CN103544545B - Electric system risk evaluation accelerating sampling method based on fault set matching - Google Patents

Electric system risk evaluation accelerating sampling method based on fault set matching Download PDF

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CN103544545B
CN103544545B CN201310522382.XA CN201310522382A CN103544545B CN 103544545 B CN103544545 B CN 103544545B CN 201310522382 A CN201310522382 A CN 201310522382A CN 103544545 B CN103544545 B CN 103544545B
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fault set
load shedding
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胡京
辛建波
万军彪
康重庆
张宁
刘静琨
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State Grid Corp of China SGCC
Electric Power Research Institute of State Grid Jiangxi Electric Power Co Ltd
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Abstract

一种基于故障集匹配的电力系统风险评估加速采样方法,该方法包括:给定电力系统的不切负荷故障集,该故障集中的任何一个故障状态都不会引起该电力系统发生切负荷。在采样得到某一电力系统的故障状态时,将其与故障集中的故障状态进行匹配。若两者相匹配,则不进行优化计算;若两者不匹配,则进行优化计算,计算结果如果不切负荷,就将该采样状态加入到不切负荷故障集中,以备以后计算时进行匹配。由于电力系统中元件的失效率较低,且个别元件失效一般不会导致切负荷,而采样之后为了计算切负荷量的优化计算十分消耗计算时间,因此本方法避免了很多不必要的优化计算,节约了大量的运算时间,从而提高了电力系统风险评估中采样计算程序的效率。

An accelerated sampling method for power system risk assessment based on fault set matching, the method includes: given a non-load shedding fault set of a power system, any fault state in the fault set will not cause load shedding of the power system. When the fault state of a certain power system is obtained by sampling, it is matched with the fault state in the fault set. If the two match, the optimization calculation will not be performed; if the two do not match, the optimization calculation will be performed. If the calculation result does not shed the load, the sampling state will be added to the non-load shedding fault set for matching in future calculations. . Since the failure rate of components in the power system is low, and the failure of individual components generally does not lead to load shedding, the optimization calculation for calculating the load shedding after sampling consumes a lot of calculation time, so this method avoids many unnecessary optimization calculations. A large amount of computing time is saved, thereby improving the efficiency of sampling calculation procedures in power system risk assessment.

Description

一种基于故障集匹配的电力系统风险评估加速采样方法An Accelerated Sampling Method for Power System Risk Assessment Based on Fault Set Matching

技术领域technical field

本发明涉及一种基于故障集匹配的电力系统风险评估加速采样方法,属电力系统风险评估技术领域。The invention relates to an accelerated sampling method for power system risk assessment based on fault set matching, and belongs to the technical field of power system risk assessment.

背景技术Background technique

电力系统风险评估中常用蒙特卡罗方法方法进行采样,将若干次采样的结果求均值得到风险评估的结果。在每次采样过程中,根据各元件的故障率得到每个元件的确定性状态,进而进行优化计算,以优化的方法得到该采样状态下电力系统的切负荷量等一系列指标。优化计算的过程是每次采样中计算开销最大的部分。然而在电力系统风险评估的计算过程中,由于电力系统元件的故障率一般较小,而且单一元件故障一般不会导致电力系统失负荷,因此优化计算所得到的切负荷量的结果大多为零,即电力系统不发生切负荷的故障。故在电力系统风险评估中,若明确地知道得到的某个采样状态不会发生切负荷,则跳过优化计算,直接给定切负荷量为零,则可以省去本次优化计算的时间,提高计算效率。因此,基于上述思想,就需要一套行之有效的方法来实现风险评估的加速采样,节约计算开销。In power system risk assessment, the Monte Carlo method is commonly used for sampling, and the results of several sampling are averaged to obtain the result of risk assessment. In each sampling process, the deterministic state of each component is obtained according to the failure rate of each component, and then the optimization calculation is carried out, and a series of indicators such as the load shedding of the power system under the sampling state are obtained by an optimized method. The process of optimization calculation is the most computationally expensive part of each sample. However, in the calculation process of power system risk assessment, since the failure rate of power system components is generally small, and the failure of a single component generally does not cause power system load loss, the results of load shedding obtained by optimal calculation are mostly zero. That is, there is no load shedding fault in the power system. Therefore, in power system risk assessment, if it is clearly known that load shedding will not occur in a certain sampling state obtained, the optimization calculation is skipped, and the load shedding amount is directly given as zero, which can save the time of this optimization calculation. Improve computational efficiency. Therefore, based on the above ideas, a set of effective methods is needed to realize accelerated sampling of risk assessment and save computational overhead.

