Predictive maintenance for a lyophilizer, also known as a freeze-dryer, focuses on the proactive identification and mitigation of potential equipment failures before they occur. This approach utilizes various data-driven techniques and monitoring tools to track the condition of the lyophilizer’s critical components such as vacuum pumps, condensers, and temperature sensors.