严重的过电压问题, 影响主动配电网对可再生能源的消纳能力。In recent years, in order to cope with climate change, solve the energy crisis and promote energy conservation and emission reduction, vigorously developing renewable energy sources such as wind power and solar power generation has become a consensus and an important means at home and abroad. The country will continue to vigorously develop wind power and solar power generation, and achieve distributed development and local consumption of renewable energy through various measures. With the large-scale access of renewable energy to the distribution network in the form of distributed power generation, in some parts of the local distribution network, the penetration rate of distributed power generation even exceeds 100%, while some are connected to the active distribution network. The distributed power supply at the end of the power grid will bring serious overvoltage problems and affect the ability of the active distribution network to absorb renewable energy.
为了解决大规模分布式电源接入配电网带来的问题,“主动配电网” 的概念应运而生。已有部分研究机构和学者从经济性、安全性等不同角度 研究了主动配电网协调运行机制,但随着分布式电源的渗透率越来越高, 配电网亟需更多的灵活可控资源。作为一种网络拓扑灵活可变的调度资源, 动态网络重构可以有效提升配电网的经济运行水平和分布式电源的消纳率。 我国配电网正朝着智能化的方向发展,《配电网建设改造行动计划(2015— 2020年)》明确将全面加快现代配电网建设改造,以满足新能源、分布式电 源的发展和接入需求。其中,智能化远程控制开关的应用为动态网络重构 的实施提供了条件。In order to solve the problems caused by the large-scale distributed power supply connecting to the distribution network, the concept of "active distribution network" came into being. Some research institutions and scholars have studied the coordinated operation mechanism of active distribution network from different perspectives such as economy and safety. control resources. As a flexible and variable scheduling resource of network topology, dynamic network reconfiguration can effectively improve the economic operation level of distribution network and the consumption rate of distributed power. my country's distribution network is developing in the direction of intelligence. The "Action Plan for the Construction and Transformation of Distribution Networks (2015-2020)" clearly will accelerate the construction and transformation of modern distribution networks in an all-round way to meet the development of new energy, distributed power and access requirements. Among them, the application of intelligent remote control switch provides conditions for the implementation of dynamic network reconfiguration.
由于现有研究大都侧重于“源-荷-储”的协调,如分布式电源的接入控 制、储能和柔性负荷等资源的协调优化、微网和主动配电网的协调运行等, 关于主动配电网网络结构调整方面的研究较少,主动配电网消纳分布式电 源的潜力没有得到充分发挥。而主动配电网网络重构的研究大多局限于主 动配电网的长时间尺度优化,将网络结构调整作为日内调度资源的动态网 络重构受到的关注很少。此外,在主动配电网的辐射结构约束方面现有文 献大都采用穷举法,没有给出严格的数学表达。Since most of the existing research focuses on the coordination of "source-load-storage", such as the access control of distributed power, the coordinated optimization of resources such as energy storage and flexible loads, and the coordinated operation of microgrids and active distribution networks, etc. There are few studies on the network structure adjustment of active distribution network, and the potential of active distribution network to absorb distributed power sources has not been fully utilized. However, the research on active distribution network network reconfiguration is mostly limited to the long-term scale optimization of active distribution network, and the dynamic network reconfiguration that regards network structure adjustment as an intraday dispatch resource has received little attention. In addition, most of the existing literatures on the radiation structure constraints of active distribution network use the exhaustive method, and do not give a strict mathematical expression.
发明内容SUMMARY OF THE INVENTION
针对现有技术的以上缺陷或改进需求,本发明提出了一种考虑动态网 络重构的主动配电网优化调度方法,其目的在于充分考虑主动配电网的可 控资源,提高主动配电网的运行经济性,由此解决大规模分布式电源接入 主动配电网难以消纳和电压升高的技术问题。In view of the above defects or improvement needs of the prior art, the present invention proposes an active distribution network optimization scheduling method considering dynamic network reconfiguration, the purpose of which is to fully consider the controllable resources of the active distribution network and improve the active distribution network. Therefore, it solves the technical problems that the large-scale distributed power is connected to the active distribution network, which is difficult to accommodate and the voltage rises.
为实现上述目的,本发明提供了一种考虑动态网络重构的主动配电网 优化调度方法,包括:In order to achieve the above object, the present invention provides an active distribution network optimization scheduling method considering dynamic network reconfiguration, including:
(1)获取主动配电网参数,构建主动配电网潮流方程约束条件;(1) Obtain the parameters of the active distribution network, and construct the constraints of the power flow equation of the active distribution network;
(2)考虑动态网络重构,修正主动配电网潮流方程约束条件,得到修 正后的主动配电网潮流方程约束条件;(2) Considering the dynamic network reconstruction, modify the constraints of the power flow equation of the active distribution network, and obtain the modified constraints of the power flow equation of the active distribution network;
(3)根据主动配电网辐射结构得到主动配电网辐射结构约束条件;(3) According to the radiation structure of the active distribution network, the constraint conditions of the radiation structure of the active distribution network are obtained;
(4)以主动配电网综合运行成本最低为目标函数,根据修正后的主动 配电网潮流方程约束条件、主动配电网辐射结构约束条件和主动配电网安 全运行约束条件,构建主动配电网优化调度模型;(4) Taking the lowest comprehensive operation cost of the active distribution network as the objective function, according to the revised active distribution network power flow equation constraints, the active distribution network radiation structure constraints and the active distribution network safe operation constraints, construct the active distribution network. Grid optimization scheduling model;
(5)将模型中的非凸约束条件进行凸松弛化,将模型中的非线性约束 条件进行线性化;(5) Perform convex relaxation of the non-convex constraints in the model, and linearize the nonlinear constraints in the model;
(6)对转换后的模型进行求解,获取主动配电网优化调度方案。(6) Solve the converted model to obtain the optimal dispatching scheme of the active distribution network.
