CN112016726A - A method and system for coordination and optimization of cross-regional connection lines - Google Patents
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Abstract
Description
技术领域technical field
本发明属于电力系统优化调度领域,具体涉及一种跨区联络线的协调优化方法及系统。The invention belongs to the field of power system optimization and scheduling, and in particular relates to a method and system for coordination and optimization of cross-region connecting lines.
背景技术Background technique
目前,经济发展与能源资源分布不均衡的矛盾突出。为实现电力资源在更大范围内的优化配置,充分发挥互联电网在综合能源运输体系中的优势作用,开展跨区电力交易有利于促进区域间电力资源的余缺调剂,电力系统的供需互补,对大规模传统电源和可再生能源的输送与消纳有重要的意义。At present, the contradiction between economic development and uneven distribution of energy resources is prominent. In order to realize the optimal allocation of power resources in a wider range and give full play to the advantageous role of the interconnected power grid in the comprehensive energy transportation system, the development of cross-regional power trading is conducive to promoting the adjustment of surplus and shortage of power resources between regions, and the complementarity of supply and demand in the power system. The transmission and consumption of large-scale traditional power and renewable energy is of great significance.
随着大规模可再生能源并网发电以及需求侧响应机制的日益成熟,电力系统净负荷不确定性增加,需要同时考虑系统的正、负备用,保证系统安全可靠地运行。然而,考虑正、负备用的机组组合模型相较于传统机组组合问题更为复杂,求解难度变大。With the increasing maturity of large-scale renewable energy grid-connected power generation and demand-side response mechanisms, the uncertainty of the net load of the power system increases. It is necessary to consider the positive and negative backup of the system at the same time to ensure the safe and reliable operation of the system. However, the unit combination model considering positive and negative reserves is more complex than the traditional unit combination problem, and the solution becomes more difficult.
现有的跨区联络线计划的制定一般以集中式的方式收集所有区域的电网数据,统一地进行优化调度。随着互联电网规模的不断扩大,问题的求解时间会急剧增加,同时海量的数据可能会造成调度中心与各区域电网之间的通信阻塞;另外,集中式的方式也不利于保护各区域电网数据的隐私。The formulation of the existing cross-regional tie line plan generally collects power grid data in all regions in a centralized manner, and performs optimal scheduling in a unified manner. With the continuous expansion of the scale of the interconnected power grid, the time to solve the problem will increase sharply, and at the same time, the massive data may cause communication blockage between the dispatch center and the regional power grids; in addition, the centralized method is not conducive to protecting the data of the regional power grids. privacy.
发明内容SUMMARY OF THE INVENTION
为了弥补上述缺陷,本发明提供一种跨区联络线的协调优化方法及系统,在已知各区域电网的邻接关系基础上,采用分布式优化的方式,并通过一种共识协调机制,实现联络线计划的合理制定。In order to make up for the above-mentioned defects, the present invention provides a method and system for coordination and optimization of inter-regional connection lines. Based on the known adjacency relationship of each regional power grid, a distributed optimization method is adopted, and a consensus coordination mechanism is used to realize connection Rational development of the line plan.
本发明的目的是采用下述技术方案实现的:The purpose of this invention is to adopt following technical scheme to realize:
一种跨区联络线的协调优化方法,所述方法包括:A method for coordinating and optimizing a cross-regional connection line, the method comprising:
S1:随机生成多条跨区联络线的各个调度时段的联络线计划;S1: Randomly generate tie line plans for each scheduling period of multiple cross-region tie lines;
S2:基于预先定义的可行性判定条件,确定在区域电网当前机组组合方式下的可行的联络线计划;S2: Based on the pre-defined feasibility determination conditions, determine the feasible tie-line plan under the current unit combination mode of the regional power grid;
S3:判定所述联络线计划对所有区域电网的当前机组组合方式的可行性,当可行时,输出当前联络线计划,联络线计划制定完成;否则,采用分布式惩罚原始-对偶次梯度优化算法对所述联络线计划与其连接的区域电网进行协调优化,得到新的联络线计划,然后执行步骤S2。S3: Determine the feasibility of the tie line plan for the current unit combination mode of all regional power grids, when feasible, output the current tie line plan, and the tie line plan is formulated; otherwise, use the distributed penalty original-dual gradient optimization algorithm Coordinate and optimize the tie line plan and the regional power grid to which it is connected to obtain a new tie line plan, and then execute step S2.
