FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4384154145> ?p ?o ?g. }

• W4384154145 endingPage "115104" @default.
• W4384154145 startingPage "115104" @default.
• W4384154145 abstract "Abstract The present paper presents a multilayer hybrid model for sensorless measurement of pump operating status, with the objective of enabling safe and stable operations while reducing energy losses. The model takes easily measurable variables such as rotational frequency and valve opening as input features to predict the performance parameters of the centrifugal pump. By integrating just-in-time learning (JITL) with Gaussian process regression (GPR) and leveraging the unique probability features of GPR, a just-in-time-learning GPR (JGPR) is developed to extract valuable feature information. The JGPR sequentially predicts the flow rate, coefficient for dynamic head, and shaft power. The predicted values are extended to other input features, which can accurately capture the characteristics of the centrifugal pump and effectively replace the process of acquiring process parameters through sensors. Finally, the mechanism model is integrated into the multilayer JGPR model to calculate the performance parameters of centrifugal pump. The validation results indicate a strong agreement between predicted and experimental results, with predicted meeting performance parameters all engineering requirements. Compared to a single model, the multilayer hybrid model significantly improves the reliability of predictions, demonstrating the feasibility of using this approach to predict performance parameters. This research provides valuable insights into the measurement of sensorless pump operating states, enabling safe and efficient operation in complex conditions." @default.
• W4384154145 created "2023-07-14" @default.
• W4384154145 creator A5003648463 @default.
• W4384154145 creator A5053328001 @default.
• W4384154145 creator A5071258270 @default.
• W4384154145 creator A5080308075 @default.
• W4384154145 creator A5082329078 @default.
• W4384154145 date "2023-07-27" @default.
• W4384154145 modified "2023-09-25" @default.
• W4384154145 title "Prediction of centrifugal pump performance parameters based on a multilayer hybrid model" @default.
• W4384154145 cites W1497723534 @default.
• W4384154145 cites W1776391967 @default.
• W4384154145 cites W1983597155 @default.
• W4384154145 cites W1996139334 @default.
• W4384154145 cites W2028156933 @default.
• W4384154145 cites W2040726420 @default.
• W4384154145 cites W2073447193 @default.
• W4384154145 cites W2081323274 @default.
• W4384154145 cites W2082450742 @default.
• W4384154145 cites W2113841693 @default.
• W4384154145 cites W2191060491 @default.
• W4384154145 cites W2338807552 @default.
• W4384154145 cites W2516233585 @default.
• W4384154145 cites W2573864470 @default.
• W4384154145 cites W2740535977 @default.
• W4384154145 cites W2804079976 @default.
• W4384154145 cites W2889386770 @default.
• W4384154145 cites W2899853360 @default.
• W4384154145 cites W2921328277 @default.
• W4384154145 cites W2922786019 @default.
• W4384154145 cites W2958056450 @default.
• W4384154145 cites W2966268700 @default.
• W4384154145 cites W3040133701 @default.
• W4384154145 cites W3082251334 @default.
• W4384154145 cites W3091409475 @default.
• W4384154145 cites W3110939128 @default.
• W4384154145 cites W3127157953 @default.
• W4384154145 cites W3157809314 @default.
• W4384154145 cites W3181115425 @default.
• W4384154145 cites W3203698239 @default.
• W4384154145 cites W3215681091 @default.
• W4384154145 cites W3216676539 @default.
• W4384154145 cites W4206279568 @default.
• W4384154145 cites W4212822087 @default.
• W4384154145 cites W4213079779 @default.
• W4384154145 cites W4213276373 @default.
• W4384154145 cites W4220849938 @default.
• W4384154145 cites W4221069634 @default.
• W4384154145 cites W4281837623 @default.
• W4384154145 cites W4290099058 @default.
• W4384154145 cites W4318823388 @default.
• W4384154145 doi "https://doi.org/10.1088/1361-6501/ace732" @default.
• W4384154145 hasPublicationYear "2023" @default.
• W4384154145 type Work @default.
• W4384154145 citedByCount "0" @default.
• W4384154145 crossrefType "journal-article" @default.
• W4384154145 hasAuthorship W4384154145A5003648463 @default.
• W4384154145 hasAuthorship W4384154145A5053328001 @default.
• W4384154145 hasAuthorship W4384154145A5071258270 @default.
• W4384154145 hasAuthorship W4384154145A5080308075 @default.
• W4384154145 hasAuthorship W4384154145A5082329078 @default.
• W4384154145 hasConcept C111919701 @default.
• W4384154145 hasConcept C119857082 @default.
• W4384154145 hasConcept C121332964 @default.
• W4384154145 hasConcept C127413603 @default.
• W4384154145 hasConcept C153005164 @default.
• W4384154145 hasConcept C154945302 @default.
• W4384154145 hasConcept C163258240 @default.
• W4384154145 hasConcept C163716315 @default.
• W4384154145 hasConcept C166675230 @default.
• W4384154145 hasConcept C2775924081 @default.
• W4384154145 hasConcept C41008148 @default.
• W4384154145 hasConcept C43214815 @default.
• W4384154145 hasConcept C47446073 @default.
• W4384154145 hasConcept C61326573 @default.
• W4384154145 hasConcept C62520636 @default.
• W4384154145 hasConcept C78519656 @default.
• W4384154145 hasConcept C81692654 @default.
• W4384154145 hasConcept C98045186 @default.
• W4384154145 hasConceptScore W4384154145C111919701 @default.
• W4384154145 hasConceptScore W4384154145C119857082 @default.
• W4384154145 hasConceptScore W4384154145C121332964 @default.
• W4384154145 hasConceptScore W4384154145C127413603 @default.
• W4384154145 hasConceptScore W4384154145C153005164 @default.
• W4384154145 hasConceptScore W4384154145C154945302 @default.
• W4384154145 hasConceptScore W4384154145C163258240 @default.
• W4384154145 hasConceptScore W4384154145C163716315 @default.
• W4384154145 hasConceptScore W4384154145C166675230 @default.
• W4384154145 hasConceptScore W4384154145C2775924081 @default.
• W4384154145 hasConceptScore W4384154145C41008148 @default.
• W4384154145 hasConceptScore W4384154145C43214815 @default.
• W4384154145 hasConceptScore W4384154145C47446073 @default.
• W4384154145 hasConceptScore W4384154145C61326573 @default.
• W4384154145 hasConceptScore W4384154145C62520636 @default.
• W4384154145 hasConceptScore W4384154145C78519656 @default.
• W4384154145 hasConceptScore W4384154145C81692654 @default.
• W4384154145 hasConceptScore W4384154145C98045186 @default.
• W4384154145 hasFunder F4320321001 @default.

• next