进一步地,主动配电网参数包括分布式电源参数、分布式电源的24h 出力数据、主动配电网网架参数、主动配电网节点负荷数据、主动配电网 关口功率限值、无功补偿装置参数、开关动作次数上限、各项成本系数;Further, active distribution network parameters include distributed power supply parameters, 24h output data of distributed power supply, active distribution network grid parameters, active distribution network node load data, active distribution network port power limit, reactive power compensation Device parameters, upper limit of switching actions, various cost coefficients;
其中分布式电源参数包括分布式电源最大有功出力Pi,max、采取限定功 率因数范围运行的功率因数限值 The parameters of the distributed power supply include the maximum active power output P i,max of the distributed power supply, the power factor limit of the limited power factor range operation
分布式电源24h出力数据为预测值 The 24h output data of distributed power supply is the predicted value
主动配电网网架参数包括主动配电网支路i-j的电导gij、电纳bij和电流 上限Iij,max,主动配电网初始拓扑结构及联络线配置信息,主动配电网节点 电压上下限Vi,max与Vi,min;The parameters of the active distribution network frame include the conductance g ij , the susceptance b ij and the current upper limit I ij,max of the active distribution network branch ij , the active distribution network initial topology and tie line configuration information, and the active distribution network nodes Voltage upper and lower limits V i,max and V i,min ;
主动配电网节点负荷数据包括t时刻节点i处有功负荷PL,i,t和无功负荷 QL,i,t;The active distribution network node load data includes active load PL,i,t and reactive load QL,i,t at node i at time t ;
主动配电网关口功率限值包括主动配电网关口有功交换功率上下限值 PT,min、PT,max和无功交换功率上下限值QT,min与QT,max;The active power distribution gateway port power limit includes the active power exchange power upper and lower limits P T,min , P T,max and the reactive power exchange power upper and lower limits Q T,min and Q T,max ;
无功补偿装置参数包括节点i处SVC无功补偿的最小值QSVC,i,min和最大 值QSVC,i,max;The parameters of the reactive power compensation device include the minimum value Q SVC,i,min and the maximum value Q SVC,i,max of the SVC reactive power compensation at the node i;
开关动作次数上限为SWmax;The upper limit of the number of switching actions is SW max ;
各项成本系数包括网损成本系数ηL,弃风/光单位电量惩罚成本系数 ηRDG,开关动作一次的成本系数ηS。Various cost coefficients include network loss cost coefficient η L , curtailment wind/light unit power penalty cost coefficient η RDG , cost coefficient η S for one switching action.
进一步地,主动配电网潮流方程约束条件为:Further, the constraints of the power flow equation of the active distribution network are:
其中,PG,i,t为t时刻节点i处的分布式电源或者输电网的有功注入,PL,i,t为t时刻节点i处有功负荷,N(i)为与节点i相连的节点集合,Pij,t为t时刻 支路i-j上流过的有功功率,以从节点i流出为正;QG,i,t为t时刻节点i处的 电源无功注入,QL,i,t为t时刻节点i处无功负荷,QSVC,i,t为t时刻节点i处SVC 无功补偿功率,Qij,t为t时刻支路i-j上流过的无功功率,以从节点i流出为 正;Among them, PG,i,t is the active power injection of the distributed power source or the transmission network at the node i at time t, PL,i,t is the active load at the node i at time t, and N(i) is the power supply connected to the node i Node set, P ij,t is the active power flowing on branch ij at time t, and the outflow from node i is positive; Q G,i,t is the reactive power injection of power supply at node i at time t, Q L,i, t is the reactive power load at node i at time t, Q SVC,i,t is the SVC reactive power compensation power at node i at time t, and Q ij,t is the reactive power flowing on branch ij at time t, which is calculated from node i outflow is positive;
Pij,t和Qij,t可根据支路视在功率表达式推导出:P ij,t and Q ij,t can be derived from the branch apparent power expression:
其中,Sij,t为t时刻支路i-j视在功率,为t时刻支路i-j电流的共轭 相量,gij和bij分别为支路i-j的电导和电纳,Vi,t为t时刻节点i的电压幅值, θij,t=θi,t-θj,t为t时刻节点i、j之间的电压相角差;Among them, S ij,t is the apparent power of branch ij at time t, is the conjugate phasor of the current of branch ij at time t, g ij and b ij are the conductance and susceptance of branch ij respectively, V i,t is the voltage amplitude of node i at time t, θ ij,t =θ i ,t -θ j,t is the voltage phase angle difference between nodes i and j at time t;
实部、虚部分离后可以得到:After separating the real and imaginary parts, we can get:
进一步地,修正后的主动配电网潮流方程约束条件为:Further, the revised constraints of the power flow equation of the active distribution network are:
其中,Zij,t为t时刻支路i-j的开断状态变量,当支路i-j断开时,Zij,t=0, 对应的支路功率Zij,t·Pij,t=0。Wherein, Z ij,t is the disconnection state variable of branch ij at time t. When branch ij is disconnected, Z ij,t =0, and corresponding branch power Z ij,t ·P ij,t =0.
进一步地,主动配电网辐射结构约束条件为:Further, the constraints of the active distribution network radiation structure are:
其中,Eij,t和Zij,t均为布尔变量,Eij,t为t时刻支路i-j的潮流方向变量, Eij,t=1表示t时刻节点j为节点i的母节点,潮流流向为从节点j到节点i;Zij,t为t时刻支路i-j的连通状态,Zij,t=1表示t时刻支路i-j连通。Among them, E ij,t and Z ij,t are both Boolean variables, E ij,t is the flow direction variable of branch ij at time t, E ij,t =1 indicates that node j at time t is the parent node of node i, and the power flow The flow direction is from node j to node i; Z ij,t is the connected state of branch ij at time t, and Z ij,t =1 indicates that branch ij is connected at time t.