优选的,所述基于预先定义的可行性判定条件,确定在区域电网当前机组组合方式下的可行的联络线计划包括:Preferably, the determination of a feasible tie line plan under the current unit combination mode of the regional power grid based on the pre-defined feasibility determination conditions includes:
基于区域电网系统拓扑图构建区域电网和跨区联络线之间的关联矩阵;Construct the correlation matrix between the regional power grid and the inter-regional tie line based on the regional power grid system topology map;
基于区域电网和跨区联络线之间的关联矩阵,获取跨区联络线上的传输功率;Based on the correlation matrix between the regional power grid and the inter-regional tie-line, obtain the transmission power on the inter-regional tie-line;
将跨区联络线的传输功率之和分别代入到对应区域电网的考虑正、负备用的经济分配问题可行性判定条件中,若满足可行性判定条件,则表示所述联络线计划在区域电网当前机组组合方式下可行。Substitute the sum of the transmission power of the cross-regional tie line into the feasibility judgment conditions of the economic allocation problem considering positive and negative reserve of the corresponding regional power grid. It is feasible in the unit combination mode.
进一步地,所述可行性判定条件如下式:Further, the feasibility judgment condition is as follows:
其中,i为机组编号,n为区域电网编号,t为时段编号,l为联络线编号;I'n为区域电网n当前开机机组的集合; P i为机组i的出力上、下限;为机组i可提供的最大正、负备用量;为区域电网n在t时段的正、负备用需求;Dn,t为区域电网n在t时段的负荷需求;为区域电网n与联络线l的关联关系;1表示区域电网n送电,-1表示区域电网n受电,0表示区域电网n与联络线l无直接关联;fl,t为联络线l在t时段的传输功率。Wherein, i is the unit number, n is the regional power grid number, t is the time period number, and l is the tie line number; P i is the output upper and lower limits of unit i; The maximum positive and negative reserves that can be provided for unit i; is the positive and negative reserve demand of regional power grid n in period t; D n,t is the load demand of regional power grid n in period t; is the relationship between the regional power grid n and the tie line l; 1 indicates that the regional power grid n transmits power, -1 indicates that the regional power grid n receives power, 0 indicates that the regional power grid n is not directly related to the connecting line l; f l, t are the connecting line l Transmission power at time period t.
优选的,所述判定联络线计划对所有区域电网的当前机组组合方式的可行性包括:Preferably, the determination of the feasibility of the tie line plan for the current unit combination mode of all regional power grids includes:
在区域电网中引入lagrange乘子,对跨区交易电量约束进行松弛,将区域电网的联络线计划制定问题化为无约束优化问题;The lagrange multiplier is introduced into the regional power grid to relax the constraints of cross-regional transaction electricity, and the problem of tie-line planning of the regional power grid is transformed into an unconstrained optimization problem;
将引入lagrange乘子,对跨区交易电量约束进行松弛后输出的当前联络线计划与上一个联络线计划进行比较,判断所述联络线计划与上一个联络线计划之间是否发生变化,若无变化则说明当前联络线计划对所有区域电网可行。The lagrange multiplier will be introduced to compare the current tie-line plan output after the cross-regional transaction power constraints are relaxed with the previous tie-line plan, and determine whether there is a change between the tie-line plan and the previous tie-line plan, if no The changes indicate that the current tie-line scheme is feasible for all regional grids.
进一步地,通过下式在区域电网中引入lagrange乘子,对跨区交易电量约束进行松弛,将区域电网的联络线计划制定问题转化为无约束优化问题:Further, the lagrange multiplier is introduced into the regional power grid by the following formula to relax the cross-regional transaction power constraints, and the tie line planning problem of the regional power grid is transformed into an unconstrained optimization problem:
其中,El为联络线l的总交易电量,[·]+表示非负运算,fl,t为联络线l在t时段的传输功率,为传输功率的边界;μn,t、ωn,t均为引入乘子,ft为区域电网n所连接的所有联络线在t时段的总传输功率;为区域电网n在t时段的正、负备用需求。Among them, E l is the total transaction power of the tie line l, [ ] + represents a non-negative operation, f l, t is the transmission power of the tie line l in the t period, is the boundary of transmission power; μ n,t and ω n,t are the introduction multipliers, and f t is the total transmission power of all the tie lines connected to the regional power grid n in the period t; is the positive and negative reserve demand of the regional grid n in the t period.
进一步地,通过下式判断联络线计划与上一个联络线计划之间是否发生变化:Further, determine whether there is a change between the contact line plan and the previous contact line plan by the following formula:
其中,k表示迭代次数,为当前联络线计划,为上一次联络线计划,ε为预设阈值。where k is the number of iterations, For the current contact line plan, For the last contact line plan, ε is a preset threshold.
