Batch alarm analysis and interpretation involves the systematic review and evaluation of alarm logs generated during batch processes in industrial settings. This process is crucial for identifying, categorizing, and analyzing patterns of alarms that may indicate operational inefficiencies, safety issues, or equipment malfunctions. By employing statistical and AI techniques, analysts can prioritize alarms based on their frequency, urgency, and potential impact. This allows operators to implement more effective responses and preventive measures, optimizing process safety and efficiency. The ultimate goal is to minimize false alarms and enhance the reliability and safety of industrial operations.