进一步地,主动配电网安全运行约束条件还包括:Further, the constraints on the safe operation of the active distribution network also include:
电压幅值上下限约束:Voltage amplitude upper and lower limit constraints:
Vi,min≤Vi,t≤Vi,max V i,min ≤V i,t ≤V i,max
其中,Vi,max与Vi,min分别为节点i处电压幅值的上下限值。Among them, V i,max and V i,min are the upper and lower limits of the voltage amplitude at node i, respectively.
支路电流上限约束:Branch current upper limit constraint:
其中,Iij,t为支路电流幅值,Iij,max为支路电流幅值上限值。Among them, I ij,t is the amplitude of the branch current, and I ij,max is the upper limit of the amplitude of the branch current.
分布式电源出力约束:Distributed power output constraints:
其中,PRDG,i,t和QRDG,i,t分别为t时刻节点i处分布式电源有功和无功实际 功率,为t时刻节点i处分布式电源出力预测值;对分布式电源采取限 定功率因数范围运行,为节点i处分布式电源功率因数限制值。Among them, P RDG,i,t and Q RDG,i,t are the active and reactive real power of distributed power generation at node i at time t, respectively, is the predicted output value of the distributed power supply at node i at time t; the distributed power supply is operated with a limited power factor range, is the power factor limit value of the distributed power supply at node i.
主动配电网关口功率约束:Active power distribution gateway port power constraints:
其中,PT,t为t时刻从配电网根节点流入本级配电网的有功功率,PT,min和 PT,max分别为主动配电网关口有功交换功率上下限值;QT,t为t时刻从配电网 根节点流入本级配电网的无功功率,QT,min和QT,max分别为主动配电网关口无 功交换功率上下限值。Among them, P T,t is the active power flowing into the distribution network at the current level from the root node of the distribution network at time t, and P T,min and P T,max are the upper and lower limits of active power exchange power at the active distribution gateway interface respectively; Q T , t is the reactive power flowing into the distribution network at this level from the root node of the distribution network at time t, and Q T,min and Q T,max are the upper and lower limits of the reactive power exchange power at the active distribution gateway interface, respectively.
静止无功补偿装置SVC约束:SVC constraints of static var compensation device:
QSVC,i,min≤QSVC,i,t≤QSVC,i,max Q SVC,i,min ≤Q SVC,i,t ≤Q SVC,i,max
其中,QSVC,i,t为t时刻节点i无功补偿功率大小,QSVC,i,min和QSVC,i,max分别 为节点i处SVC无功补偿的最小值和最大值。Among them, Q SVC,i,t is the reactive power compensation power of node i at time t, and Q SVC,i,min and Q SVC,i,max are the minimum and maximum value of SVC reactive power compensation at node i, respectively.
开关动作次数约束:The number of switching actions is limited:
ΔZij,t表示t时刻相对t-1时刻开关变化次数,SWmax为开关动作次数上限。ΔZ ij,t represents the number of switching changes at time t relative to time t-1, and SW max is the upper limit of the number of switching actions.
进一步地,目标函数的表达式为:Further, the expression of the objective function is:
其中,PL,t为t时刻主动配电网网损,ηL为网损成本系数;为t时 刻i节点分布式电源的弃量,ηRDG为弃风/光单位电量惩罚成本系数;ΔZij,t为 t时刻相对上一时刻网络开关动作次数,ηS为开关动作一次的成本系数,ΩRDG为分布式电源接入点集合,ΩE为电网支路集合。Among them, PL, t is the network loss of active distribution network at time t, and η L is the cost coefficient of network loss; is the abandonment of the distributed power generation of node i at time t, η RDG is the penalty cost coefficient of abandoning wind/light per unit of electricity; ΔZ ij,t is the number of network switching actions at time t relative to the previous time, η S is the cost coefficient of one switching action , Ω RDG is the set of distributed power access points, and Ω E is the set of power grid branches.
进一步地,非凸约束条件包括潮流方程约束条件,非线性约束包括修 正后的潮流方程约束条件的乘积项、支路电流上限约束条件和开关动作次 数约束条件的绝对值表达式,Further, the non-convex constraints include the constraints of the power flow equation, and the nonlinear constraints include the product term of the modified constraints of the power flow equation, the upper limit constraints of the branch currents and the absolute value expressions of the switching action times constraints,
潮流方程约束条件凸松弛为:The convex relaxation of the constraints of the power flow equation is:
其标准二阶锥形式为:Its standard second-order conical form is:
其中,Ui,t、Wij,t和Tij,t满足:where U i,t , W ij,t and T ij,t satisfy:
修正后的潮流方程约束条件的乘积项线性化:Linearize the product term of the modified power flow equation constraints:
其中,分别为与节点i、j相关的节点电压变量Ui,t、Uj,t对应到 与支路“i-j”相关的支路电压变量,满足以下约束:in, are the node voltage variables U i,t and U j,t related to nodes i and j, respectively, correspond to the branch voltage variables related to the branch “ij”, and satisfy the following constraints:
支路电流上限约束条件线性化为:The upper limit constraint condition of the branch current is linearized as:
对于开关动作次数约束条件的绝对值表达式,可将其替换为如下表达 式:For the absolute value expression of the number of switching action constraints, it can be replaced by the following expression:
这样,原优化模型转化为一个混合整数二阶锥规划模型,可以得到很 好的求解。其中,优化软件为现有的优化问题求解软件,如CPLEX,Matlab 中的yalmip工具箱,Gurobi等。In this way, the original optimization model is transformed into a mixed integer second-order cone programming model, which can be well solved. Among them, the optimization software is the existing optimization problem solving software, such as CPLEX, yalmip toolbox in Matlab, Gurobi and so on.
本发明提出了一种考虑动态网络重构的主动配电网优化调度策略,旨 在充分利用主动配电网可调度资源,进一步提高分布式电源消纳。相应给 出了配电网辐射结构约束的严格数学表达式和模型的求解方法。很好地弥 补了现有技术方案的不足。The invention proposes an active distribution network optimization scheduling strategy considering dynamic network reconfiguration, aiming to make full use of the active distribution network schedulable resources and further improve the consumption of distributed power sources. Correspondingly, the strict mathematical expression and the solution method of the model for the radiation structure constraints of the distribution network are given. It makes up for the deficiencies of the existing technical solutions well.