优选的,所述采用分布式惩罚原始-对偶次梯度优化算法对所述联络线计划与其连接的区域电网进行协调优化,得到新的联络线计划,包括:Preferably, the distributed penalty primordial-dual gradient optimization algorithm is used to coordinate and optimize the tie line plan and the regional power grid connected to it, so as to obtain a new tie line plan, including:
针对各区域电网,获取联络线计划的联络线传输功率变量以及lagrange乘子的次梯度;For each regional power grid, obtain the tie line transmission power variable of the tie line plan and the subgradient of the lagrange multiplier;
对联络线传输功率变量延其负梯度方向更新,并在可行域内进行投影运算,对乘子变量延其正梯度方向更新;The transmission power variable of the tie line is updated along its negative gradient direction, and the projection operation is performed in the feasible region, and the multiplier variable is updated along its positive gradient direction;
计算更新后的联络线传输功率变量以及lagrange乘子的次梯度,并将更新后的联络线传输功率变量以及lagrange乘子的次梯度与其连接的区域电网进行共识协调,得到新的联络线计划。Calculate the updated tie-line transmission power variable and the sub-gradient of the lagrange multiplier, and coordinate the updated tie-line transmission power variable and the sub-gradient of the lagrange multiplier with its connected regional power grid to obtain a new tie-line plan.
进一步地,通过下式确定联络线传输功率变量的次梯度:Further, the subgradient of the transmission power variable of the tie line is determined by the following formula:
其中,为联络线传输功率变量的次梯度,为上一次联络线计划; P i为机组i的出力上、下限;El为联络线l的总交易电量,Dn,t为区域电网n在t时段的负荷需求;为区域电网n与联络线l的关联关系;为区域电网n在t时段的正、负备用需求。in, is the subgradient of the tie-line transmission power variable, planned for the last contact line; P i is the upper and lower limits of the output of unit i; E l is the total transaction power of the tie line l, D n, t is the load demand of the regional power grid n in the t period; is the relationship between the regional power grid n and the tie line l; is the positive and negative reserve demand of the regional grid n in the t period.
进一步地,通过下式确定lagrange乘子的次梯度:Further, the subgradient of the lagrange multiplier is determined by the following formula:
其中,分别为lagrange乘子μn,t、ωn,t的次梯度。in, respectively lagrange multipliers Subgradients of μ n,t , ω n,t .
进一步地,通过下式确定联络线传输功率变量的可行域:Further, the feasible region of the transmission power variable of the tie line is determined by the following formula:
其中,为传输功率的边界。in, is the boundary of transmission power.
进一步地,通过下式确定更新后的联络线传输功率变量和lagrange乘子:Further, the updated tie line transmission power variable and lagrange multiplier are determined by the following formula:
式中,为更新后的联络线传输功率变量,μn,t(k+1)、ωn,t(k+1)均为更新后的lagrange乘子。In the formula, transmit power variable for the updated tie line, μ n,t (k+1) and ω n,t (k+1) are the updated lagrange multipliers.
进一步地,通过下式确定新的联络线计划:Further, the new contact line plan is determined by the following formula:
优选的,所述随机生成多条跨区联络线的各个调度时段联络线计划包括:Preferably, the randomly generating a plurality of cross-region tie lines in each scheduling period tie line plan includes:
根据调度时段总长度和调度时段间隔,随机生成多条跨区联络线的各个调度时段的传输功率计划,制定联络线计划。According to the total length of the scheduling period and the interval of the scheduling period, the transmission power plan of each scheduling period of the multiple cross-region tie lines is randomly generated, and the tie line plan is formulated.
一种跨区联络线的协调优化系统,所述系统包括:A coordination and optimization system for cross-regional connection lines, the system includes:
生成模块,用于随机生成多条跨区联络线的各个调度时段联络线计划;The generation module is used to randomly generate the contact line plans for each scheduling period of multiple cross-regional contact lines;
判定模块,用于基于预先定义的可行性判定条件,确定在区域电网当前机组组合方式下的可行的联络线计划;The determination module is used to determine the feasible tie-line plan under the current unit combination mode of the regional power grid based on the pre-defined feasibility determination conditions;
协调优化模块,用于判定联络线计划对所有区域电网的当前机组组合方式的可行性,当可行时,输出当前联络线计划,联络线计划制定完成;否则,采用分布式惩罚原始-对偶次梯度优化算法对所述联络线计划与其连接的区域电网进行协调优化,得到新的联络线计划,然后执行判定模块。The coordination optimization module is used to determine the feasibility of the tie line plan for the current unit combination of all regional power grids. When feasible, the current tie line plan is output, and the tie line plan is formulated; otherwise, the distributed penalty original-dual gradient is used. The optimization algorithm coordinates and optimizes the tie line plan and the regional power grid it is connected to, obtains a new tie line plan, and then executes the determination module.
