基于双边神经网络的知识传输和强化:为开放式故障传输诊断提供一种新的解决方案
概括
这项研究引入了开放式故障转移诊断 (OSFTD) 的新框架,以解决工业系统中未知的故障. 拟议的方法通过公正转移知识和加强故障特征来提高诊断准确性,提高设备可靠性.
科学领域:
- 工业系统工程 工业系统工程
- 机器学习 机器学习
- 人工智能的人工智能
背景情况:
- 故障转移诊断对于工业系统的可靠性和安全性至关重要.
- 现有的方法与未知故障发生的开放集问题作斗争.
- 源特定的知识适应可以在转移学习中偏向诊断.
研究的目的:
- 提出一个新的开放式故障转移诊断 (OSFTD) 框架,命名为KTR-BUNN.
- 解决工业诊断中未知故障和偏见知识转移的挑战.
- 在不同的工作条件下提高故障诊断的准确性和可靠性.
主要方法:
- 开发了一个域不偏见的知识传输子网,其中有一个不确定性意识的故障可转移评估器 (FTE) 和一个未知故障分离器 (UFS).
- 设计了一个不偏向类的知识强化子网,使用故障知识图 (FKG) 和对比的故障相关损失.
- 综合知识转移和加强机制,以共同优化.
主要成果:
- 拟议的KTR-BUNN框架有效地处理工业系统中未知的故障.
- 诊断中的域名和类偏差显著减少.
- 实验结果证明了KTR-BUNN在各种诊断任务中的优越性.
结论:
- KTR-BUNN框架为开放式故障转移诊断提供了一个强大的解决方案.
- 公正的知识转移和特征强化是改善诊断性能的关键.
- 这种方法提高了工业设备监控的安全性和可靠性.
相关概念视频
Bus Impedance Matrix
183
Calculating subtransient fault currents for three-phase faults in an N-bus power system involves using the positive-sequence network. When a three-phase short circuit occurs at a specific bus, the analysis uses the superposition method to evaluate two separate circuits.
In the first circuit, all machine voltage sources are short-circuited, leaving only the prefault voltage source at the fault location. The positive-sequence bus impedance matrix can be determined by solving the nodal equations,...
In the first circuit, all machine voltage sources are short-circuited, leaving only the prefault voltage source at the fault location. The positive-sequence bus impedance matrix can be determined by solving the nodal equations,...
183
Fault Types
130
When analyzing a single line-to-ground fault from phase A to ground at a three-phase bus, it is important to consider the fault impedance. This impedance is zero for a bolted fault, equal to the arc impedance for an arcing fault, and represents the total fault impedance for a transmission-line insulator flashover. To derive sequence and phase currents, fault conditions are translated from the phase domain to the sequence domain.
For line-to-line faults occurring between phases B and C, the...
For line-to-line faults occurring between phases B and C, the...
130
Multimachine Stability
235
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:
235