通过本发明所构思的以上技术方案,与现有技术相比,能够取得以下Through the above technical solutions conceived by the present invention, compared with the prior art, the following can be achieved
有益效果:Beneficial effects:
1、本发明以配电网综合运行成本最低为目标,计及了潮流方程约束条 件和开关动作次数约束条件,同时整合分布式电源、无功补偿装置等可调 资源,建立了考虑动态网络重构的主动配电网优化调度模型,该模型可以 准确地描述考虑大规模分布式电源接入时主动配电网的运行需求;1. The present invention aims at the lowest comprehensive operation cost of the distribution network, takes into account the constraints of the power flow equation and the number of switching actions, and at the same time integrates adjustable resources such as distributed power sources and reactive power compensation devices, and establishes a dynamic network that considers This model can accurately describe the operation requirements of active distribution network considering the access of large-scale distributed power sources;
2、本发明所提出的基于二阶锥松弛及变量乘积线性化的模型转化方法 可以对非凸的潮流方程和变量乘积项进行凸化处理,进而将原模型转化为 容易求解的混合整数二阶锥问题,大大降低了求解难度;2. The model transformation method based on second-order cone relaxation and variable product linearization proposed in the present invention can perform convex processing on the non-convex power flow equation and variable product term, and then convert the original model into an easy-to-solve mixed integer two. The order cone problem greatly reduces the difficulty of solving;
3、本发明提出的考虑动态网络重构的主动配电网优化调度策略可以充 分利用主动配电网可调度资源,进一步提高主动配电网分布式电源消纳能 力;同时可以通过无功补偿装置与动态网络重构的协调,更好地解决大规 模分布式电源接入配电网引起的电压上升问题,具备良好的经济性和适用 性。3. The active distribution network optimization scheduling strategy considering dynamic network reconfiguration proposed by the present invention can make full use of the active distribution network schedulable resources, and further improve the distributed power consumption capacity of the active distribution network; at the same time, the reactive power compensation device can be used. Coordination with dynamic network reconfiguration can better solve the problem of voltage rise caused by the access of large-scale distributed power sources to the distribution network, and has good economy and applicability.
附图说明Description of drawings
图1是本发明提供的一种考虑动态网络重构的主动配电网优化调度方 法的分布式电源和负荷的24h分布曲线;Fig. 1 is the 24h distribution curve of distributed power source and load of a kind of active distribution network optimization scheduling method considering dynamic network reconfiguration provided by the present invention;
图2是本发明提供的一种考虑动态网络重构的主动配电网优化调度方 法的主动配电网系统拓扑结构图。Fig. 2 is a topological structure diagram of an active distribution network system of an active distribution network optimization scheduling method considering dynamic network reconfiguration provided by the present invention.
具体实施方式Detailed ways
为了使本发明的目的、技术方案及优点更加清楚明白,以下结合附图 及实施例,对本发明进行进一步详细说明。应当理解,此处所描述的具体 实施例仅仅用以解释本发明,并不用于限定本发明。In order to make the objectives, technical solutions and advantages of the present invention clearer, the present invention will be described in further detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention, but not to limit the present invention.
本发明实施例的一种考虑动态网络重构的主动配电网优化调度策略, 其计算包括如下步骤:An active distribution network optimization scheduling strategy considering dynamic network reconfiguration according to an embodiment of the present invention, its calculation includes the following steps:
(1)获取主动配电网内部所有分布式电源参数如表1所示,分布式电 源和负荷的24h分布曲线如图1所示,主动配电网网架参数如表2所示, 拓扑结构如图2所示,主动配电网节点负荷数据如表3所示、主动配电网 关口功率限值如表4所示,无功补偿装置参数为-100~300kVar、开关动作次 数上限为24次、各项成本系数如表5所示;(1) Obtain the parameters of all distributed power sources in the active distribution network as shown in Table 1, the 24h distribution curve of distributed power sources and loads as shown in Figure 1, and the parameters of the active distribution network grid as shown in Table 2. The topology structure As shown in Figure 2, the active distribution network node load data is shown in Table 3, the active distribution network port power limit is shown in Table 4, the parameters of the reactive power compensation device are -100 ~ 300kVar, and the upper limit of the number of switching operations is 24 times and various cost coefficients are shown in Table 5;
表1Table 1
表2Table 2
表3table 3
表4Table 4
表5table 5
(2)建立主动配电网潮流方程节点约束条件和考虑动态网络重构的修 正约束条件:(2) Establish the node constraints of the power flow equation of the active distribution network and the correction constraints considering the dynamic network reconfiguration:
其中,PG,i,t为t时刻节点i处的电源(分布式电源或输电网)有功注入, PL,i,t为t时刻节点i处有功负荷,N(i)为与节点i相连的节点集合,Pij,t为t 时刻支路i-j上流过的有功功率,以从节点i流出为正;QG,i,t为t时刻节点i 处的电源无功注入,QL,i,t为t时刻节点i处无功负荷,QSVC,i,t为t时刻节点i 处SVC无功补偿功率,Qij,t为t时刻支路i-j上流过的无功功率,以从节点i 流出为正。等式右边表示t时刻与节点i相连的所有线路有功/无功总流出功率之和。此外,Pij,t和Qij,t可根据支路视在功率表达式推导出:Among them, PG,i,t is the active power injection of the power source (distributed power supply or transmission network) at node i at time t, PL,i,t is the active load at node i at time t, N(i) is the connection with node i The set of connected nodes, P ij,t is the active power flowing on branch ij at time t, and the outflow from node i is positive; Q G,i,t is the reactive power injection of power supply at node i at time t, Q L, i,t is the reactive load at node i at time t, Q SVC,i,t is the SVC reactive power compensation power at node i at time t, and Q ij,t is the reactive power flowing on branch ij at time t, from Node i outflow is positive. The right side of the equation represents the sum of the total active/reactive outflow power of all lines connected to node i at time t. In addition, P ij,t and Q ij,t can be derived from the branch apparent power expression:
所述考虑动态网络重构的修正主动配电网潮流方程约束条件为:The constraints of the modified active distribution network power flow equation considering dynamic network reconfiguration are:
其中,Zij,t为t时刻支路i-j的开断状态变量,当支路i-j断开时,Zij,t=0, 对应的支路功率Zij,t·Pij,t=0。Wherein, Z ij,t is the disconnection state variable of branch ij at time t. When branch ij is disconnected, Z ij,t =0, and corresponding branch power Z ij,t ·P ij,t =0.
