基于遗传算法的无芯变压器参数优化设计的研究.
Wenshuang Qin1, Yi Zhang1, Yufang Lu2
1School of Computer Science and Engineering, Guilin University of Technology, Guilin, 541004, Guangxi, China.
Scientific reports
|December 15, 2025
概括
使用遗传算法优化无芯变压器设计,显著提高了传输效率 (η). 这种方法实现了71.7%的效率,性能提高了54%以上.
科学领域:
- 电气工程 电气工程
- 电力电子 电力电子 电力电子
- 电磁学 电磁学 电磁学 电磁学
背景情况:
- 无芯变压器中的传输效率 (η) 受多个参数的影响.
- 关键因素包括线圈间距 (H),工作频率 (f0),负载 (R<0xE2><0x82><0x97>) 和实际工作频率 (f).
研究的目的:
- 为无芯变压器开发一个优化的设计,以最大限度地提高传输效率 (η).
- 调查设计参数对变压器性能的影响.
主要方法:
- 利用随机森林回归模型根据关键参数预测传输效率 (η).
- 采用遗传算法来优化这些参数 (f0,H,R<0xE2><0x82><0x97>,f) 以获得最大的效率.
- 设计,模拟,制造和测试了一种原型平面无核变压器电路.
主要成果:
- 优化的平面无芯变压器实现了71.7%的传输效率 (η).
- 与未经优化电路相比,这代表了54.8%的改进.
- 与直接设计的非优化电路相比,效率提高了17.7%.
结论:
- 提出的遗传算法优化方法对于提高无核变压器效率非常有效.
- 优化设计导致电力传输电路的性能显著提高.
相关概念视频
Equivalent Circuits for Practical Transformers
1.3K
The practical equivalent circuits of single-phase two-winding transformers exhibit significant deviations from their idealized versions due to the inherent properties of winding resistance and finite core permeability. These properties result in real and reactive power losses, affecting the transformer's performance. Understanding these deviations is crucial for designing more efficient transformers.
In a practical transformer, each winding exhibits resistance and leakage reactance. The...
In a practical transformer, each winding exhibits resistance and leakage reactance. The...
1.3K
Energy Losses in Transformers
1.3K
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...
1.3K
Three-Winding Transformers
655
Three identical single-phase transformers can be configured to form a three-phase transformer connection, which involves high-voltage and low-voltage windings. The high-voltage windings are denoted by capital letters A-B-C, while the low-voltage windings are labeled with lowercase letters a-b-c, representing their respective phases. This notation helps distinguish between the high and low voltage sides of the transformer.
In the per-unit equivalent circuit of a grounded Y-Y three-phase...
In the per-unit equivalent circuit of a grounded Y-Y three-phase...
655
The Ideal Transformer
1.3K
In single-phase two-winding transformers, two windings are coiled around a magnetic core characterized by cross-sectional area A and magnetic permeability μ. A phasor current i1 enters the left winding while i2 exits the right winding, establishing the fundamental working of the transformer through electromagnetic principles.
Ampere's Law forms the basis of understanding the magnetic field within the transformer. It states that the integral of the magnetic field intensity's tangential...
Ampere's Law forms the basis of understanding the magnetic field within the transformer. It states that the integral of the magnetic field intensity's tangential...
1.3K
Types Of Transformers
1.4K
Transformers can provide desired voltages to a circuit by modifying the number of turns in the secondary windings.
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
However, if this ratio is less than one, the transformer is said to be a step-down...
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
However, if this ratio is less than one, the transformer is said to be a step-down...
1.4K
Generator Voltage Control
602
Generator voltage control is crucial for maintaining the stable operation of synchronous generators and wind turbines. In older models, a DC generator driven by the rotor delivers DC power to the rotor's field winding, and the power is transferred through slip rings and brushes. In the latest models, static or brushless exciters are used. Static exciters rectify AC power from the generator terminals and then transfer the DC power directly to the rotor. Brushless exciters, on the other hand, use...
602