与最接近的现有技术相比,本发明具备以下有益效果:Compared with the closest prior art, the present invention has the following beneficial effects:
本发明方案提供一种跨区联络线的协调优化方法及系统,首先随机生成多条跨区联络线的各个调度时段联络线计划;其次基于预先定义的可行性判定条件,确定在区域电网当前机组组合方式下的可行的联络线计划;该可行性判定条件是通过利用考虑正、负备用的经济分配问题的可行性判定条件,通过计算四个简单不等式能够快速准确地判断当前解的可行性,可提高问题的求解效率。The scheme of the present invention provides a method and system for coordination and optimization of inter-regional tie lines. First, tie-line plans for each dispatch period of multiple inter-region tie lines are randomly generated; secondly, based on pre-defined feasibility judgment conditions, the current units in the regional power grid are determined. Feasible tie-line plan in combination mode; the feasibility judgment condition is that the feasibility of the current solution can be quickly and accurately judged by calculating four simple inequalities by using the feasibility judgment condition considering the economic allocation problem of positive and negative reserves, It can improve the efficiency of solving the problem.
最后判定联络线计划对所有区域电网的当前机组组合方式的可行性,当可行时,输出当前联络线计划,联络线计划制定完成;否则,采用分布式惩罚原始-对偶次梯度优化算法对所述联络线计划与其连接的区域电网进行协调优化,得到新的联络线计划,然后执行上一步骤。根据各区域电网的邻接关系,所有区域电网采用分布式优化的方式只需与其邻居电网交换少量的数据,通过一种共识机制实现联络线计划准确合理的制定,这种方式不仅避免处理海量的数据,提高问题的求解效率,实现各区域电网间跨区联络线计划的快速匹配,同时还保护了各区域电网的数据隐私。Finally, determine the feasibility of the tie line plan for the current unit combination of all regional power grids. When feasible, output the current tie line plan, and the tie line plan is formulated; otherwise, the distributed penalty primitive-dual gradient optimization algorithm is used for the The tie line plan is coordinated and optimized with the regional grids it is connected to, and a new tie line plan is obtained, and then the previous step is performed. According to the adjacency relationship of each regional power grid, all regional power grids only need to exchange a small amount of data with their neighboring power grids by means of distributed optimization, and realize the accurate and reasonable formulation of tie line plans through a consensus mechanism, which not only avoids processing massive data , improve the efficiency of solving the problem, realize the rapid matching of cross-regional tie-line plans between regional power grids, and protect the data privacy of regional power grids.
附图说明Description of drawings
图1是本发明具体实施方式中的总方法流程图;Fig. 1 is the overall method flow chart in the specific embodiment of the present invention;
图2是本发明实施例中联络线协调优化算法流程图。FIG. 2 is a flowchart of a tie line coordination optimization algorithm in an embodiment of the present invention.
具体实施方式Detailed ways
下面结合附图对本发明的具体实施方式作详细说明。The specific embodiments of the present invention will be described in detail below with reference to the accompanying drawings.
本发明提供的一种跨区联络线的协调优化方法,如图1所示,包括:A method for coordinating and optimizing a cross-region tie line provided by the present invention, as shown in Figure 1, includes:
S1:随机生成多条跨区联络线的各个调度时段的联络线计划;S1: Randomly generate tie line plans for each scheduling period of multiple cross-region tie lines;
S2:基于预先定义的可行性判定条件,确定在区域电网当前机组组合方式下的可行的联络线计划;S2: Based on the pre-defined feasibility determination conditions, determine the feasible tie-line plan under the current unit combination mode of the regional power grid;
S3:判定所述联络线计划对所有区域电网的当前机组组合方式的可行性,当可行时,输出当前联络线计划,联络线计划制定完成;否则,采用分布式惩罚原始-对偶次梯度优化算法对所述联络线计划与其连接的区域电网进行协调优化,得到新的联络线计划,然后执行步骤S2。S3: Determine the feasibility of the tie line plan for the current unit combination mode of all regional power grids, when feasible, output the current tie line plan, and the tie line plan is formulated; otherwise, use the distributed penalty original-dual gradient optimization algorithm Coordinate and optimize the tie line plan and the regional power grid to which it is connected to obtain a new tie line plan, and then execute step S2.