(3)建立主动配电网辐射状结构的约束条件:(3) Constraints for establishing the radial structure of active distribution network:
其中,Eij,t和Zij,t均为布尔变量。Eij,t为t时刻支路i-j的潮流方向变量, Eij,t=1表示t时刻节点j为节点i的母节点,潮流流向为从节点j到节点i;Zij,t为t时刻支路i-j的连通状态,Zij,t=1表示t时刻支路i-j连通。约束中第一项 限制了Eij,t和Eji,t最多只有一个为1且保持了支路i-j潮流的双向性;第二式 表示除了变电站节点其余所有节点都只有一个母节点;第三项表示变电站 节点没有母节点。Among them, E ij,t and Z ij,t are both Boolean variables. E ij,t is the flow direction variable of branch ij at time t, E ij,t =1 indicates that node j is the parent node of node i at time t, and the flow direction is from node j to node i; Z ij,t is time t The connected state of the branch ij, Z ij,t =1 indicates that the branch ij is connected at time t. The first term in the constraints restricts that E ij,t and E ji,t can only be 1 at most and maintains the bidirectionality of the branch ij power flow; the second formula indicates that all nodes except the substation node have only one parent node; the third Item indicates that the substation node has no parent node.
(4)建立考虑动态网络重构的主动配电网优化调度模型,包括目标函 数和相关约束;(4) Establish an active distribution network optimization scheduling model considering dynamic network reconfiguration, including objective functions and related constraints;
其中,考虑动态网络重构的主动配电网优化调度模型的目标函数为:Among them, the objective function of the active distribution network optimization scheduling model considering dynamic network reconfiguration is:
具体地,主动配电网辐射结构安全运行约束条件还包括:Specifically, the constraints on the safe operation of the radiation structure of the active distribution network also include:
电压幅值上下限约束Voltage amplitude upper and lower limit constraints
Vi,min≤Vi,t≤Vi,max V i,min ≤V i,t ≤V i,max
其中,Vi,max与Vi,min分别为节点i处电压幅值的上下限值。Among them, V i,max and V i,min are the upper and lower limits of the voltage amplitude at node i, respectively.
支路电流上限约束Branch Current Upper Limit Constraint
式中,Iij,t为支路电流幅值,Iij,max为支路电流幅值上限值。In the formula, I ij,t is the branch current amplitude, and I ij,max is the upper limit of the branch current amplitude.
分布式电源出力约束Distributed power output constraints
式中,PRDG,i,t和QRDG,i,t分别为t时刻节点i处分布式电源有功和无功实际 功率,为t时刻节点i处分布式电源出力预测值;对分布式电源采取限 定功率因数范围运行,为节点i处分布式电源功率因数限制值。In the formula, P RDG,i,t and Q RDG,i,t are the active and reactive real power of distributed power generation at node i at time t, respectively, is the predicted output value of the distributed power supply at node i at time t; the distributed power supply is operated with a limited power factor range, is the power factor limit value of the distributed power supply at node i.
主动配电网关口功率约束Active Power Distribution Gateway Port Power Constraints
为了抑制主动配电网的功率波动对输电网造成的影响,需要将主动配 电网根节点的关口交换功率约束考虑进来,即:In order to suppress the influence of the power fluctuation of the active distribution network on the transmission network, it is necessary to take into account the gate exchange power constraints of the root node of the active distribution network, namely:
式中,PT,t为t时刻从配电网根节点流入本级配电网的有功功率,PT,min和 PT,max分别为主动配电网关口有功交换功率上下限值;QT,t为t时刻从配电网 根节点流入本级配电网的无功功率,QT,min和QT,max分别为主动配电网关口无 功交换功率上下限值。In the formula, P T,t is the active power flowing into the distribution network at this level from the root node of the distribution network at time t, and P T,min and P T,max are the upper and lower limits of the active power exchange power at the active distribution gateway interface; Q T,t is the reactive power flowing into the distribution network at this level from the root node of the distribution network at time t, and Q T,min and Q T,max are the upper and lower limits of the reactive power exchange power at the active distribution gateway interface, respectively.
静止无功补偿装置SVC约束SVC constraint of static var compensation device
QSVC,i,min≤QSVC,i,t≤QSVC,i,max Q SVC,i,min ≤Q SVC,i,t ≤Q SVC,i,max
式中,QSVC,i,t为t时刻节点i无功补偿功率大小,QSVC,i,min和QSVC,i,max分别 为节点i处SVC无功补偿的最小值和最大值。In the formula, Q SVC,i,t is the reactive power compensation power of node i at time t, and Q SVC,i,min and Q SVC,i,max are the minimum and maximum value of SVC reactive power compensation at node i, respectively.
