Predictive maintenance algorithm developed using digital twin of hydraulic pump modeled in Simscape
This example models a triplex pump with a predictive maintenance algorithm that can detect which parts of the pump are failing simply by monitoring the pump output pressure.
The Simscape model of the pump can be configured to model degraded behavior due to seal leakage, blocked inlets, bearing wear, and broken motor windings. MATLAB code shows how to accelerate testing by reusing results from previous simulations. The model can be used to generate training data for the machine learning algorithm and can be used to test the deployed algorithm. MATLAB Live Scripts show you how to develop the algorithm.
Mechanical, hydraulic, and electrical parameters are all defined in MATLAB which lets you easily resize the pump. The pump housing is imported from CAD.
Please read the README.md file to get started.
Use the "Download" button above to get files compatible with the latest release of MATLAB.
For earlier MATLAB releases, use "Version History" tab above or these links:
- R2025b, R2025a, R2024b, R2024a, R2023b, R2023a, R2022b, R2022a, R2021b, R2021a, R2020b, R2020a, R2019b, R2019a, R2018b, R2018a, R2017b
See how to model a fluid actuation system in Simscape (7 min):
Learn how to use Simscape with
- Self-paced tutorials, including multi-domain systems, 3D mechanical systems, circuits, motors, and battery packs.
- Searching posts for the keyword "physical modeling".
- Stories from users: https://www.mathworks.com/solutions/physical-modeling.html
Product Capabilities:
引用格式
Steve Miller (2026). Predictive Maintenance in a Hydraulic Pump (https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/26.1.2.7), GitHub. 检索时间: .
一般信息
- 版本 26.1.2.7 (13.0 MB)
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在 GitHub 上查看许可证
MATLAB 版本兼容性
- 兼容 R2017b 到 R2026a 的版本
平台兼容性
- Windows
- macOS
- Linux
社区
无法下载基于 GitHub 默认分支的版本
要查看或报告此来自 GitHub 的附加功能中的问题,请访问其 GitHub 存储库。
要查看或报告此来自 GitHub 的附加功能中的问题,请访问其 GitHub 存储库。