步骤S1中,1所述随机生成多条跨区联络线的各个调度时段联络线计划包括:根据调度时段总长度和调度时段间隔,随机生成多条跨区联络线的各个调度时段的传输功率计划,制定联络线计划。In step S1, the randomly generating the tie line plans for each scheduling period of the multiple cross-region tie lines in 1 includes: randomly generating the transmission power plan for each scheduling period of the multiple cross-region tie lines according to the total length of the scheduling period and the scheduling period interval. , develop a contact line plan.
步骤S2中,基于预先定义的可行性判定条件,确定在区域电网当前机组组合方式下的可行的联络线计划包括:In step S2, based on the pre-defined feasibility determination conditions, determining the feasible tie line plan under the current unit combination mode of the regional power grid includes:
基于区域电网系统拓扑图构建区域电网和跨区联络线之间的关联矩阵;Construct the correlation matrix between the regional power grid and the inter-regional tie line based on the regional power grid system topology map;
基于区域电网和跨区联络线之间的关联矩阵,获取跨区联络线上的传输功率;Based on the correlation matrix between the regional power grid and the inter-regional tie-line, obtain the transmission power on the inter-regional tie-line;
将跨区联络线的传输功率之和分别代入到对应区域电网的考虑正、负备用的经济分配问题可行性判定条件中,若满足可行性判定条件,则表示所述联络线计划在区域电网当前机组组合方式下可行。Substitute the sum of the transmission power of the cross-regional tie line into the feasibility judgment conditions of the economic allocation problem considering positive and negative reserve of the corresponding regional power grid. It is feasible in the unit combination mode.
其中,可行性判定条件如下式:Among them, the feasibility judgment conditions are as follows:
式中,i为机组编号,n为区域电网编号,t为时段编号,l为联络线编号;I'n为区域电网n当前开机机组的集合; P i为机组i的出力上、下限;为机组i可提供的最大正、负备用量;为区域电网n在t时段的正、负备用需求;Dn,t为区域电网n在t时段的负荷需求;为区域电网n与联络线l的关联关系;1表示区域电网n送电,-1表示区域电网n受电,0表示区域电网n与联络线l无直接关联;fl,t为联络线l在t时段的传输功率。In the formula, i is the unit number, n is the regional grid number, t is the time period number, and l is the tie line number; P i is the output upper and lower limits of unit i; The maximum positive and negative reserves that can be provided for unit i; is the positive and negative reserve demand of regional power grid n in period t; D n,t is the load demand of regional power grid n in period t; is the relationship between the regional power grid n and the tie line l; 1 means that the regional power grid n transmits power, -1 means that the regional power grid n receives power, 0 means that the regional power grid n is not directly related to the tie line l; f l, t are the tie line l Transmission power at time period t.
步骤S3,判定联络线计划对所有区域电网的当前机组组合方式的可行性包括:Step S3, determining the feasibility of the tie line plan for the current unit combination mode of all regional power grids includes:
在区域电网中引入lagrange乘子,对跨区交易电量约束进行松弛,将区域电网的联络线计划制定问题化为无约束优化问题;The lagrange multiplier is introduced into the regional power grid to relax the constraints of cross-regional transaction electricity, and the problem of tie-line planning of the regional power grid is transformed into an unconstrained optimization problem;
将引入lagrange乘子,对跨区交易电量约束进行松弛后输出的当前联络线计划与上一个联络线计划进行比较,判断所述联络线计划与上一个联络线计划之间是否发生变化,若无变化则说明当前联络线计划对所有区域电网可行。The lagrange multiplier will be introduced to compare the current tie-line plan output after the cross-regional transaction power constraints are relaxed with the previous tie-line plan, and determine whether there is a change between the tie-line plan and the previous tie-line plan, if no The changes indicate that the current tie-line scheme is feasible for all regional grids.
