Author:   Lina M. Farouk Affiliation:  Independent Researcher Abstract Digital twins—virtual representations of physical assets, processes, or systems continuously updated with real-time data—have quickly become central to the global movement toward smart operations. Their adoption has accelerated across manufacturing, logistics, infrastructure, energy systems, aviation, healthcare, and urban planning. The convergence of Internet of Things (IoT), artificial intelligence (AI),