四旋翼直升机的有效故障诊断:具有选择性补丁和通道的轻型变压器 方法模块
IEEE transactions on cybernetics
|April 1, 2025
概括
本研究介绍了SPCFormer,这是一款用于四旋翼直升机故障诊断的轻量级变压器模型. 它通过使用选择性注意力机制有效检测传感器和执行器故障来提高安全性.
科学领域:
- 航空航天工程 航空航天工程
- 人工智能的人工智能
- 控制系统 控制系统
背景情况:
- 四旋翼直升机在许多领域都至关重要,但由于传感器/执行器故障而面临安全挑战.
- 现有的基于变压器的故障诊断模型是计算密集的,限制了实际应用.
研究的目的:
- 为四旋翼直升机开发一种轻量级和高效的故障诊断 (FD) 方法.
- 为满足FD传统变压器模型的高计算需求.
主要方法:
- 提出了一种具有选择性补丁和通道模块 (SPCFormer) 的新型轻型变压器.
- 实施了选择性补丁模块,使用轻量级注意力用于局部特征提取.
- 开发了一种选择性道注意力机制,以减少复杂性的全球特征捕获.
- 使用高保真模拟器进行各种故障和飞行条件测试.
主要成果:
- SPCFormer有效地诊断四旋转机中的执行器和传感器故障.
- 与标准变压器相比,该方法证明了效率和减少了计算负载.
- 在软件在循环 (SIL) 和硬件在循环 (HIL) 模拟器上通过交叉验证的验证证实了有效性.
结论:
- 在四旋翼系统中,SPCFormer为可靠的故障诊断提供了可行的解决方案.
- 轻量级的设计使其适合于现实世界的应用程序,其中计算资源受到限制.
- 这种方法提高了四旋翼机操作的安全性和可靠性.
相关概念视频
Energy Losses in Transformers
811
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...
811
Power System Three-Phase Short Circuits
68
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...
68
Three-Phase Short Circuit—Unloaded Synchronous Machine
105
Conducting a three-phase short circuit test on an unloaded synchronous machine helps understand its impact on the system. The AC fault current's oscillogram, with the DC offset removed, reveals that the waveform amplitude decreases from an initially high value to a steady-state level for one phase of the machine.
This behavior occurs due to the magnetic flux produced by the short-circuit armature currents. Initially, these currents follow high-reluctance paths but eventually shift to...
This behavior occurs due to the magnetic flux produced by the short-circuit armature currents. Initially, these currents follow high-reluctance paths but eventually shift to...
105
Equivalent Circuits for Practical Transformers
369
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...
369
Three-Winding Transformers
179
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...
179
Types Of Transformers
936
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...
936


