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Power system dynamic security domain determination method and device, electronic equipment and readable medium

A dynamic security domain and power system technology, applied in computer security devices, electrical digital data processing, digital data protection, etc., can solve problems such as feature redundancy, inconvenient model management, time-consuming and manpower-consuming, and improve efficiency and accuracy, reduce training time and calculation, and break through the bottleneck of calculation speed and accuracy

Pending Publication Date: 2022-02-08
TSINGHUA UNIV +2
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The security and stability of the power system is a complex physical problem that is difficult to analyze and express. The operating data of the power system has high dimensionality and redundant features. The disadvantages of manual analysis of the dynamic security domain boundaries of the power grid are gradually emerging.
If the dynamic security domain of the power system under each maintenance mode is reconstructed, a separate learning model needs to be trained, and this model is only suitable for the construction of the dynamic security domain for maintenance at this location. There are many, and considering different preset fault sets, there will be a lot of models that need to be trained, which will consume a lot of time and manpower, and the management of the models is also very inconvenient

Method used

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  • Power system dynamic security domain determination method and device, electronic equipment and readable medium
  • Power system dynamic security domain determination method and device, electronic equipment and readable medium
  • Power system dynamic security domain determination method and device, electronic equipment and readable medium

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Embodiment Construction

[0070] The following will clearly and completely describe the technical solutions in the embodiments of the application with reference to the drawings in the embodiments of the application. Apparently, the described embodiments are only some of the embodiments of the application, not all of them. Based on the embodiments in the present application, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present application.

[0071] According to an embodiment of the present disclosure, a method for determining a dynamic security domain of a power system may include the following steps:

[0072] In step 1, the power system simulation data and the historical operation data of the power system are obtained offline as the source domain data, and the real-time operation data of the power system are obtained online as the target domain data.

[0073] In one embodiment, the historical operation data ...

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Abstract

The invention belongs to the technical field of large power grid operation and control, and relates to a power system dynamic security domain determination method and device, electronic equipment and a readable medium. The method comprises the following steps: firstly, acquiring data samples of a power system, constructing a source domain sample set, a target domain labeled sample set and a target domain unlabeled sample set, and selecting key features for describing a dynamic security domain of the power system by considering a combination effect feature selection method, and according to the minimum pre-migration feature contribution degree, migrating the source domain pre-migration features to a target domain migration sample feature set of a target domain labeled sample feature set, inputting the migration sample set into a separator which adopts a support vector machine and a migration adaptive lifting algorithm to excavate the dynamic security domain boundary of the power system. The method is suitable for scenes with diversified power grid topological structures and power system operation modes. According to the method, the efficiency and accuracy of constructing the dynamic security domain of the power system are improved, and a technical basis and a practical method are provided for security and stability analysis and evaluation of the power system.

Description

technical field [0001] The application belongs to the technical field of large power grid operation and control, and specifically relates to a method, device, electronic equipment and readable medium for determining a dynamic security domain of a power system. Background technique [0002] With the continuous expansion of the national network scale and the continuous improvement of the voltage level, the interconnection mode of the grid has become increasingly complex, and the high-penetration intermittent new energy generation and massive flexible load response have aggravated the uncertainty on both sides of the grid source and load. Moreover, the operation mode and dynamic behavior of the power system are becoming more and more complex. Once an accident occurs somewhere in the power grid, it may affect the entire network, resulting in a blackout accident. Therefore, it is an important problem to be solved urgently to adopt more advanced technical means, to study fast and ...

Claims

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Application Information

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IPC IPC(8): G06F21/62G06F16/2458G06K9/62G06Q50/06
CPCG06F21/6218G06F16/2465G06Q50/06G06F18/2411G06F18/214
Inventor 胡伟陈涛吴迎霞马坤赵科蒋望史成钢张同尊古济铭万朝辉
Owner TSINGHUA UNIV
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