Intelligent Health Management System for Seawater Pumps
I&T Solution |
Intelligent Health Management System for Seawater Pumps
(REF: S-1766) |
Trial Project |
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Solution Feature |
- A health management system for chilled seawater pumps is developed, including functions such as condition monitoring, anomaly detection, fault identification, fault prediction and risk assessment.
- This system includes sensors, intelligent wireless gateway, and cloud software platform.
- Based on multiple sources of historical data, artificial intelligent fault diagnosis models of chilled seawater pumps are established to accurately diagnose and predict equipment failures.
- Intelligent fault diagnosis algorithms are deployed on the intelligent gateway to ensure real-time diagnosis.
- The cloud platform is used to store historical data, which can be visualized and statistically analyzed. The system assists maintenance personnel in carrying out predictive maintenance.
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Trial Application and Expected Outcome |
- Magnetic three-way accelerometers, microphones, flow, pressure, and temperature sensors are developed, which do not change the existing structure. These sensors collect operational status information of seawater pumps.
- Intelligent wireless gateways are developed which are placed on the pumps end. The lightweight intelligent diagnostic algorithms are operated on the intelligent gateway. The real-time diagnostic results are calculated by the intelligent gateway and sent to the cloud platform.
- This project will develop a series of intelligent algorithms for seawater pump fault detection, including anomaly detection, fault diagnosis, fault prediction, and other algorithms.
- Intelligent diagnostic algorithms will continuously update and train on the cloud platform. The new lightweight models will be redeployed on wireless gateways.
- The system developed in this project will become more accurate in the fault diagnosis with the more historical data are obtained in the operation of seawater pumps.
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Additional Solution Information |
【ZJU-EMSD】海水泵智能健康管理系统项目方案.pdf
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Info on I&T Solution Provider |
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For details of the above I&T solution, please contact the I&T solution provider.