面向轨道交通管理系统的实时数据共享平台技术

刘超李申苏成王伟黄勍

Real-time Data Sharing Platform Technology for Rail Transit Management Systems

LIU ChaoLI ShenSU ChengWANG WeiHUANG Qing
摘要:
[目的]随着轨道交通行业的发展,各种传感、定位技术的进步,许多低成本的数据收集设备连接到互联网。访问丰富的业务运营数据成为可能,但信息过载也为数据管理带来了挑战。高效的实时数据处理能力能够为决策系统提供有用的信息,支撑轨道交通行业的各种人工智能算法。针对此问题,对面向轨道交通管理系统的实时数据共享平台技术进行了研究。[方法]分析了共享平台在轨道交通行业中的作用,明确其在提升运营效率和安全性方面的重要性;梳理了业务系统对实时数据共享的主要需求,并根据需求整理出技术选择标准;通过定性和定量的比较,评估不同中间件的适用性,以确定最适合平台实现的中间件。[结果及结论]试验结果表明,基于内存数据网格的中间件Hazelcast软件在处理大量并发请求和高数据负载时表现出色,且其响应时间增长稳定,适合作为轨道交通管理系统实时数据共享平台的技术基础。并且Hazelcast软件具有高性能、易配置以及强大的集群支持能力,能够满足轨道交通管理系统对实时数据处理的需求。
Abstracts:
[Objective] With the development of the rail transit industry and advancements in sensing and positioning technologies, numerous low-cost data collection devices are now connected to the internet, which enables access to abundant operational data but also poses challenges in data management due to information overload. Efficient real-time data processing capabilities can provide actionable insights for decision-making systems and support various artificial intelligence algorithms used in rail transit sector. Addressing this issue, the real-time data sharing platform technology for rail transit management systems is investigated. [Method] The role of sharing platforms in the rail transit industry is analyzed, emphasizing their importance in improving operational efficiency and safety. The primary requirements for real-time data sharing from business systems are outlined and the technical selection criteria are derived from these requirements. Finally, a qualitative and quantitative comparison is conducted to evaluate the suitability of different middleware options, identifying the most appropriate middleware for platform implementation. [Result & Conclusion] Experimental results indicate that Hazelcast, a middleware based on an in-memory data grid, performs excellently well in handling large volumes of concurrent requests and high data loads, with stable response time growth. This makes it a suitable technical foundation of real-time data sharing platform for rail transit management systems. Additionally, Hazelcast demonstrates high performance, ease of configuration, and robust cluster support capabilities, effectively meeting the real-time data processing requirements of rail transit management systems.
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