Figure 1
The framework places Digital Twin and Ports Emerging Technology Adoption at the top. Cybersecurity and Knowledge Management connect downward to Optimized Port Performance. Optimized Port Performance connects to Benefits. Benefits include efficiency improvements, improved operational performance, sustainability boost, reduced environmental footprint, enhancement of resilience, and enhanced risk management. Future Trends and Opportunities include collaboration and data sharing, increasing accessibility and adoption, enhancing analytics and automation with A I and machine learning, increased environmental responsibility, I o T and 5 G integration, and tailored solutions for port needs. Challenges and Barriers include investment costs, expertise deficiency, change resistance, cyber vulnerability, standardization absence, and data silos.Conceptual framework for digital twins adoption in European port strategies
Source: Authors’ own compilation