开关动作次数约束The number of switching actions is limited
式中,ΔZij,t表示t时刻相对t-1时刻开关变化次数,SWmax为开关动作次 数上限。其中ΔZij,t表示如下:In the formula, ΔZ ij,t represents the number of switching changes at time t relative to time t-1, and SW max is the upper limit of the number of switching actions. where ΔZ ij,t is expressed as follows:
ΔZij,t=|Zij,t-Zij,t-1|ΔZ ij,t =|Z ij,t -Z ij,t-1 |
(5)将原模型中负二次、三角函数等非凸表达式进行凸松弛转化,将 其转化为标准二阶锥形式,具体包括潮流方程约束凸松弛和电流上限约束 凸松弛;(5) Convert non-convex expressions such as negative quadratic and trigonometric functions in the original model to convex relaxation, and convert them into standard second-order conical expressions, including the power flow equation constrained convex relaxation and the current upper limit constraint convex relaxation;
潮流方程约束条件凸松弛为:The convex relaxation of the constraints of the power flow equation is:
其标准二阶锥形式为:Its standard second-order conical form is:
其中,Ui,t、Wij,t和Tij,t满足下式;Among them, U i,t , W ij,t and T ij,t satisfy the following formula;
(6)通过变量乘积线性化将非线性约束线性化,并采用优化软件对转 换后的优化模型进行求解,得到考虑动态网络重构的主动配电网优化调度 策略。(6) Linearize the nonlinear constraints through the linearization of the variable product, and use the optimization software to solve the converted optimization model, and obtain the optimal dispatching strategy of the active distribution network considering the dynamic network reconfiguration.
线性化后的潮流方程为:The linearized power flow equation is:
其中,式中,分别为与节点i、j相关的节点电压变量Ui,t、Uj,t对应到与支路“i-j”相关的“支路电压”变量,满足以下约束:Among them, in the formula, are the node voltage variables U i,t , U j,t related to nodes i and j, respectively, correspond to the "branch voltage" variables related to the branch "ij", and satisfy the following constraints:
电流上限约束条件替代为:The upper current limit constraint is replaced by:
对于开关动作次数约束条件的绝对值表达式,将其替换为如下表达式:For the absolute value expression of the number of switching actions constraints, replace it with the following expression:
这样,原优化模型转化为一个混合整数二阶锥规划模型,本实施例采 用CPLEX和Matlab中的yalmip工具箱进行求解。In this way, the original optimization model is converted into a mixed integer second-order cone programming model, which is solved by using the yalmip toolbox in CPLEX and Matlab in this embodiment.
算例设置了5种场景来分析所提出方法的有效性。The example sets 5 scenarios to analyze the effectiveness of the proposed method.
情景1:单一时间点,网络中只有RDG有功无功可控;Scenario 1: At a single point in time, only RDG active and reactive power can be controlled in the network;
情景2:在情景1的基础上考虑静态网络重构;Scenario 2: Consider static network reconfiguration based on scenario 1;
情景3:针对24小时变化的负荷及RDG出力,考虑小时级DNR;Scenario 3: Consider hourly DNR for 24-hour load and RDG output;
情景4:在情景3的基础上,进一步考虑本文提出的开关动作次数约束 和筛选出的关键开关;Scenario 4: On the basis of Scenario 3, further consider the constraints on the number of switch actions proposed in this paper and the selected key switches;
情景5:在情景4的基础上,进一步探究无功补偿装置对DNR的影响。Scenario 5: On the basis of Scenario 4, further explore the influence of reactive power compensation device on DNR.
表6Table 6
表6为情景1和情景2的结果对比,由表6中结果对比可以看出,考 虑网络重构后系统经济运行水平显著提升,主动配电网总体的RDG消纳量 增加了0.6515MWh,主动配电网网损减少了29.72%,主动配电网最低电压 水平提升。由情景1和情景2的对比可以看出,配电网络重构对主动配电 网经济运行水平的提升有着巨大的潜力,算例结果为研究小时级的动态重 构提供了数据支撑。Table 6 shows the comparison of the results of Scenario 1 and Scenario 2. From the comparison of the results in Table 6, it can be seen that the economic operation level of the system is significantly improved after considering the network reconstruction, and the overall RDG consumption of the active distribution network increases by 0.6515MWh. The network loss of the distribution network has been reduced by 29.72%, and the minimum voltage level of the active distribution network has been raised. From the comparison between Scenario 1 and Scenario 2, it can be seen that distribution network reconfiguration has great potential to improve the economic operation level of active distribution network, and the calculation example results provide data support for the study of hour-level dynamic reconfiguration.
表7Table 7
分析表7中情景3部分时段的结果可知,在RDG出力不大时,与最优 静态重构策略相比,DNR对主动配电网网损减少效果不明显,因为此时 RDG可被完全消纳,RDG的少量变化对主动配电网潮流影响微弱;在RDG 出力足够大时(渗透率≥100%),与最优静态策略相比,动态重构对主动配 电网网损减少效果显著,RDG消纳量也明显增加。可见,DNR在RDG出力较大的时段可以通过网络开关的调整,优化主动配电网网络结构,能够 更好地应对负荷和RDG出力的变化。Analysis of the results of the third part of the time period in Scenario 7 in Table 7 shows that when the RDG output is not large, compared with the optimal static reconfiguration strategy, the DNR has no obvious effect on reducing the network loss of the active distribution network, because the RDG can be completely eliminated at this time. When the RDG output is large enough (penetration rate ≥ 100%), compared with the optimal static strategy, the dynamic reconfiguration has a significant effect on reducing the network loss of the active distribution network. , RDG consumption also increased significantly. It can be seen that DNR can optimize the network structure of the active distribution network by adjusting the network switch during the period when the RDG output is relatively large, and can better cope with the changes in the load and RDG output.
