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2018 | OriginalPaper | Buchkapitel

An Effective Method for Maintenance Scheduling of Vehicles Using Neural Network

verfasst von : Sushma Kamlu, Vijaya Laxmi

Erschienen in: Proceedings of the International Conference on Microelectronics, Computing & Communication Systems

Verlag: Springer Singapore

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Abstract

The maintenance scheduling of vehicles of a transportation system has its own significance as far as effective operation of a transportation system is concerned. Presently, inspection planning is used to plan for maintenance activity of vehicles in a transportation system. It helps the operator to organize maintenance activity and increase the ability to identify a proactive failure situation. In order to avoid the dilemma like premature aging and failure of vehicles in transportation system responsible for spontaneous and costly maintenance charges, at regular intervals, it is imperative to carry out preventive maintenance (PM). This paper presents the application of neural network technique for automatic maintenance scheduling of vehicles. This paper presents an economic method for solving maintenance scheduling of medium type vehicles by exploiting the neural network technique.

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Literatur
1.
Zurück zum Zitat S. Salhi, Incorporating vehicle routing into the vehicle fleet composition problem. Eur. J. Oper. Res. 66(3), 313–330 (1993)MathSciNetCrossRefMATH S. Salhi, Incorporating vehicle routing into the vehicle fleet composition problem. Eur. J. Oper. Res. 66(3), 313–330 (1993)MathSciNetCrossRefMATH
2.
Zurück zum Zitat R.-M. Chen, Y.-M. Huang, Competitive neural network to solve scheduling problems. Neurocomputing 37, 177–196 (2001)CrossRefMATH R.-M. Chen, Y.-M. Huang, Competitive neural network to solve scheduling problems. Neurocomputing 37, 177–196 (2001)CrossRefMATH
3.
Zurück zum Zitat J.G. Park, J.M. Park, D.S. Kim, C.H. Lee, S.W. Suh, M.S. Han, Dynamic neural network with heuristic. IEEE Int. Conf. Neural Networks 7, 4650–4654 (1994) J.G. Park, J.M. Park, D.S. Kim, C.H. Lee, S.W. Suh, M.S. Han, Dynamic neural network with heuristic. IEEE Int. Conf. Neural Networks 7, 4650–4654 (1994)
4.
Zurück zum Zitat R.C. Correa, A. Ferreira, P. Rebreyend, Scheduling multiprocessor tasks with genetic algorithms. IEEE Trans. Parallel Distrib. Syst. 10(8), 825–837 (1999) R.C. Correa, A. Ferreira, P. Rebreyend, Scheduling multiprocessor tasks with genetic algorithms. IEEE Trans. Parallel Distrib. Syst. 10(8), 825–837 (1999)
5.
Zurück zum Zitat T.M. Willems, J.E. Rooda, Neural networks for job-shop scheduling. Control Eng. Pract. 2, 31–39 (1994)CrossRef T.M. Willems, J.E. Rooda, Neural networks for job-shop scheduling. Control Eng. Pract. 2, 31–39 (1994)CrossRef
6.
Zurück zum Zitat T.C.T. Du, P.M. Wolfe, Implementation of fuzzy logic systems and neural networks in industry. Comput. Ind. 32(3), 261–272 (1997) T.C.T. Du, P.M. Wolfe, Implementation of fuzzy logic systems and neural networks in industry. Comput. Ind. 32(3), 261–272 (1997)
7.
Zurück zum Zitat J.A. Stegemann, N.R. Buenfeld, A glossary of basic neural network terminology for regression problems. Neural Comput. Appl. 8(4), 290–296 (1999)CrossRef J.A. Stegemann, N.R. Buenfeld, A glossary of basic neural network terminology for regression problems. Neural Comput. Appl. 8(4), 290–296 (1999)CrossRef
8.
Zurück zum Zitat S.K. Lahiri, K.C. Ghanta, Artificial neural network model with parameter tuning assisted by genetic algorithm technique: study of critical velocity of slurry flow in pipeline. Asia-Pacific J. Chem. Eng. 5(5), Sept/Oct 2010, 763–777 (2009) S.K. Lahiri, K.C. Ghanta, Artificial neural network model with parameter tuning assisted by genetic algorithm technique: study of critical velocity of slurry flow in pipeline. Asia-Pacific J. Chem. Eng. 5(5), Sept/Oct 2010, 763–777 (2009)
9.
Zurück zum Zitat O. Slaymaker, The role of remote sensing in geomorphology and terrain analysis in the Canadian cordillera. Int. J. Appl. Earth Obs. Geoinf. 3(1), 11–17 (2001) O. Slaymaker, The role of remote sensing in geomorphology and terrain analysis in the Canadian cordillera. Int. J. Appl. Earth Obs. Geoinf. 3(1), 11–17 (2001)
10.
Zurück zum Zitat N.N. Clark, J.M. Kern, C.M. Atkinson, R.D. Nine, Factors affecting heavy-duty diesel vehicle emissions. J. Air Waste Manage. Assoc. 52(1), 84–94 (2002). ISSN 1047-3289 N.N. Clark, J.M. Kern, C.M. Atkinson, R.D. Nine, Factors affecting heavy-duty diesel vehicle emissions. J. Air Waste Manage. Assoc. 52(1), 84–94 (2002). ISSN 1047-3289
12.
Zurück zum Zitat K.F. Reinschmidt, Neural networks: next step for simulation and control. Power Eng. (United States). 95(11) (1991). OSTI ID: 5281949 K.F. Reinschmidt, Neural networks: next step for simulation and control. Power Eng. (United States). 95(11) (1991). OSTI ID: 5281949
13.
Zurück zum Zitat O. Aloquili, A. Elbanna, and A. Al-Azizi, Automatic vehicle location tracking system based on GIS environment. IET. Softw. 3(4), 255–263 (2009) O. Aloquili, A. Elbanna, and A. Al-Azizi, Automatic vehicle location tracking system based on GIS environment. IET. Softw. 3(4), 255–263 (2009)
Metadaten
Titel
An Effective Method for Maintenance Scheduling of Vehicles Using Neural Network
verfasst von
Sushma Kamlu
Vijaya Laxmi
Copyright-Jahr
2018
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-5565-2_5

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