Alarm systems are commonly deployed in modern industrial facilities to monitor process
operations. However, due to the presence of nuisance alarms and alarm floods, their …

Early classification of ongoing alarm floods in industrial monitoring systems is crucial to
provide a safe and efficient operation. It can provide online decision support for plant …

Alarm floods pose a serious threat to the safety of complex industrial plants by overloading
an operator's cognitive abilities with a large number of alarms in a short period of time …

In industrial facilities, alarm systems are essential for process monitoring. However, due to
the simplicity of alarm configuration and the poor performance of the alarm system, alarm …

Industrial alarm systems play an essential role for the safe management of process
operations. With the increase in automation and instrumentation of modern process plants …

The label scarcity problem widely exists in industrial processes. In particular, samples of
some fault types are extremely rare; even worse, the samples of certain faults cannot be …

Alarm floods can cause serious safety problems in complex industrial plants by
overwhelming a plant operator with many alarm annunciations in a short time interval. In a …

Alarm flood classification and alarm prediction are significant ways to assist the on-site
operators to manage alarm floods and maintain process safety. The two tasks are …

More and more, large-scale pre-trained models show apparent advantages in solving the
event detection (ED), ie, a task to solve the problem of event classification by identifying …

Analyzing alarm floods in a large-scale industrial facility is a sophisticated task, because of
too many fault types and their associated consequential alarms. However, there exist similar …