用变压器检测异常的电力消耗,并合成异常
Tianshi Mu1, Yun Yu2, Guocong Feng2
1China Southern Power Grid Digital Grid Group Co., Ltd., Guangzhou, China.
PeerJ. Computer science
|December 11, 2023
概括
本研究介绍了一种基于变压器的方法来检测异常的电力消耗,其性能优于现有的方法. 这种新技术有效地识别电力盗窃,并减少智能电网中的非技术性损失.
科学领域:
- 电气工程 电气工程
- 数据科学数据科学数据科学
- 机器学习 机器学习
背景情况:
- 非技术性损失给电力供应商带来了重大挑战.
- 智能电网和先进计量系统可以通过数据驱动检测异常的电力消耗.
- 随着电力盗窃技术的不断发展和数据量不断增加,造成了新的检测挑战.
研究的目的:
- 提出一种先进的方法来检测异常的电力消耗.
- 为应对不断发展的电力盗窃和大型数据集所带来的挑战.
- 提高非技术性损失减少的准确性和效率.
主要方法:
- 基于变压器的深度学习模型被开发用于分析电力消耗时间序列数据.
- 该模型包含多头注意力和其他组件,以有效处理时间数据.
- 为了解决不平衡的训练数据集,引入了一种合成异常数据的新方法.
主要成果:
- 拟议的基于变压器的方法与最先进的技术相比,表现出更高的性能.
- 实现了高检测指标:93.9%的精度,96.3%的回忆,0.951的F1得分和95.6%的准确性.
- 通过中国国家电网公司的现实数据集进行验证.
结论:
- 基于变压器的方法在检测异常电力消耗方面非常有效.
- 该方法为减少智能电网中的非技术损失提供了一个有希望的解决方案.
- 拟议的异常合成技术提高了模型稳定性与不平衡的数据.
相关概念视频
Energy Losses in Transformers
879
In an ideal transformer, it is assumed that there are no energy losses, and, hence, all the power at the primary winding is transferred to the secondary winding. However, in reality, the transformers always have some energy losses, and, hence, the output power obtained at the secondary winding is less than the input power at the primary winding due to energy losses.
There are four main reasons for energy losses in transformers.
The first cause can be the high resistance of the...
There are four main reasons for energy losses in transformers.
The first cause can be the high resistance of the...
879
Differential Relays
142
Differential relays are used to protect generators, buses, and transformers by comparing electrical quantities at different points. When a fault occurs, the difference in current between the two points triggers the relay to operate, opening the circuit breaker. Under normal conditions, the current entering (i1) and leaving (i2) a generator are equal. When a fault occurs, however, these currents become unequal, and the difference current flows in the relay operating coil, causing the relay to...
142
Secondary Distribution
87
Secondary distribution systems provide electrical energy at the utilization voltage levels from distribution transformers to customer meters. Typical secondary voltages in the United States include 120/240 V for residential use, 208Y/120 V for residential and commercial use, and 480Y/277 V for industrial and high-rise commercial use.
In residential areas, 120/240 V single-phase, three-wire service is commonly used for lighting, outlets, and large appliances. Urban areas with high-density loads...
In residential areas, 120/240 V single-phase, three-wire service is commonly used for lighting, outlets, and large appliances. Urban areas with high-density loads...
87
Transformers in Distribution System
103
Transformers in distribution systems can be broadly categorized into distribution substation transformers and other distribution transformers. They are crucial for stepping down high transmission voltages to levels suitable for distribution and end-user applications.
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
103
Power System Three-Phase Short Circuits
88
Determining the subtransient fault current in a power system involves representing transformers by their leakage reactances, transmission lines by their equivalent series reactances, and synchronous machines as constant voltage sources behind their subtransient reactances. In this analysis, certain elements are excluded, such as winding resistances, series resistances, shunt admittances, delta-Y phase shifts, armature resistance, saturation, saliency, non-rotating impedance loads, and small...
88
Instrument Transformers
87
Instrument transformers, comprising voltage transformers (VTs) and current transformers (CTs), play crucial roles in power substations by providing isolated replicas of current or voltage for measurement and protection purposes. Voltage transformers reduce the primary voltage to levels suitable for relay operation and measurement, while current transformers scale down the primary current. The primary winding of a current transformer often consists of a single turn, achieved by threading the...
87