通过下式在区域电网中引入lagrange乘子,对跨区交易电量约束进行松弛,将区域电网的联络线计划制定问题转化为无约束优化问题:The lagrange multiplier is introduced into the regional power grid by the following formula to relax the cross-regional transaction power constraints, and the tie line planning problem of the regional power grid is transformed into an unconstrained optimization problem:
其中,El为联络线l的总交易电量,[·]+表示非负运算,fl,t为联络线l在t时段的传输功率,为传输功率的边界;μn,t、ωn,t均为引入乘子,ft为区域电网n所连接的所有联络线在t时段的总传输功率;为区域电网n在t时段的正、负备用需求。Among them, E l is the total transaction power of the tie line l, [ ] + represents a non-negative operation, f l, t is the transmission power of the tie line l in the t period, is the boundary of transmission power; μ n,t and ω n,t are the introduction multipliers, and f t is the total transmission power of all the tie lines connected to the regional power grid n in the period t; is the positive and negative reserve demand of the regional grid n in the t period.
通过下式判断联络线计划与上一个联络线计划之间是否发生变化:Determine whether there is a change between the contact line plan and the previous contact line plan by the following formula:
其中,k表示迭代次数,为当前联络线计划,为上一次联络线计划,ε为预设阈值。where k is the number of iterations, For the current contact line plan, For the last contact line plan, ε is a preset threshold.
步骤S3中,采用分布式惩罚原始-对偶次梯度优化算法对所述联络线计划与其连接的区域电网进行协调优化,得到新的联络线计划,包括:In step S3, the distributed penalty primordial-dual gradient optimization algorithm is used to coordinate and optimize the tie line plan and the regional power grid connected to it to obtain a new tie line plan, including:
针对各区域电网,获取联络线计划的联络线传输功率变量以及lagrange乘子的次梯度;For each regional power grid, obtain the tie line transmission power variable of the tie line plan and the subgradient of the lagrange multiplier;
对联络线传输功率变量延其负梯度方向更新,并在可行域内进行投影运算,对乘子变量延其正梯度方向更新;The transmission power variable of the tie line is updated along its negative gradient direction, and the projection operation is performed in the feasible region, and the multiplier variable is updated along its positive gradient direction;
计算更新后的联络线传输功率变量以及lagrange乘子的次梯度,并将更新后的联络线传输功率变量以及lagrange乘子的次梯度与其连接的区域电网进行共识协调,得到新的联络线计划。Calculate the updated tie-line transmission power variable and the sub-gradient of the lagrange multiplier, and coordinate the updated tie-line transmission power variable and the sub-gradient of the lagrange multiplier with its connected regional power grid to obtain a new tie-line plan.
通过下式确定联络线传输功率变量的次梯度:The subgradient of the tie-line transmission power variable is determined by:
其中,为联络线传输功率变量的次梯度,为上一次联络线计划; P i为机组i的出力上、下限;El为联络线l的总交易电量,Dn,t为区域电网n在t时段的负荷需求;为区域电网n与联络线l的关联关系;为区域电网n在t时段的正、负备用需求。in, is the subgradient of the tie-line transmission power variable, planned for the last contact line; P i is the upper and lower limits of the output of unit i; E l is the total transaction power of the tie line l, D n, t is the load demand of the regional power grid n in the t period; is the relationship between the regional power grid n and the tie line l; is the positive and negative reserve demand of the regional grid n in the t period.
通过下式确定lagrange乘子的次梯度:Determine the subgradient of the lagrange multiplier by:
其中,分别为lagrange乘子μn,t、ωn,t的次梯度。in, respectively lagrange multipliers Subgradients of μ n,t , ω n,t .
通过下式确定联络线传输功率变量的可行域:The feasible region of the transmission power variable of the tie line is determined by the following formula:
其中,为传输功率的边界。in, is the boundary of transmission power.
通过下式确定更新后的联络线传输功率变量和lagrange乘子:The updated tie-line transmission power variable and lagrange multiplier are determined by:
式中,为更新后的联络线传输功率变量,μn,t(k+1)、ωn,t(k+1)均为更新后的lagrange乘子。In the formula, transmit power variable for the updated tie line, μ n,t (k+1) and ω n,t (k+1) are the updated lagrange multipliers.
