Predictive Maintenance in a Hydraulic Pump

版本 24.1.2.7 (10.8 MB) 作者: Steve Miller
Predictive maintenance algorithm developed using digital twin of hydraulic pump modeled in Simscape
5.0
(3)
2.4K 次下载
更新时间 2024/8/18
在 GitHub 上查看许可证
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.
You can try this example in MATLAB Online.
Use the links below to get files compatible with earlier releases of MATLAB.
See how to model a fluid actuation system in Simscape (7 min):
Try these free, hands-on tutorials to learn how to use Simscape:
Read the e-book “Predictive Maintenance with MATLAB”
  • https://www.mathworks.com/content/dam/mathworks/tag-team/Objects/p/93060v00_Predictive_Maintenance_e-book_v04.pdf
Find other Simscape examples by searching posts for the keyword "physical modeling"
http://www.mathworks.com/matlabcentral/fileexchange/?term=%22physical+modeling%22
Learn more about MathWorks Simscape Products:
http://www.mathworks.com/physical-modeling/

引用格式

Steve Miller (2024). Predictive Maintenance in a Hydraulic Pump (https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/24.1.2.7), GitHub. 检索时间: .

MATLAB 版本兼容性
创建方式 R2023b
兼容 R2017b 到 R2023b 的版本
平台兼容性
Windows macOS Linux
类别
在 Help Center 和 MATLAB Answers 中查找有关 Predictive Maintenance Toolbox 的更多信息
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CAD/Import

Overview/html

Scripts_Data

Workflows/Fault_Detect

Workflows/Fault_Sweep

Workflows/Param_Est

Workflows/Testing

CAD/Import

Libraries

Overview

Workflows/Fault_Detect

Workflows/Fault_Sweep

无法下载基于 GitHub 默认分支的版本

版本 已发布 发行说明
24.1.2.7

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/24.1.2.7
23.2.2.6

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/23.2.2.6
23.1.2.6

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/23.1.2.6
23.1.2.5

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/23.1.2.5
22.2.2.6

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/22.2.2.6
22.2.2.5

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/22.2.2.5
22.1.2.6

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/22.1.2.6
22.1.2.5

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/22.1.2.5
21.2.2.5

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/21.2.2.5
21.2.2.4

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/21.2.2.4
21.1.2.4

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/21.1.2.4
21.1.2.3

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/21.1.2.3
20.2.2.2

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/20.2.2.2
20.1.2.1

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/20.1.2.1
19.2.2.0

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/19.2.2.0
19.1.1.3

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/19.1.1.3
18.2.1.2

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/18.2.1.2
18.1.1.1

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/18.1.1.1
17.2.1.0

See release notes for this release on GitHub: https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/17.2.1.0
1.3.0.2

Connected to GitHub repository.
1.3.0.1

Added links to download files compatible with earlier releases of MATLAB.
1.3.0.0

Added R2019a version.
1.2.0.0

Added R2018b version.
1.1.0.0

Added R2018a version. Contact me for R2017b version.
1.0.0.0

Initial version.
要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。
要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。