发明内容Contents of the invention

本发明的目的是针对电力系统风险评估中每次采样过程优化计算的计算开销较大,经济性不好的问题,提出一种基于故障集匹配的电力系统风险评估加速采样方法,通过每次采样状态与不切负荷故障集中的故障状态的匹配来判断是否需要进行优化计算,进而节约每次采样的时间,减小计算开销。The purpose of the present invention is to solve the problem that the optimization calculation of each sampling process in the power system risk assessment has a large calculation cost and poor economic efficiency, and proposes an accelerated sampling method for power system risk assessment based on fault set matching. The matching of the state and the fault state in the non-load shedding fault set is used to judge whether optimization calculation is needed, thereby saving the time of each sampling and reducing the calculation cost.

实现本发明的技术方案是,本发明方法在给定系统不切负荷故障集的条件下,通过匹配采样状态和不切负荷故障集中的故障状态来判断是否需要进行优化计算,并不断更新不切负荷故障集,从而减少不必要的优化计算,节约每次采样的时间,提高程序计算效率。The technical solution for realizing the present invention is that the method of the present invention judges whether optimization calculation needs to be performed by matching the sampling state and the fault state of the non-load-cutting fault set under the condition of a given system non-load-cutting fault set, and continuously updates the un-cutting fault set. Load fault sets, thereby reducing unnecessary optimization calculations, saving time for each sampling, and improving program calculation efficiency.

本发明方法包括以下步骤:The inventive method comprises the following steps:

(1)设定故障集匹配算法中所考虑的最大故障状态数nFaultSetMatch(nFaultSetMatch≥0);(1) Set the maximum number of fault states n FaultSetMatch considered in the fault set matching algorithm (n FaultSetMatch ≥ 0);

(2)根据电力系统中各元件的故障率得到一个采样状态,记录此时的线路故障总数nLineFaults,开机机组最大出力总和PTotalUnitPowerMax,非故障的节点的负荷总和PTotalNodeLoad,故障节点总数nNodeFaults(2) Obtain a sampling state according to the failure rate of each component in the power system, record the total number of line faults n LineFaults at this time, the total maximum output of the power unit P TotalUnitPowerMax , the total load of non-faulty nodes P TotalNodeLoad , and the total number of faulty nodes n NodeFaults ;

(3)如果故障节点总数nNodeFaults为零,并且线路故障总数nLineFaults不大于故障集匹配算法中所考虑的最大故障状态数nFaultSetMatch,并且开机机组最大出力总和PTotalUnitPowerMax大于非故障的节点的负荷总和PTotalNodeLoad的1.05倍,则进行故障集的匹配,条件若不满足则认为故障集匹配不成功,并且直接进行步骤(6)优化计算;即,若nNodeFaults=0,并且nLineFaults≤nFaultSetMatch,并且PTotalUnitPowerMax>1.05PTotalNodeLoad,则进行故障集匹配,否则认为故障集匹配不成功,并且直接进行步骤(6)优化计算;(3) If the total number of faulty nodes nNodeFaults is zero, and the total number of line faults nLineFaults is not greater than the maximum number of fault states nFaultSetMatch considered in the fault set matching algorithm, and the total maximum output of the power unit P TotalUnitPowerMax is greater than the load of non-faulty nodes 1.05 times of the sum P TotalNodeLoad , then carry out the matching of the fault set, if the condition is not satisfied, it is considered that the fault set matching is unsuccessful, and the optimization calculation of step (6) is directly carried out; that is, if n NodeFaults = 0, and n LineFaults ≤ n FaultSetMatch , and P TotalUnitPowerMax >1.05P TotalNodeLoad , then carry out fault set matching, otherwise it is considered that the fault set matching is unsuccessful, and directly proceed to step (6) optimization calculation;