通过下式确定新的联络线计划:Determine the new contact line plan by:
基于同一技术构思,本发明提供还一种跨区联络线的协调优化系统,所述系统包括:Based on the same technical concept, the present invention also provides a coordination and optimization system for cross-regional connection lines, the system includes:
生成模块,用于随机生成多条跨区联络线的各个调度时段联络线计划;The generation module is used to randomly generate the contact line plans for each scheduling period of multiple cross-regional contact lines;
判定模块,用于基于预先定义的可行性判定条件,确定在区域电网当前机组组合方式下的可行的联络线计划;The determination module is used to determine the feasible tie-line plan under the current unit combination mode of the regional power grid based on the pre-defined feasibility determination conditions;
协调优化模块,用于判定联络线计划对所有区域电网的当前机组组合方式的可行性,当可行时,输出当前联络线计划,联络线计划制定完成;否则,采用分布式惩罚原始-对偶次梯度优化算法对所述联络线计划与其连接的区域电网进行协调优化,得到新的联络线计划,然后执行判定模块。The coordination optimization module is used to determine the feasibility of the tie line plan for the current unit combination of all regional power grids. When feasible, the current tie line plan is output, and the tie line plan is formulated; otherwise, the distributed penalty original-dual gradient is used. The optimization algorithm coordinates and optimizes the tie line plan and the regional power grid it is connected to, obtains a new tie line plan, and then executes the determination module.
实施例1:Example 1:
如图2所示,1)根据调度时段总长度(24h)和调度时段间隔(1h),随机生成L条跨区联络线的各个调度时段联络线计划;As shown in Figure 2, 1) according to the total length of the scheduling period (24h) and the scheduling period interval (1h), randomly generate each scheduling period tie line plan of L cross-region tie lines;
2)根据已知的系统网络拓扑图,写出区域电网和跨区联络线之间的关联矩阵,利用该关联矩阵将相应跨区联络线上的功率之和分别代入到对应区域电网的考虑正、负备用的经济分配问题可行性判定条件中,判定当前联络线计划对区域电网n的当前机组组合方式是否可行性,若迭代次数k=1,则继续步骤3),否则,直接跳转步骤5);2) According to the known system network topology, write the correlation matrix between the regional power grid and the cross-regional tie line, and use the correlation matrix to substitute the sum of the power on the corresponding cross-regional tie line into the corresponding regional power grid. In the feasibility judgment conditions of the economic allocation problem of negative reserve, it is determined whether the current tie line plan is feasible for the current unit combination mode of the regional power grid n, if the number of iterations k = 1, then proceed to step 3), otherwise, skip directly to step 3) 5);
其中,i为机组编号,n为区域电网编号,t为时段编号,l为联络线编号;I'n为区域电网n当前开机机组的集合; P i为机组i的出力上、下限;为机组i可提供的最大正、负备用量;为区域电网n在t时段的正、负备用需求;Dn,t为区域电网n在t时段的负荷需求;为区域电网n与联络线l的关联关系(1表示区域电网n送电(流出),-1表示区域电网n受电(流入),0表示区域电网n与联络线l无直接关联);fl,t为联络线l在t时段的传输功率。Wherein, i is the unit number, n is the regional power grid number, t is the time period number, and l is the tie line number; P i is the output upper and lower limits of unit i; The maximum positive and negative reserves that can be provided for unit i; is the positive and negative reserve demand of regional power grid n in period t; D n,t is the load demand of regional power grid n in period t; is the relationship between the regional power grid n and the tie line l (1 means that the regional power grid n transmits electricity (outflow), -1 means that the regional power grid n receives electricity (inflow), and 0 means that the regional power grid n is not directly related to the tie line l); f l, t are the transmission power of the tie line l in the period t.
3)根据区域电网之间的邻接矩阵,计算出它们之间满足行、列双随机的邻接权重矩阵,其中,行、列双随机特性可表示为矩阵维数为区域电网总个数N;3) According to the adjacency matrix between the regional power grids, calculate the adjacency weight matrix between them that satisfies the double randomness of rows and columns, where the double random characteristics of rows and columns can be expressed as The matrix dimension is the total number N of regional power grids;
4)通过引入lagrange乘子λl对跨区交易电量约束进行松弛,写入目标函数为另外,根据考虑正、负备用的经济分配问题可行性判定条件得到与区域电网n所连接的所有联络线在t时段的总传输功率应满足通过引入乘子μn,t、ωn,t将该约束松弛后写入目标函数。假定由联络线的物理特性所决定的其传输功率的边界为则区域电网n的联络线计划制定问题转化成的无约束优化问题为:4) By introducing the lagrange multiplier λ l , the cross-regional transaction power constraint is relaxed, and the objective function is written as In addition, according to the feasibility judgment conditions of the economic allocation problem considering the positive and negative reserves, the total transmission power of all the tie lines connected to the regional power grid n in the t period should meet the This constraint is relaxed and written into the objective function by introducing multipliers μ n,t and ω n,t . Assume that the boundary of the transmission power determined by the physical characteristics of the tie line is Then the unconstrained optimization problem transformed into the tie line planning problem of the regional power grid n is:
其中,El为联络线l的总交易电量,[·]+表示非负运算。Among them, E l is the total transaction electricity of the tie line l, and [·] + represents a non-negative operation.
