Predictive Maintenance in Hydraulic Pump

버전 22.1.2.5 (12.4 MB) 작성자: Steve Miller
Predictive maintenance algorithm developed using digital twin of hydraulic pump modeled in Simscape

다운로드 수: 1.7K

업데이트 날짜: 2022/4/5

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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.
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):
https://www.mathworks.com/videos/modeling-a-hydraulic-actuation-system-68833.html
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/

인용 양식

Steve Miller (2022). Predictive Maintenance in Hydraulic Pump (https://github.com/mathworks/Simscape-Triplex-Pump/releases/tag/22.1.2.5), GitHub. 검색됨 .

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Libraries/MML_Core/Libraries

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