(4)若需进行故障集匹配,则进行步骤(4.1)~(4.3);(4) If fault set matching is required, proceed to steps (4.1) to (4.3);

(4.1)对不切负荷故障集进行遍历,得到不切负荷故障集中某一故障状态的线路状态;(4.1) Traverse the non-load shedding fault set to obtain the line state of a certain fault state in the non-load shedding fault set;

(4.2)若不切负荷故障集中的这一故障状态中所有的线路状态与采样得到的线路状态完全一致,则认为故障集匹配成功,并且不再进行匹配,直接进行步骤(5);(4.2) If all the line states in this fault state in the non-load shedding fault set are completely consistent with the line state obtained by sampling, then it is considered that the fault set matching is successful, and the matching is no longer performed, and step (5) is directly carried out;

(4.3)若对不切负荷故障集遍历完成之后,没有与采样得到的线路状态匹配,则认为故障集匹配不成功,进行步骤(5);(4.3) If after the traversal of the non-load shedding fault set is completed, there is no match with the line state obtained by sampling, then it is considered that the fault set matching is unsuccessful, and step (5) is performed;

(5)若故障集匹配成功,则不进行步骤(6)优化计算,直接将所有节点的切负荷量都赋值为零,并进行步骤(8);若故障集匹配不成功,则进行步骤(6)的优化计算;(5) If the fault set matching is successful, the optimization calculation in step (6) is not performed, and the load shedding of all nodes is directly assigned to zero, and step (8) is performed; if the fault set matching is unsuccessful, the step ( 6) Optimal calculation;

(6)优化计算得到各节点的切负荷量,并计算得到所有节点的切负荷总量PTotalCutdownLoad(6) optimize the calculation to obtain the load shedding amount of each node, and calculate the total load shedding P TotalCutdownLoad of all nodes;

(7)更新不切负荷故障集:(7) Update the non-load shedding fault set:

(7.1)如果故障节点总数nNodeFaults为零,并且线路故障总数nLineFaults不大于故障集匹配算法中所考虑的最大故障状态数nFaultSetMatch,并且开机机组最大出力总和PTotalUnitPowerMax大于非故障的节点的负荷总和PTotalNodeLoad的1.05倍,并且所有节点的切负荷总量PTotalCutdownLoad为零,则进行步骤(7.2)更新故障集,否则进行步骤8);即,若nNodeFaults=0,并且nLineFaults≤nFaultSetMatch,并且PTotalUnitPowerMax>1.05PTotalNodeLoad,并且PTotalCutdownLoad=0,则进行步骤(7.2)更新故障集,否则进行步骤(8);(7.1) If the total number of faulty nodes nNodeFaults is zero, and the total number of line faults nLineFaults is not greater than the maximum number of fault states nFaultSetMatch considered in the fault set matching algorithm, and the total maximum output of the power unit P TotalUnitPowerMax is greater than the load of non-faulty nodes 1.05 times of the sum P TotalNodeLoad , and the total load shedding P TotalCutdownLoad of all nodes is zero, then proceed to step (7.2) to update the fault set, otherwise proceed to step 8); that is, if n NodeFaults = 0, and n LineFaults ≤ n FaultSetMatch , and P TotalUnitPowerMax >1.05P TotalNodeLoad , and P TotalCutdownLoad =0, then proceed to step (7.2) to update the failure set, otherwise proceed to step (8);

(7.2)记录本次采样中得到的电力系统的采样状态中各线路的故障状态,作为一个不切负荷故障加入到不切负荷故障集;(7.2) Record the fault state of each line in the sampling state of the power system obtained in this sampling, and add it to the non-load shedding fault set as a non-load shedding fault;

(8)重复进行步骤(2)直至采样达到要求,风险评估程序结束。(8) Repeat step (2) until the sampling meets the requirements, and the risk assessment procedure ends.

