Digital twin system for integrated monitoring of dynamic parameters in modular cleanroom

A digital twin system for integrated monitoring of dynamic parameters in a modular cleanroom, comprising:

• a 3D model generation module configured to construct a 3D model of the modular cleanroom and a facility and an equipment disposed within the modular cleanroom, wherein the modular cleanroom comprises a plurality of cleanrooms;
• a sensing data processing module coupled to the 3D model generation module, a sensing data processing module configured to receive a plurality of dynamic parameters and generate a sensing parameter dataset;
• a digital twin module coupled to the 3D model generation module and the sensing data processing module, configured to simulate the modular cleanroom in real time based on the sensing parameter dataset, execute a contamination risk prediction and a scheduling suggestion based on a machine learning model, and accordingly generate a contamination risk prediction result and a scheduling suggestion plan;
• and
• a visual display module coupled to the digital twin module, configured to visually present the 3D model of the modular cleanroom, the sensing parameter dataset, the contamination risk prediction result, and the scheduling suggestion plan in a visualized and real-time manner for a user monitoring and operation.