高吞吐时间序列流处理、Apache Kafka/Flink 管道与车队远程信息处理

V2XTelemetry 每秒摄取并分析数百万车辆事件，利用 Apache Kafka、Apache Flink 与时序数据库实现实时交通智能与预测性维护。

高吞吐时间序列流处理、Apache Kafka/Flink 管道与车队远程信息处理

V2XTelemetry 每秒摄取并分析数百万车辆事件，利用 Apache Kafka、Apache Flink 与时序数据库实现实时交通智能与预测性维护。

Core Engineering Areas

• Sub-Second Stream Processing (Kafka & Flink) — Correlating telemetry across thousands of moving vehicles in sliding 3-second windows to detect micro-congestion and accidents.
• Columnar Time-Series Analytics (ClickHouse) — Blazing-fast analytical queries over trillions of historical GPS points and brake-actuation logs for urban planners.
• Chassis Component Predictive Degradation — Machine learning models detecting bearing wear, brake pad thinning, and battery cell anomalies from high-frequency CAN telemetry.

Technical Articles

• Ingesting 5 Million Vehicle Events per Second: An Apache Kafka and ClickHouse Architecture
• Predicting Commercial Vehicle Brake Wear with High-Frequency Deceleration Telemetry

Related Cluster Architecture Specifications

• AutomotiveV2X — Connected Vehicle-to-Everything & Cooperative ITS Architecture
• CellularV2X — 3GPP C-V2X Architecture, PC5 Direct Sidelink & Cellular Uu Infrastructure
• NRV2X — 5G NR V2X Sidelink, Sub-Millisecond Latency & High-Rate Sensor Sharing
• ISACV2X — Integrated Sensing and Communication (ISAC) for Automotive V2X