#intelligent-transportation News & Analysis

3 articles tagged with #intelligent-transportation. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AIBullisharXiv – CS AI · Jun 196/10

🧠

Oranits: Mission Assignment and Task Offloading in Open RAN-based ITS using Metaheuristic and Deep Reinforcement Learning

Researchers introduce Oranits, a system for optimizing mission assignment and task offloading in Open RAN-based autonomous vehicle networks using metaheuristic algorithms and deep reinforcement learning. The proposed MA-DDQN framework achieves 11% improvement in mission completions and 12.5% improvement in overall benefit compared to baseline methods, advancing edge computing efficiency in intelligent transportation systems.

AINeutralarXiv – CS AI · Jun 56/10

🧠

X-Band UAV-enabled Integrated Sensing and Communications for Vehicular Networks

Researchers present an optimization framework for UAV-enabled integrated sensing and communication systems operating in the X-band for vehicular networks. The study analyzes time allocation trade-offs between sensing accuracy and communication performance, considering practical UAV constraints and fading channel effects, with results demonstrating adaptive strategies responsive to channel conditions.

AINeutralarXiv – CS AI · May 276/10

🧠

Intelligent Offloading in Vehicular Edge Computing: A Comprehensive Review of Deep Reinforcement Learning Approaches and Architectures

This academic survey examines deep reinforcement learning (DRL) approaches for optimizing computational offloading in vehicular edge computing systems. The research classifies existing DRL strategies across learning paradigms, system architectures, and optimization objectives while identifying challenges in scalability and coordination for next-generation intelligent transportation systems.