本发明的有益效果是,本发明提出的加速采样方法,是在电力系统不切负荷故障集匹配的基础上,通过匹配采样状态和不切负荷故障集中的故障状态来判断是否需要进行优化计算,并不断更新不切负荷故障集,从而减少不必要的优化计算,节约每次采样的时间,提高程序计算效率。本发明充分利用了采样过程中所得到的信息来更新系统不切负荷故障集,有效减少优化计算的次数,节约采样时间,提高风险评估计算程序的效率。The beneficial effect of the present invention is that the accelerated sampling method proposed by the present invention judges whether optimization calculation is needed by matching the sampling state and the fault state in the non-load shedding fault set on the basis of the matching of the non-load shedding fault set in the power system, And continuously update the non-load shedding fault set, thereby reducing unnecessary optimization calculations, saving the time of each sampling, and improving the calculation efficiency of the program. The invention makes full use of the information obtained in the sampling process to update the system non-load shedding fault set, effectively reduces the number of optimization calculations, saves sampling time, and improves the efficiency of the risk assessment calculation program.

附图说明Description of drawings

图1为本发明中基于故障集匹配的电力系统风险评估加速采样方法流程图。Fig. 1 is a flowchart of an accelerated sampling method for power system risk assessment based on fault set matching in the present invention.

具体实施方式detailed description

本发明电力系统风险评估加速采样方法的具体实施方式,详细说明如下:The specific implementation of the accelerated sampling method for power system risk assessment of the present invention is described in detail as follows:

(1)设定故障集匹配算法中所考虑的最大故障状态数nFaultSetMatch=2;(1) Set the maximum number of fault states n FaultSetMatch =2 considered in the fault set matching algorithm;

(2)根据电力系统中各元件的故障率得到一个采样状态,记录此时的线路故障总数nLineFaults=1,开机机组最大出力总和PTotalUnitPowerMax=3385MW,非故障的节点的负荷总和PTotalNodeLoad=2850MW,故障节点总数nNodeFaults=0;(2) Obtain a sampling state according to the failure rate of each component in the power system, record the total number of line faults at this time n LineFaults = 1, the total maximum output of the starting unit P TotalUnitPowerMax = 3385MW, and the total load of non-faulty nodes P TotalNodeLoad = 2850MW , the total number of faulty nodes n NodeFaults = 0;

(3)上述各值满足故障节点总数nNodeFaults为零,并且线路故障总数nLineFaults不大于故障集匹配算法中所考虑的最大故障状态数nFaultSetMatch,并且开机机组最大出力总和PTotalUnitPowerMax大于非故障的节点的负荷总和PTotalNodeLoad的1.05倍的条件,需进行故障集的匹配;(3) The above values satisfy that the total number of faulty nodes n NodeFaults is zero, and the total number of line faults n LineFaults is not greater than the maximum number of fault states n FaultSetMatch considered in the fault set matching algorithm, and the total maximum output of the power unit P TotalUnitPowerMax is greater than the non-faulted The condition of 1.05 times of the load sum of nodes P TotalNodeLoad needs to match the failure set;

(4)进行故障集匹配,对不切负荷故障集进行遍历,得到不切负荷故障集中某一故障状态的线路状态;对不切负荷故障集遍历完成之后,没有与采样得到的线路状态匹配,故障集匹配不成功,进行步骤(5);(4) Carry out fault set matching, traverse the non-load shedding fault set, and obtain the line state of a certain fault state in the non-load shedding fault set; Failure set matching is unsuccessful, proceed to step (5);

(5)故障集匹配不成功,则进行步骤(6)优化计算;(5) failure set matching is unsuccessful, then carry out step (6) optimization calculation;

(6)优化计算得到各节点的切负荷量,并计算得到所有节点的切负荷总量PTotalCutdownLoad=0;(6) Optimal calculation obtains the load shedding amount of each node, and calculates the total load shedding P TotalCutdownLoad =0 of all nodes;

(7)更新不切负荷故障集:(7) Update the non-load shedding fault set:

(7.1)上述条件满足条件nNodeFaults=0,并且nLineFaults≤nFaultSetMatch,并且PTotalUnitPowerMax>1.05PTotalNodeLoad,并且PTotalCutdownLoad=0,进行步骤(7.2)更新故障集;(7.1) above-mentioned conditions satisfy condition n NodeFaults =0, and n LineFaults≤n FaultSetMatch , and P TotalUnitPowerMax >1.05P TotalNodeLoad , and P TotalCutdownLoad =0, carry out step (7.2) update fault set;

(7.2)记录本次采样中得到的电力系统的采样状态中各线路的故障状态,作为一个不切负荷故障加入到不切负荷故障集;(7.2) Record the fault state of each line in the sampling state of the power system obtained in this sampling, and add it to the non-load shedding fault set as a non-load shedding fault;

(8)重复进行步骤2)直至采样达到要求,共采样260000次,风险评估程序结束,共耗时11.984秒。(8) Repeat step 2) until the sampling meets the requirements, a total of 260,000 samples are taken, and the risk assessment procedure ends, taking a total of 11.984 seconds.

与上述加速采样方法作为对比,不用加速采样采样方法,采样260000次,要耗时331.015秒。Compared with the above accelerated sampling method, without the accelerated sampling sampling method, it takes 331.015 seconds to sample 260,000 times.

Claims (1)

