Click for new scientific resources and news about Corona[COVID-19]

Paper Information

Journal:   DANESHVAR RAFTAR   DECEMBER 2006-JANUARY 2007 , Volume 13 , Number 20 (SPECIAL EDITION ON PSYCHOLOGY 7); Page(s) 37 To 48.
 
Paper: 

GAS-STATION PREDICTIVE MAINTENANCE PLANNING WITH HYBRID MODEL OF FUZZY NEUTRAL NETWORK AND PCA

 
 
Author(s):  JAFARNEZHAD A., SADEGHI MOGHADAM M.R., AFSAR A.
 
* 
 
Abstract: 

With the emergence of predictive maintenance in 1980, radical changes took place in maintenance planning. Predictive maintenance depends on the prediction of facilities failure which are used at present. By predicting the failures correctly in future, we can decrease the cost of maintenance to a great extent. This approach involves using multiple techniques including artificial intelligence, that is, neural network, and “fuzzy sets” theory. The cost of maintenance is high for the activities of Iran’s National Gas Company, therefore, the application of predictive maintenance can be economical. Gas is distributed through underground pipes which Corrosion destroys; thus, the cost inflicted on the society’s capital is incalculable.
In this study predicting the failure was based on the combined model of fuzzy neural network and principle component analysis. The results indicated that this model can decrease the inspection costs by 25%.

 
Keyword(s): FUZZY NEURAL NETWORK, PCA, ARTIFICIAL NEURAL NETWORK, PREDICTIVE MAINTENANCE, CORROSION, PIPE
 
 
References: 
  • Not Registered.
  •  
  •  
 
Citations: 
  • Not Registered.
 
+ Click to Cite.
APA: Copy

JAFARNEZHAD, A., & SADEGHI MOGHADAM, M., & AFSAR, A. (2007). GAS-STATION PREDICTIVE MAINTENANCE PLANNING WITH HYBRID MODEL OF FUZZY NEUTRAL NETWORK AND PCA. DANESHVAR RAFTAR, 13(20 (SPECIAL EDITION ON PSYCHOLOGY 7)), 37-48. https://www.sid.ir/en/journal/ViewPaper.aspx?id=273933



Vancouver: Copy

JAFARNEZHAD A., SADEGHI MOGHADAM M.R., AFSAR A.. GAS-STATION PREDICTIVE MAINTENANCE PLANNING WITH HYBRID MODEL OF FUZZY NEUTRAL NETWORK AND PCA. DANESHVAR RAFTAR. 2007 [cited 2021July25];13(20 (SPECIAL EDITION ON PSYCHOLOGY 7)):37-48. Available from: https://www.sid.ir/en/journal/ViewPaper.aspx?id=273933



IEEE: Copy

JAFARNEZHAD, A., SADEGHI MOGHADAM, M., AFSAR, A., 2007. GAS-STATION PREDICTIVE MAINTENANCE PLANNING WITH HYBRID MODEL OF FUZZY NEUTRAL NETWORK AND PCA. DANESHVAR RAFTAR, [online] 13(20 (SPECIAL EDITION ON PSYCHOLOGY 7)), pp.37-48. Available: https://www.sid.ir/en/journal/ViewPaper.aspx?id=273933.



 
 
Persian Abstract Yearly Visit 44
 
 
Latest on Blog
Enter SID Blog