Zing Forum

Reading

Smart City Traffic Analysis Platform: Real-time Traffic Intelligent Monitoring System Based on Distributed Stream Processing and Computer Vision

This article introduces an enterprise-level real-time traffic data analysis platform that integrates Apache Kafka, Spark Streaming, YOLOv8 computer vision, and machine learning technologies. It enables real-time monitoring of urban traffic, congestion prediction, and accident detection, providing data-driven decision support for urban traffic management departments.

智慧城市交通分析实时流处理Apache KafkaSpark StreamingYOLOv8计算机视觉机器学习拥堵预测XGBoost
Published 2026-05-12 08:25Recent activity 2026-05-12 08:28Estimated read 1 min
Smart City Traffic Analysis Platform: Real-time Traffic Intelligent Monitoring System Based on Distributed Stream Processing and Computer Vision
1

Section 01

导读 / 主楼:Smart City Traffic Analysis Platform: Real-time Traffic Intelligent Monitoring System Based on Distributed Stream Processing and Computer Vision

Introduction / Main Floor: Smart City Traffic Analysis Platform: Real-time Traffic Intelligent Monitoring System Based on Distributed Stream Processing and Computer Vision

This article introduces an enterprise-level real-time traffic data analysis platform that integrates Apache Kafka, Spark Streaming, YOLOv8 computer vision, and machine learning technologies. It enables real-time monitoring of urban traffic, congestion prediction, and accident detection, providing data-driven decision support for urban traffic management departments.