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Toward Intelligent Roads: Uniting Sensing and Communication in Mobile Networks.

Elisabetta Matricardi1,2, Elia Favarelli1,2, Lorenzo Pucci1,2

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Joint sensing and communication (JSC) enhances vehicular systems by enabling cooperative sensing and efficient resource management. AI-driven target recognition further optimizes performance in connected transportation networks.

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Area of Science:

  • Telecommunications Engineering
  • Artificial Intelligence
  • Transportation Systems

Background:

  • Joint Sensing and Communication (JSC) is a key technology for 6G networks, offering improved efficiency and new services.
  • Vehicular technology and transportation systems represent an underexplored but promising application area for JSC.

Purpose of the Study:

  • To explore the role and application of JSC in vehicular technology and transportation systems.
  • To propose novel methods for data fusion, resource management, and AI-based target recognition within JSC frameworks for vehicular environments.

Main Methods:

  • Discussed data fusion techniques for networked cooperative sensing.
  • Addressed resource management strategies for balancing sensing and communication demands.
  • Proposed AI-based target recognition for vehicular extended targets.
  • Developed a computationally feasible framework for modeling extended targets.
  • Presented a case study on vehicular scenarios.

Main Results:

  • Demonstrated the feasibility of cooperative sensing in networked vehicular environments.
  • Showcased the effectiveness of AI-based target recognition for optimizing tracking and resource allocation.
  • Validated the high sensing and communication performance achievable through integrated JSC concepts in real-world vehicular scenarios.

Conclusions:

  • JSC is a transformative technology for future vehicular and transportation systems.
  • Integrated AI and advanced data fusion techniques significantly enhance JSC performance in connected vehicles.
  • The proposed framework and case study confirm the practical applicability and benefits of JSC for intelligent transportation.