[1]武若愚,杨科,李成艳.时序数据库驱动的监测一体化平台研究[J].高速铁路技术,2026,(01):80-84,98.[doi:10.12098/j.issn.1674-8247.2026.01.012]
 WU Ruoyu,YANG Ke,LI Chengyan,et al.Research on an Integrated Monitoring Platform Driven by Time-series Databases[J].HIGH SPEED RAILWAY TECHNOLOGY,2026,(01):80-84,98.[doi:10.12098/j.issn.1674-8247.2026.01.012]
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时序数据库驱动的监测一体化平台研究()

《高速铁路技术》[ISSN:1674-8247/CN:51-1730/U]

卷:
期数:
2026年01期
页码:
80-84,98
栏目:
研究创新
出版日期:
2026-01-30

文章信息/Info

Title:
Research on an Integrated Monitoring Platform Driven by Time-series Databases
文章编号:
1674-8247(2026)01-0080-05
作者:
武若愚1杨科23李成艳2
(1. 佛山市机场建设开发有限公司, 广东 佛山 528000; 2. 中铁二院工程集团有限责任公司, 成都 610031; 3. 四川省艰险山区轨道交通安全风险防控工程研究中心, 成都 610031)
Author(s):
WU Ruoyu1 YANG Ke2 3 LI Chengyan2
(1. Foshan Airport Construction and Development Co., Ltd., Foshan 528000, China; 2. China Railway Eryuan Engineering Group Co., Ltd., Chengdu 610031, China; 3. Rail Transit Safety Risk Prevention and Control Engineering Research Center in Difficult Mountainous Area in Sichuan Province, Chengdu 610031, China)
关键词:
时序数据库 地质灾害 物联网 分布式系统
Keywords:
time-series database geological hazard IoT distributed system
分类号:
TP31; U28
DOI:
10.12098/j.issn.1674-8247.2026.01.012
文献标志码:
A
摘要:
针对西南复杂艰险山区铁路地质灾害监测系统数据高并发,实时读写的需求,研究分布式数据库集群平台总体架构技术,设计基于时序数据库的地质灾害监测平台。在海量勘察期地质资料的支撑下,解决传统的关系型数据库在处理高频、高速传感器数据时,存在的设计复杂、入库难、查询慢等诸多问题。该平台能够满足数据中心和现场监测设备快速数据交换的要求,为地质灾害监测预警分析提供基础服务。监测应用引入时序数据库,从系统总体设计开始,介绍了时序数据库的物理和逻辑模型设计,实现了监测数据的应用和分析。该平台在海量数据背景下,以更低的成本,提高了铁路地质灾害监测系统的处理效率和可靠性。
Abstract:
In response to the demands for high concurrency and real-time read/write operations in geological hazard monitoring systems for railways in the complex and challenging mountainous areas of Southwest China, the overall architecture technology of distributed database cluster platforms was studied and a geological hazard monitoring platform based on a time-series database was designed. Supported by massive geological data from the survey period, the platform addresses various issues encountered by traditional relational databases in processing high-frequency and high-speed sensor data, such as complex design, difficult data ingestion, and slow query performance. It meets the requirements for rapid data exchange between data centers and field monitoring devices, providing fundamental services for geological hazard monitoring and early warning analysis. By introducing a time-series database into the monitoring application, starting from the overall system design, this paper elaborated on the physical and logical model design of the time-series database and implemented the application and analysis of monitoring data. Against the backdrop of massive data, the platform enhances the efficiency and reliability of railway geological hazard monitoring systems at a lower cost.