1.一种基于故障集匹配的电力系统风险评估加速采样方法,其特征在于,所述方法在给定系统不切负荷故障集的条件下,通过匹配采样状态和不切负荷故障集中的故障状态来判断是否需要进行优化计算,并不断更新不切负荷故障集,从而减少不必要的优化计算,节约每次采样的时间,提高程序计算效率;所述方法步骤为:1. An accelerated sampling method for power system risk assessment based on fault set matching, characterized in that, under the condition of a given system non-load shedding fault set, by matching the sampling state and the fault state in the non-load shedding fault set To judge whether it is necessary to perform optimization calculation, and constantly update the non-load shedding fault set, thereby reducing unnecessary optimization calculation, saving the time of each sampling, and improving the calculation efficiency of the program; the steps of the method are: (1)设定故障集匹配算法中所考虑的最大故障状态数nFaultSetMatch(nFaultSetMatch≥0);(1) Set the maximum number of fault states n FaultSetMatch considered in the fault set matching algorithm (n FaultSetMatch ≥ 0); (2)根据电力系统中各元件的故障率得到一个采样状态,记录此时的线路故障总数nLineFaults,开机机组最大出力总和PTotalUnitPowerMax,非故障的节点的负荷总和PTotalNodeLoad,故障节点总数nNodeFaults(2) Obtain a sampling state according to the failure rate of each component in the power system, record the total number of line faults n LineFaults at this time, the total maximum output of the power unit P TotalUnitPowerMax , the total load of non-faulty nodes P TotalNodeLoad , and the total number of faulty nodes n NodeFaults ; (3)如果故障节点总数nNodeFaults为零,并且线路故障总数nLineFaults不大于故障集匹配算法中所考虑的最大故障状态数nFaultSetMatch,并且开机机组最大出力总和PTotalUnitPowerMax大于非故障的节点的负荷总和PTotalNodeLoad的1.05倍,则进行故障集的匹配,条件若不满足则认为故障集匹配不成功,并且直接进行步骤(6)优化计算;即,若nNodeFaults=0,并且nLineFaults≤nFaultSetMatch,并且PTotalUnitPowerMax>1.05PTotalNodeLoad,则进行故障集匹配,否则认为故障集匹配不成功,并且直接进行步骤(6)优化计算;(3) If the total number of faulty nodes nNodeFaults is zero, and the total number of line faults nLineFaults is not greater than the maximum number of fault states nFaultSetMatch considered in the fault set matching algorithm, and the total maximum output of the power unit P TotalUnitPowerMax is greater than the load of non-faulty nodes 1.05 times of the sum P TotalNodeLoad , then carry out the matching of the fault set, if the condition is not satisfied, then it is considered that the fault set matching is unsuccessful, and the optimization calculation of step (6) is directly carried out; that is, if n NodeFaults = 0, and n LineFaults ≤ n FaultSetMatch , and P TotalUnitPowerMax > 1.05P TotalNodeLoad , then the fault set matching is performed, otherwise it is considered that the fault set matching is unsuccessful, and the optimization calculation of step (6) is directly carried out; (4)若需进行故障集匹配,则进行步骤(4.1)~(4.3):(4) If fault set matching is required, proceed to steps (4.1) to (4.3): (4.1)对不切负荷故障集进行遍历,得到不切负荷故障集中某一故障状态的线路状态;(4.1) Traverse the non-load shedding fault set to obtain the line state of a certain fault state in the non-load shedding fault set; (4.2)若不切负荷故障集中的这一故障状态中所有的线路状态与采样得到的线路状态完全一致,则认为故障集匹配成功,并且不再进行匹配,直接进行步骤(5);(4.2) If all the line states in this fault state in the non-load shedding fault set are completely consistent with the line state obtained by sampling, then it is considered that the fault set matching is successful, and the matching is no longer performed, and step (5) is directly carried out; (4.3)若对不切负荷故障集遍历完成之后,没有与采样得到的线路状态匹配,则认为故障集匹配不成功,进行步骤(5);(4.3) If after the traversal of the non-load shedding fault set is completed, there is no match with the line state obtained by sampling, then it is considered that the fault set matching is unsuccessful, and step (5) is performed; (5)若故障集匹配成功,则不进行步骤(6)优化计算,直接将所有节点的切负荷量都赋值为零,并进行步骤(8);若故障集匹配不成功,则进行步骤(6)的优化计算;(5) If the fault set matching is successful, the optimization calculation in step (6) is not performed, and the load shedding of all nodes is directly assigned to zero, and step (8) is performed; if the fault set matching is unsuccessful, the step ( 6) Optimal calculation; (6)优化计算得到各节点的切负荷量,并计算得到所有节点的切负荷总量PTotalCutdownLoad(6) optimize the calculation to obtain the load shedding amount of each node, and calculate the total load shedding P TotalCutdownLoad of all nodes; (7)更新不切负荷故障集:(7) Update the non-load shedding fault set: (7.1)如果故障节点总数nNodeFaults为零,并且线路故障总数nLineFaults不大于故障集匹配算法中所考虑的最大故障状态数nFaultSetMatch,并且开机机组最大出力总和PTotalUnitPowerMax大于非故障的节点的负荷总和PTotalNodeLoad的1.05倍,并且所有节点的切负荷总量PTotalCutdownLoad为零,则进行步骤(7.2)更新故障集,否则进行步骤(8);即,若nNodeFaults=0,并且nLineFaults≤nFaultSetMatch,并且PTotalUnitPowerMax>1.05PTotalNodeLoad,并且PTotalCutdownLoad=0,则进行步骤(7.2)更新故障集,否则进行步骤(8);(7.1) If the total number of faulty nodes nNodeFaults is zero, and the total number of line faults nLineFaults is not greater than the maximum number of fault states nFaultSetMatch considered in the fault set matching algorithm, and the total maximum output of the power unit P TotalUnitPowerMax is greater than the load of non-faulty nodes 1.05 times of the sum P TotalNodeLoad , and the total load shedding P TotalCutdownLoad of all nodes is zero, then proceed to step (7.2) to update the fault set, otherwise proceed to step (8); that is, if n NodeFaults = 0, and n LineFaults ≤ n FaultSetMatch , and P TotalUnitPowerMax > 1.05P TotalNodeLoad , and P TotalCutdownLoad = 0, then proceed to step (7.2) to update the fault set, otherwise proceed to step (8); (7.2)记录本次采样中得到的电力系统的采样状态中各线路的故障状态,作为一个不切负荷故障加入到不切负荷故障集;(7.2) Record the fault state of each line in the sampling state of the power system obtained in this sampling, and add it to the non-load shedding fault set as a non-load shedding fault; (8)重复进行步骤(2)直至采样达到要求,风险评估程序结束。(8) Repeat step (2) until the sampling meets the requirements, and the risk assessment procedure ends.
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