Digital twin-based equipment monitoring system for modular cleanroom

A digital twin-based equipment monitoring system for a modular cleanroom, the system comprising:

• a 3D model construction module configured to construct a modular cleanroom and a 3D model of an equipment, wherein the modular cleanroom comprises a cleanroom comprising a plurality of partition panels;
• a sensor data processing module coupled to the 3D model construction module, the sensor data processing module configured to sense an operating parameter of the equipment and a consumable usage parameter, so as to generate corresponding an equipment status data and a consumable replacement data;
• a digital twin module coupled to the 3D model construction module and the sensor data processing module, the digital twin module configured to perform a simulation calculation based on the equipment status data and the consumable replacement data, and to generate a maintenance recommendation data by predicting a maintenance schedule and a consumable replacement timing for the equipment using a machine learning model;
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• a visual display module coupled to the digital twin module, the visual display module configured to visualize the equipment status data, the consumable replacement data, and the maintenance recommendation data, so as to provide a user with a real-time alert and a maintenance recommendation.