参考文献/References:

[1] 孙琪皓, 刘桂卫, 王飞, 等. 铁路地质灾害早期识别与监测预警技术及应用研究[J]. 铁道标准设计, 2024, 68(9): 24-31.
SUN Qihao, LIU Guiwei, WANG Fei, et al. Research and Application of Early Identification, Monitoring and Warning Technology of Railway Geological Disasters[J]. Railway Standard Design, 2024, 68(9): 24-31.
[2] 刘汉龙, 马彦彬, 仉文岗. 大数据技术在地质灾害防治中的应用综述[J]. 防灾减灾工程学报, 2021, 41(4): 710-722.
LIU Hanlong, MA Yanbin, ZHANG Wengang. Application of Big Data Techniques in Geological Disaster Analysis and Prevention: a Systematic Review[J]. Journal of Disaster Prevention and Mitigation Engineering, 2021, 41(4): 710-722.
[3] 朱真, 江思义, 刘小明, 等. 基于广播RTK边缘计算的北斗高精度地质灾害监测系统及应用分析[J]. 水文地质工程地质, 2021, 48(5): 176-183.
ZHU Zhen, JIANG Siyi, LIU Xiaoming, et al. The Beidou High Precision Geological Disaster Monitoring System Based on RTK Edge Calculation and Its Application Analysis[J]. Hydrogeology & Engineering Geology, 2021, 48(5): 176-183.
[4] 张家勇, 刘黔云, 邓卫卫, 等. 时序数据库技术在贵州地质灾害监测设备运行维护调度平台中的应用[J]. 中国地质灾害与防治学报, 2020, 31(5): 117-122.
ZHANG Jiayong, LIU Qianyun, DENG Weiwei, et al. Application of Time Series Database in Guizhou Province Geological Disaster Monitoring Equipment Operation Maintenance Scheduling Platform[J]. The Chinese Journal of Geological Hazard and Control, 2020, 31(5): 117-122.
[5] S B, KHUSI C, R R, et al. IoT Based Sorting Machine Using MQTT Protocol and MySQL[C]//2021 International Conference on Artificial Intelligence and Machine Vision(AIMV). September 24-26, 2021, Gandhinagar, India. IEEE, 2021: 1-6.
[6] AGRAWAL B. Analysis of Large Time-series Data in OpenTSDB[D]. University of Stavanger, Norway, 2013.
[7] JIANG Lizheng, LI Yanbin. Research on Coal Mine Safety Monitoring Data Storage Based on HBase[J]. Journal of Physics: Conference Series, 2020, 1693(1): 012036.
[8] 单维锋, 滕云田, 刘海军, 等. 大数据环境下地震观测数据存储方案研究[J]. 中国地震, 2019, 35(3): 558-564.
SHAN Weifeng, TENG Yuntian, LIU Haijun, et al. Storage Solution of Earthquake Observation Data in Big Data Environment[J]. Earthquake Research in China, 2019, 35(3): 558-564.
[9] The Web Server Gateway Interface(WSGI)[M]//The Definitive Guide to Pylons. Berkeley, CA: Apress, 2009: 369-388.
[10] 刘佳祎, 崔建明, 智春. 基于Nginx服务器的动态负载均衡策略[J]. 桂林理工大学学报, 2020, 40(2): 403-408.
LIU Jiayi, CUI Jianming, ZHI Chun. Dynamic Load Balancing Strategy Based on Nginx Server[J]. Journal of Guilin University of Technology, 2020, 40(2): 403-408.
[11] 白冰心, 谭玉敏, 王帅, 等. 基于B/S架构的群测群防监测信息上报系统研究[J]. 防灾减灾工程学报, 2020, 40(3): 447-452.
BAI Bingxin, TAN Yumin, WANG Shuai, et al. Research on Mass Prediction and Disaster Prevention Information Reporting System Based on B/S Architecture[J]. Journal of Disaster Prevention and Mitigation Engineering, 2020, 40(3): 447-452.
[12] 刘红岩, 张小趁, 李俊峰, 等. 基于突发地质灾害应急防治的边(滑)坡分类方法[J]. 防灾减灾工程学报, 2021, 41(2): 193-202, 237.
LIU Hongyan, ZHANG Xiaochen, LI Junfeng, et al. Slope(Landslide)Classification Method Based on Emergency Prevention of Sudden Geological Disaster[J]. Journal of Disaster Prevention and Mitigation Engineering, 2021, 41(2): 193-202, 237.

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备注/Memo

备注/Memo:
收稿日期:2025-10-30
作者简介:武若愚(1992-),男,工程师。
更新日期/Last Update: 2026-01-30