5)判断步骤2)中的四个不等式是否均成立,若所有区域电网的判定均成立,则说明当前联络线计划在所有区域电网当前的机组组合方式下可行;继续判断当前联络线计划相比上一次制定的联络线计划是否没再变化,若没再变化,即ε可取0.01,则说明当前联络线计划已为最优联络线计划,即当前联络线计划不仅满足了跨区交易电量约束,同时也保证了对所有区域电网当前的机组组合方式可行。否则,若当前联络线计划不满足判定条件或没有收敛,则继续步骤6)。5) Judging whether the four inequalities in step 2) are all established, if the judgments of all regional power grids are established, it means that the current tie line plan is feasible under the current unit combination mode of all regional power grids; continue to judge the current tie line plan compared with Whether the contact line plan made last time has not changed, if not, that is ε can be taken as 0.01, which means that the current tie line plan is the optimal tie line plan, that is, the current tie line plan not only satisfies the cross-regional transaction power constraints, but also ensures that the current unit combination method for all regional power grids is feasible. Otherwise, if the current contact line plan does not meet the judgment condition or does not converge, proceed to step 6).
6)所有区域电网采用分布式惩罚原始-对偶次梯度优化算法求解步骤4)中的无约束优化问题。对于区域电网n,首先求原始变量的次梯度为:6) All regional power grids use distributed penalized primal-dual subgradient optimization algorithm to solve the unconstrained optimization problem in step 4). For the regional grid n, first find the original variable The subgradient of is:
对偶变量μn,t以及ωn,t的次梯度为:dual variable The subgradients of μ n,t and ωn ,t are:
对原始变量和对偶变量μn,t以及ωn,t分别沿着负梯度方向和正梯度方向进行更新,同时对在其可行域上做投影运算,保证梯度更新后的值在它的可行域内,具体如下:to the original variable and the dual variable μ n, t and ω n, t are updated along the negative and positive gradient directions, respectively, and at the same time in its feasible domain Do the projection operation on the above to ensure that the updated value of the gradient is within its feasible region, as follows:
区域电网n将更新后的原始变量和对偶变量跟与其连接的区域电网进行共识协调,具体为:Regional grid n will be updated with the original variable and the dual variable Consensus coordination with the regional grid connected to it, specifically:
由此,得到新的联络线计划,返回步骤2)继续进行判定。As a result, a new connection line plan is obtained, and the process returns to step 2) to continue the determination.
本领域内的技术人员应明白,本申请的实施例可提供为方法、系统、或计算机程序产品。因此,本申请可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本申请可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。As will be appreciated by those skilled in the art, the embodiments of the present application may be provided as a method, a system, or a computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment, or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein.
本申请是参照根据本申请实施例的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present application is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the present application. It will be understood that each process and/or block in the flowchart illustrations and/or block diagrams, and combinations of processes and/or blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to the processor of a general purpose computer, special purpose computer, embedded processor or other programmable data processing device to produce a machine such that the instructions executed by the processor of the computer or other programmable data processing device produce Means for implementing the functions specified in a flow or flow of a flowchart and/or a block or blocks of a block diagram.
这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。These computer program instructions may also be stored in a computer-readable memory capable of directing a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory result in an article of manufacture comprising instruction means, the instructions The apparatus implements the functions specified in the flow or flow of the flowcharts and/or the block or blocks of the block diagrams.
这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions can also be loaded on a computer or other programmable data processing device to cause a series of operational steps to be performed on the computer or other programmable device to produce a computer-implemented process such that The instructions provide steps for implementing the functions specified in the flow or blocks of the flowcharts and/or the block or blocks of the block diagrams.
最后应当说明的是:以上实施例仅用以说明本发明的技术方案而非对其限制,尽管参照上述实施例对本发明进行了详细的说明,所属领域的普通技术人员应当理解:依然可以对本发明的具体实施方式进行修改或者等同替换,而未脱离本发明精神和范围的任何修改或者等同替换,其均应涵盖在本发明的权利要求保护范围之内。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention rather than to limit them. Although the present invention has been described in detail with reference to the above embodiments, those of ordinary skill in the art should understand that: the present invention can still be Modifications or equivalent replacements are made to the specific embodiments of the present invention, and any modifications or equivalent replacements that do not depart from the spirit and scope of the present invention shall be included within the protection scope of the claims of the present invention.
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