How the Vehicle-Road-Cloud System Works in Smart Mobility
The Vehicle-Road-Cloud system is a next-generation V2X architecture that integrates vehicles, roadside infrastructure, and cloud computing. This collaboration improves road safety, optimizes traffic flow, and supports autonomous driving.

1. Vehicle Side: Real-Time Perception and Decision-Making
Environmental Awareness with Sensors
Vehicles use onboard sensors like cameras, LiDAR, and radar to detect lane lines, objects, and road signs.
Example: Tesla's Autopilot identifies traffic lights and cross-checks with roadside data for higher accuracy.
Instant Local Decisions
With support from AI chips (e.g., NVIDIA Orin, Horizon Journey 5), vehicles react instantly for lane keeping, braking, or following.
Seamless V2X Communication
Cars communicate with roadside units (RSUs) and the cloud through LTE-V2X/C-V2X protocols.
This exchange includes accident alerts, traffic light data, and road condition updates.

2. Roadside Unit (RSU): Full-Scope Perception and Regional Control
Holistic Road Monitoring
RSUs use LiDAR, cameras, and coils to create a complete road view.
Example: At Shanghai’s Yangshan Port, roadside devices help autonomous trucks navigate blind spots.
Edge Computing for Fast Response
Roadside MEC servers process events like pedestrian intrusions in real time, minimizing reliance on cloud processing.
Tech Highlight: Huawei’s Ascend AI chip enables sub-100ms response times.
Dynamic Traffic Coordination
Signals and lane directions adjust in real time to match traffic needs.
Example: Hangzhou’s smart signals reduced congestion by 20% using adaptive control.

3. Cloud Platform: Global Optimization and Resource ManagementAI Training with Big Data
The cloud collects data from vehicles and roads to train models for accident prediction and flow control.
Example: Alibaba Cloud’s City Brain analyzes urban traffic and optimizes light timing.
High-Level Strategy Deployment
The cloud coordinates traffic across regions, sending instructions for speed limits, rerouting, or congestion control.
Security and Maintenance
Blockchain prevents tampering, and OTA upgrades keep V2X devices current.
Example: Neusoft’s VeTalk protocol allows safe, remote firmware updates.

4. How Vehicle, Road, and Cloud Work Together
Data Flows Bi-Directionally
- Vehicle → Road → Cloud: Vehicles report speed and location; roadside adds environment context; the cloud forms a complete traffic map.
- Cloud → Road → Vehicle: The cloud sends optimized guidance; RSUs forward it to vehicles in real time.
Use Case: Pedestrian Alert at Intersection
- Camera detects pedestrian crossing.
- Edge server evaluates risk.
- RSU sends warning to nearby vehicles.
- Vehicle reacts or alerts the driver.
- Cloud logs the event for future learning.
Three Key Benefits
- Real-Time Reactions: Millisecond-level roadside analysis
- Holistic Optimization: Cloud prevents isolated inefficiencies
- Dual Safety Layers: Vehicle decisions + roadside assistance

5. Challenges and Future Trends
1. Ultra-Low Latency
6G aims to cut latency to 0.1ms, allowing faster and safer responses.
2. Smarter AI Distribution
AI processing will shift more to vehicle and roadside units, with the cloud focusing on long-term planning.
3. Global Standards & Cost Reduction
C-V2X may become the unified global protocol. Reusing 4G/5G infrastructure lowers deployment costs.

Final Takeaway: A New Era of Intelligent Driving
The Vehicle-Road-Cloud system represents a major leap from isolated vehicle intelligence to coordinated system intelligence.
- Vehicles = The Athletes (instant actions)
- Roadside Units = The Referees (rules & awareness)
- Cloud Platform = The Coach (strategy & planning)
Together, they form a dynamic ecosystem built on 5G/6G, edge AI, and real-time collaboration—making roads safer, smarter, and more efficient.
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