With significant advancements in machine learning technology and big data, virtual models have become a staple in modern engineering to drive innovation and enhance performance. Optimizing IoT, Artificial Intelligence, and data analytics, the virtual replicas of physical devices are created by data scientists and IT personnel before building and deploying actual devices to help predict their future with advanced analytical, monitoring, and predictive capabilities, test processes and services. Th