Downtime is critical because it directly affects the throughput and profitability of catalytic processes. In industries like petrochemicals, pharmaceuticals, and environmental applications, even a short period of downtime can lead to substantial financial losses. Additionally, frequent downtimes can disrupt supply chains and affect product quality.