表8Table 8
表9Table 9
表8为情景4和情景5部分时段开关状态结果,表9为情景4和情景5 部分时段电压水平。从表8中可以看出,与情景4相比,情景5中开关状 态有所变化,同时RDG消纳也有所增加。从表9中可以看出,情景4中网 络最高电压在节点13处,达到了电压幅值上限;而情景5通过无功补偿装 置优化了网络的电压分布,最高电压没有达到幅值上限。综合分析可知:情景4中没有无功补偿装置,RDG的消纳受到了主动配电网电压约束的限 制,而情景5可以通过动态网络重构灵活调用无功补偿装置以改善主动配 电网电压水平,因而在情景5中,主动配电网可以消纳更多的RDG。Table 8 shows the switching state results of scenarios 4 and 5, and Table 9 shows the voltage levels of scenarios 4 and 5. As can be seen from Table 8, compared with Scenario 4, the switch state has changed in Scenario 5, and the RDG consumption has also increased. As can be seen from Table 9, in scenario 4, the highest voltage of the network is at node 13, which reaches the upper limit of the voltage amplitude; while in scenario 5, the voltage distribution of the network is optimized by the reactive power compensation device, and the highest voltage does not reach the upper limit of the amplitude. Comprehensive analysis shows that there is no reactive power compensation device in scenario 4, and the consumption of RDG is limited by the voltage constraints of the active distribution network, while in scenario 5, the reactive power compensation device can be flexibly invoked through dynamic network reconfiguration to improve the active distribution network voltage. level, so in Scenario 5, the active distribution grid can absorb more RDG.
算例结果表明:本专利提出的方法可以很好地利用主动配电网网络拓 扑结构的动态重构,进一步提高配电网的分布式电源消纳水平,改善主动 配电网运行状态。The calculation example results show that the method proposed in this patent can make good use of the dynamic reconfiguration of the active distribution network network topology, further improve the distributed power consumption level of the distribution network, and improve the operation state of the active distribution network.
本领域的技术人员容易理解,以上所述仅为本发明的较佳实施例而已, 并不用以限制本发明,凡在本发明的精神和原则之内所作的任何修改、等 同替换和改进等,均应包含在本发明的保护范围之内。Those skilled in the art can easily understand that the above descriptions are only preferred embodiments of the present invention, and are not intended to limit the present invention. Any modifications, equivalent replacements and improvements made within the spirit and principles of the present invention, etc., All should be included within the protection scope of the present invention.
Claims (8)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910172835.8A CN110021966A (en) | 2019-03-07 | 2019-03-07 | A kind of active distribution network Optimization Scheduling considering dynamic network reconfiguration |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910172835.8A CN110021966A (en) | 2019-03-07 | 2019-03-07 | A kind of active distribution network Optimization Scheduling considering dynamic network reconfiguration |
Publications (1)
Publication Number | Publication Date |
---|---|
CN110021966A true CN110021966A (en) | 2019-07-16 |
Family
ID=67189379
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201910172835.8A Pending CN110021966A (en) | 2019-03-07 | 2019-03-07 | A kind of active distribution network Optimization Scheduling considering dynamic network reconfiguration |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN110021966A (en) |
Cited By (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110518580A (en) * | 2019-08-15 | 2019-11-29 | 上海电力大学 | Active power distribution network operation optimization method considering micro-grid active optimization |
CN111934320A (en) * | 2020-08-20 | 2020-11-13 | 三峡大学 | Active power distribution network rapid reconstruction method based on linear power flow equation and improved firework algorithm |
CN112039067A (en) * | 2020-09-01 | 2020-12-04 | 国网河北省电力有限公司邢台供电分公司 | Optimization method and terminal equipment for utilization rate of new energy power generation in distribution network |
CN112909926A (en) * | 2021-01-25 | 2021-06-04 | 浙江大学 | Radial constraint set generation method and device for power distribution system optimization problem |
CN113517698A (en) * | 2021-07-21 | 2021-10-19 | 华北电力科学研究院有限责任公司 | Optimal power flow convexity control method and device for active distribution network |
CN113609699A (en) * | 2021-08-17 | 2021-11-05 | 上海交通大学 | Calculation method and system for alternating current power flow model of radial power distribution network |
CN113705883A (en) * | 2021-08-26 | 2021-11-26 | 华南理工大学 | Alternating current power distribution network real-time schedulable domain calculation method based on compact convex relaxation |
CN113937829A (en) * | 2021-11-16 | 2022-01-14 | 华北电力大学 | A multi-objective reactive power control method for active distribution network based on D3QN |
CN115146872A (en) * | 2022-07-29 | 2022-10-04 | 清华大学 | Method, device, equipment and medium for flexible aggregation of adjustable resources in distribution network |
CN115425639A (en) * | 2022-08-02 | 2022-12-02 | 国网福建省电力有限公司经济技术研究院 | Power distribution network reconstruction method and device based on operation uncertainty |
CN115425640A (en) * | 2022-08-02 | 2022-12-02 | 国网福建省电力有限公司经济技术研究院 | Power distribution network reconstruction method and device based on operating frequency |
CN118604525A (en) * | 2024-06-20 | 2024-09-06 | 国网北京市电力公司 | A maintenance monitoring method for power distribution system operating at low voltage |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105023058A (en) * | 2015-07-07 | 2015-11-04 | 天津大学 | Power distribution network intelligent soft switch operation optimization method with simultaneous consideration of switch motion |
CN106208160A (en) * | 2016-07-28 | 2016-12-07 | 东南大学 | Dispatching method based on the sale of electricity company region within the jurisdiction power distribution network that second order cone optimizes |
CN106803677A (en) * | 2017-04-11 | 2017-06-06 | 四川大学 | A kind of active distribution network voltage management-control method and system based on distributed power source |
-
2019
- 2019-03-07 CN CN201910172835.8A patent/CN110021966A/en active Pending
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105023058A (en) * | 2015-07-07 | 2015-11-04 | 天津大学 | Power distribution network intelligent soft switch operation optimization method with simultaneous consideration of switch motion |
CN106208160A (en) * | 2016-07-28 | 2016-12-07 | 东南大学 | Dispatching method based on the sale of electricity company region within the jurisdiction power distribution network that second order cone optimizes |
CN106803677A (en) * | 2017-04-11 | 2017-06-06 | 四川大学 | A kind of active distribution network voltage management-control method and system based on distributed power source |
