控制感知域对抗网络:面向船用柴油机变工况故障诊断的控制-状态协同建模机制
针对船用柴油机在复杂操纵工况下故障诊断模型易发生误诊的问题,在论文《Fault diagnosis of marine diesel engine via control-aware domain-adversarial network: A control-diagnosis collaboration perspective》中,提出了一种控制感知域对抗网络(Control-Aware Domain-Adversarial Network, CA-DANN)。该工作从控制系统与运行状态协同的角度切入,重点分析了柴油机操纵行为对状态信号的调控机制,构建了面向喷油系统堵塞故障的跨工况诊断模型。...