使用增强的灰狼优化算法对商业感应机器进行电等电路参数估计
Premkumar Manoharan1,2, Sowmya Ravichandran3, Jagarapu S V Siva Kumar4
1Institute of Power Engineering (IPE), Department of Electrical and Electronics Engineering, College of Engineering, Universiti Tenaga Nasional (UNITEN), Putrajaya, Kajang 43000, Selangor, Malaysia.
Biomimetics (Basel, Switzerland)
|April 25, 2025
概括
这项研究引入了适应性重量灰狼优化器 (AWGWO) 进行准确的感应电机参数估计. 在复杂的优化问题中,AWGWO通过克服传统算法的局限性来提高能源效率.
科学领域:
- 电气工程 电气工程
- 优化算法 优化算法
- 计算智能是一种计算智能.
背景情况:
- 感应电机是具有高能耗的关键工业部件.
- 准确的参数识别对于优化电机效率至关重要,但是一个复杂的,非线性优化问题.
- 传统的算法与多式联网错误表面和平衡探索/利用作斗争,导致参数估计不足最佳.
研究的目的:
- 为准确的感应电机参数估计开发一个增强的优化算法.
- 通过精确的参数化来提高感应电机的能效.
- 解决现有的优化技术在处理复杂,多式联络问题的局限性.
主要方法:
- 介绍了适应性体重灰狼优化器 (AWGWO).
- AWGWO具有适应性重量机制,可以动态平衡勘探和开发阶段.
- 通过各种感应电机模型的广泛模拟验证,包括八个商用电机.
主要成果:
- 与最先进的算法相比,AWGWO在融合速度和解决方案准确性方面表现出卓越的性能.
- 适应机制有效地缓解了过早的趋同到局部最佳状态.
- 在多式联运景观中,AWGWO在参数估计方面取得了更高的准确性和稳定性.
结论:
- AWGWO为感应电机参数识别提供了一种更有效,更可靠的方法.
- 算法的探索和开发之间的增强平衡导致准确度的显著提高.
- 这项工作为提高工业应用中的感应电机能效提供了有价值的工具.
相关概念视频
Wind Turbine Machine Models
86
In the growing field of wind energy, incorporating wind turbine models into transient stability analysis is essential. Induction and synchronous machines are the primary models used, with induction machines being prevalent due to their simplicity and reliability.
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
86
Multimachine Stability
101
Multimachine stability analysis is crucial for understanding the dynamics and stability of power systems with multiple synchronous machines. The objective is to solve the swing equations for a network of M machines connected to an N-bus power system.
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
101
Equivalent Circuits for Practical Transformers
363
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...
363
Calculation of Self-inductance
242
The self-inductance of a circuit, often simply called the inductance, is a purely geometric factor that depends only on the circuit component's structure. More specifically, it depends on the shape and size of the component that lets the flux pass through it, thus inducing an electric field that opposes any current passing through it.
Since the effect of the induced electric field and the back EMF generated depends on the rate of change of current and the self-inductance, the inductance...
Since the effect of the induced electric field and the back EMF generated depends on the rate of change of current and the self-inductance, the inductance...
242
Simplified Synchronous Machine Model
146
The Synchronous Machine Model is a fundamental tool in analyzing and ensuring the transient stability of power systems. This model simplifies the representation of a synchronous machine under balanced three-phase positive-sequence conditions, assuming constant excitation and ignoring losses and saturation. The model is pivotal for understanding the behavior of synchronous generators connected to a power grid, particularly during transient events.
In this model, each generator is connected to a...
In this model, each generator is connected to a...
146
Electro-mechanical Systems
876
Electromechanical systems are intricate configurations that effectively combine electrical and mechanical elements to achieve a desired outcome. Central to many of these systems is the DC motor, a device that converts electrical energy into mechanical motion, enabling various applications ranging from simple fans to complex robotic mechanisms.
A key component of the DC motor is the armature, a rotating circuit positioned within a magnetic field. As an electric current passes through the...
A key component of the DC motor is the armature, a rotating circuit positioned within a magnetic field. As an electric current passes through the...
876


