Design and Practice of Digital Monitoring Platform for Laboratory Equipment
(1.Tianjin Key Laboratory of Submarine Pipeline, Tianjin 300452, China; 2.CNOOC Energy Technology and Services Limited Key Laboratory of Safety Service Guarantee Technology for Submarine Pipelines, Tianjin 300452, China; 3.CNOOC (Tianjin) Pipeline Engineering Technology Co., Ltd., Tianjin 300452, China)
Abstract
This paper focuses on precision equipment in laboratories to solve practical problems such as low efficiency of manual inspection and delayed fault warning. This paper constructs a four-layer architecture consisting of a perception layer, transmission layer, platform layer, and application layer. Multiple types of sensors are deployed at key parts of the equipment to collect operating parameters. Data processing and analysis are conducted relying on cloud-edge collaboration technology and AI algorithm models, and multi-terminal visualization dashboards are developed. During the six-month trial operation of the platform, the fault warning accuracy reaches 100%, the average fault-free operation time of equipment increases by 81%, the data acquisition error rate is controlled within 2%, and more than 1.2 million pieces of equipment operation data are accumulated. This platform promotes the transformation of laboratory equipment management from passive response to active prevention, providing a practical solution for the intelligent management of precision instrument centralized scenes.
Keywords
experimental equipment; digital monitoring; sensor; dynamic environment monitoring host; digital dashboard
References
- [1] Kou Qiongjie, Liu Xuefeng Exploration and Practice of Laboratory Digital Management under the Background of Smart Campus [J]. China Modern Education Equipment, 2025 (9): 31-33, 38
- [2] Wang Xin Research on Optimization of Laboratory Safety Management System in T University [D]. Nanjing: Nanjing University of Technology, 2024
- [3] Hu Jifang, Ni Qian, Mei Jiaqi, etc Design and Implementation of University Laboratory Management System Based on Microservices [J]. Modern Information Technology, 2024, 8 (24): 77-81
- [4] Ji defended The Enlightenment of Laboratory Management in Foreign Universities on Innovative Laboratory Management in China [J]. Chinese Market, 2015 (7): 49-50
- [5] Zheng Kun, Chen Xinping Application of industrial Internet technology in digital laboratory management [J]. Environmental Technology, 2023, 41 (2): 161-164
- [6] Wang Chen, Zhang Bin, Yao Qi, etc Optimization of Interaction Design for Application Layer Software of Laboratory Intelligent Management System Based on Internet of Things [J]. Information Technology Research, 2025, 51 (4): 69-72
- [7] Qian Gang, Cheng An, Liu Ziang Construction of Digital Laboratory Based on IoT Technology [J]. Electric Tools, 2025 (4): 19-23
- [8] Ma Jun Design and Implementation of Laboratory Security Monitoring and Alarm System Based on Deep Learning [D]. Beijing: Beijing University of Posts and Telecommunications, 2024
- [9] Liu Ke, Huang Xiaoman, Kang Yilin, etc Embedded Intelligent Control System Based on Online Machine Learning Platform [J]. Modern Information Technology, 2024, 8 (15): 99-103108
- [10] Guo Zhicong, Xiang Kunxuan, Ancient Tree Rights, etc Research on Microcomputer Error Prevention System Based on Digital Technology [J]. Science and Innovation, 2025 (2): 65-67, 71
About the authors
Li Hetao (1979.07-), male, Han nationality, from Tangshan, Hebei Province, intermediate engineer, bachelor's degree, research direction: digitalization of pipeline inspection and evaluation.