Non-Patent Citations (3)
Title |
---|
ZHUANG TIAN ET AL.: "Mixed-integer second-order cone programing model for VAR optimisation and network reconfiguration in active distribution networks", 《IET GENERATION, TRANSMISSION & DISTRIBUTION》 * |
李超等: "考虑动态网络重构的主动配电网优化运行策略研究", 《电工技术学报》 * |
马丽叶等: "主动配电网中计及网络重构的分布式电源鲁棒规划", 《电力系统自动化》 * |
Cited By (17)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110518580A (en) * | 2019-08-15 | 2019-11-29 | 上海电力大学 | Active power distribution network operation optimization method considering micro-grid active optimization |
CN110518580B (en) * | 2019-08-15 | 2023-04-28 | 上海电力大学 | An active distribution network operation optimization method considering active optimization of microgrid |
CN111934320A (en) * | 2020-08-20 | 2020-11-13 | 三峡大学 | Active power distribution network rapid reconstruction method based on linear power flow equation and improved firework algorithm |
CN111934320B (en) * | 2020-08-20 | 2023-08-01 | 三峡大学 | Active power distribution network rapid reconstruction method based on linear tide equation and improved firework algorithm |
CN112039067A (en) * | 2020-09-01 | 2020-12-04 | 国网河北省电力有限公司邢台供电分公司 | Optimization method and terminal equipment for utilization rate of new energy power generation in distribution network |
CN112909926B (en) * | 2021-01-25 | 2022-06-17 | 浙江大学 | A method and device for generating radial constraint sets for power distribution system optimization problems |
CN112909926A (en) * | 2021-01-25 | 2021-06-04 | 浙江大学 | Radial constraint set generation method and device for power distribution system optimization problem |
CN113517698A (en) * | 2021-07-21 | 2021-10-19 | 华北电力科学研究院有限责任公司 | Optimal power flow convexity control method and device for active distribution network |
CN113517698B (en) * | 2021-07-21 | 2024-04-19 | 华北电力科学研究院有限责任公司 | Active power distribution network optimal power flow salifying control method and device |
CN113609699A (en) * | 2021-08-17 | 2021-11-05 | 上海交通大学 | Calculation method and system for alternating current power flow model of radial power distribution network |
CN113609699B (en) * | 2021-08-17 | 2023-07-21 | 上海交通大学 | Calculation method and system for AC power flow model of radial distribution network |
CN113705883A (en) * | 2021-08-26 | 2021-11-26 | 华南理工大学 | Alternating current power distribution network real-time schedulable domain calculation method based on compact convex relaxation |
CN113937829A (en) * | 2021-11-16 | 2022-01-14 | 华北电力大学 | A multi-objective reactive power control method for active distribution network based on D3QN |
CN115146872A (en) * | 2022-07-29 | 2022-10-04 | 清华大学 | Method, device, equipment and medium for flexible aggregation of adjustable resources in distribution network |
CN115425639A (en) * | 2022-08-02 | 2022-12-02 | 国网福建省电力有限公司经济技术研究院 | Power distribution network reconstruction method and device based on operation uncertainty |
CN115425640A (en) * | 2022-08-02 | 2022-12-02 | 国网福建省电力有限公司经济技术研究院 | Power distribution network reconstruction method and device based on operating frequency |
CN118604525A (en) * | 2024-06-20 | 2024-09-06 | 国网北京市电力公司 | A maintenance monitoring method for power distribution system operating at low voltage |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN110021966A (en) | A kind of active distribution network Optimization Scheduling considering dynamic network reconfiguration | |
CN107528345B (en) | Multi-time-scale network source load and storage coordination control method | |
CN103208803B (en) | Reactive voltage optimal control method for wind electricity and photo-electricity integrated grid connection | |
CN105119280B (en) | Alternating current-direct current mixed structure active power distribution network running optimizatin method based on cone optimization | |
CN109409705B (en) | Multi-objective optimization scheduling method for regional comprehensive energy system | |
CN108988322A (en) | The microgrid optimization of operation strategy method of consideration system time variation | |
CN105375513B (en) | A kind of 110 kilovolts of wind power field automatic voltage controls based on real-time on-line equivalent | |
CN107749635A (en) | A kind of closed loop network running optimizatin method | |
CN108365604A (en) | A kind of two benches distribution network failure restoration methods counted and microgrid accesses | |
CN116345466A (en) | A two-stage power flow optimization method for active distribution networks considering distribution network reconfiguration | |
CN107332290B (en) | A Method of Regional Load Transfer Based on DC Line | |
CN107451743B (en) | A method for islanding operation of active distribution network considering the operation characteristics of source and load | |
CN117175590A (en) | Multi-harmonic source control method for distribution network inverter collaboration | |
CN107294105B (en) | Dynamic voltage regulation control method under distributed photovoltaic cluster communication-free condition | |
Peng et al. | Two-stage decentralized optimal voltage control in wind farms with hybrid ESSs | |
CN107134783B (en) | Bus voltage optimization adjustment method based on sensitivity rapid screening | |
CN105490279B (en) | A kind of local voltage control method of the distributed power source based on dichotomy | |
CN109687423B (en) | Energy storage configuration method of direct current power grid | |
CN115276015A (en) | Power system optimal scheduling method and system considering new energy uncertainty | |
CN112234613B (en) | Energy storage optimization configuration method for AC/DC hybrid system | |
CN108376997A (en) | A kind of probabilistic active power distribution network isolated island division methods of consideration distributed generation resource | |
CN117578630A (en) | Active-reactive collaborative optimization method for improved linear relaxation-like active power distribution network | |
Kang et al. | Fault recovery method of DC distribution network considering EV charging and discharging and SOP network reconfiguration | |
CN111262272A (en) | A system control method based on delay island microgrid | |
CN114123219B (en) | Method for treating rural area transformer area voltage and line loss problems |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
WD01 | Invention patent application deemed withdrawn after publication | ||
WD01 | Invention patent application deemed withdrawn after publication |
Application publication date: 20190716 |