메뉴 건너뛰기




Volumn 44, Issue , 2012, Pages 90-99

Performance modeling of centrifugal compressor using kernel partial least squares

Author keywords

Back propagation neural network; Centrifugal compressor; Compressor map; Kernel partial least squares; Prediction performance

Indexed keywords

BACK PROPAGATION NEURAL NETWORKS; BP NETWORKS; CENTRIFUGAL COMPRESSION SYSTEMS; DATA SETS; KERNEL PARTIAL LEAST SQUARES; OPERATING PARAMETERS; PERFORMANCE MODELING; PREDICTION PERFORMANCE; PRELIMINARY DESIGN PHASE; PRESSURE RATIO; REGRESSION MODEL; SIMULATION STUDIES; THREE-LAYER; VALIDATION DATA;

EID: 84860793108     PISSN: 13594311     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.applthermaleng.2012.03.043     Document Type: Article
Times cited : (47)

References (32)
  • 1
    • 33748095661 scopus 로고    scopus 로고
    • Dynamic centrifugal compressor model for system simulation
    • W. Jiang, J. Khan, and R.A. Dougal Dynamic centrifugal compressor model for system simulation Journal of Power Sources 158 2006 1333 1343
    • (2006) Journal of Power Sources , vol.158 , pp. 1333-1343
    • Jiang, W.1    Khan, J.2    Dougal, R.A.3
  • 4
    • 0026850064 scopus 로고
    • Surge dynamics in a free-spool centrifugal compressor system
    • D.A. Fink, N.A. Cumpsty, and E.M. Greitzer Surge dynamics in a free-spool centrifugal compressor system Journal of Turbomachinery 114 1992 321 332
    • (1992) Journal of Turbomachinery , vol.114 , pp. 321-332
    • Fink, D.A.1    Cumpsty, N.A.2    Greitzer, E.M.3
  • 6
    • 33846818279 scopus 로고    scopus 로고
    • Dynamic model including piping acoustics of a centrifugal compression system
    • J.V. Helvoirt, and B.D. Jager Dynamic model including piping acoustics of a centrifugal compression system Journal of Sound and Vibration 302 2007 361 378
    • (2007) Journal of Sound and Vibration , vol.302 , pp. 361-378
    • Helvoirt, J.V.1    Jager, B.D.2
  • 8
    • 78049450964 scopus 로고    scopus 로고
    • Influence of the lubricating oil pressure and temperature on the performance at low speeds of a centrifugal compressor for an automotive engine
    • P. Podevin, A. Clenci, and G. Descomber Influence of the lubricating oil pressure and temperature on the performance at low speeds of a centrifugal compressor for an automotive engine Applied Thermal Engineering 31 2010 194 201
    • (2010) Applied Thermal Engineering , vol.31 , pp. 194-201
    • Podevin, P.1    Clenci, A.2    Descomber, G.3
  • 9
    • 0035722447 scopus 로고    scopus 로고
    • Analytical and neural-network models for gas-turbine design and off-design simulation
    • A. Lazzaretto, and A. Toffolo Analytical and neural-network models for gas-turbine design and off-design simulation International Journal of Thermodynamics 4 4 2010 173 182
    • (2010) International Journal of Thermodynamics , vol.4 , Issue.4 , pp. 173-182
    • Lazzaretto, A.1    Toffolo, A.2
  • 10
    • 85072439090 scopus 로고    scopus 로고
    • Turbocharger modeling for automotive control application
    • P. Moraal, and I. Kolmanovsky Turbocharger modeling for automotive control application SAE Transactions 108 1999 1324 1338
    • (1999) SAE Transactions , vol.108 , pp. 1324-1338
    • Moraal, P.1    Kolmanovsky, I.2
  • 11
    • 33646845458 scopus 로고    scopus 로고
    • Modeling and optimization of the air system inpolymer exchange membrane fuel cell system
    • C. Bao, M. Ouyang, and B. Yi Modeling and optimization of the air system inpolymer exchange membrane fuel cell system Journal of Power Sources 156 2 2006 232 243
    • (2006) Journal of Power Sources , vol.156 , Issue.2 , pp. 232-243
    • Bao, C.1    Ouyang, M.2    Yi, B.3
  • 12
    • 33749259605 scopus 로고    scopus 로고
    • Neural-network based analysis and prediction of a compressor's characteristic performance map
    • Y. Yu, L. Chen, F. Sun, and C. Wu Neural-network based analysis and prediction of a compressor's characteristic performance map Journal of Applied Energy 84 1 2007 48 55
    • (2007) Journal of Applied Energy , vol.84 , Issue.1 , pp. 48-55
    • Yu, Y.1    Chen, L.2    Sun, F.3    Wu, C.4
  • 17
    • 77957355948 scopus 로고    scopus 로고
    • Statistical analysis and online monitoring for multimode processes with between-mode transitions
    • C.H. Zhao, Y. Yao, F.R. Gao, and F.L. Wang Statistical analysis and online monitoring for multimode processes with between-mode transitions Chemical Engineering Science 65 2010 5961 5975
    • (2010) Chemical Engineering Science , vol.65 , pp. 5961-5975
    • Zhao, C.H.1    Yao, Y.2    Gao, F.R.3    Wang, F.L.4
  • 18
    • 77951090351 scopus 로고    scopus 로고
    • On-line batch process monitoring using batch dynamic kernel principal component analysis
    • M.X. Jia, F. Chu, F.L. Wang, and W. Wang On-line batch process monitoring using batch dynamic kernel principal component analysis Chemometrics and Intelligent Laboratory Systems 101 2 2010 110 122
    • (2010) Chemometrics and Intelligent Laboratory Systems , vol.101 , Issue.2 , pp. 110-122
    • Jia, M.X.1    Chu, F.2    Wang, F.L.3    Wang, W.4
  • 19
    • 78149465043 scopus 로고    scopus 로고
    • Process data modeling using modified kernel partial least squares
    • Y.W. Zhang, and Y.D. Teng Process data modeling using modified kernel partial least squares Chemical Engineering Science 65 2010 6353 6361
    • (2010) Chemical Engineering Science , vol.65 , pp. 6353-6361
    • Zhang, Y.W.1    Teng, Y.D.2
  • 21
    • 0003705865 scopus 로고
    • Design of a laboratory gas turbine installation
    • Institute for continuing education, Fac. of Mechanical Engineering, Eindhoven University of Technology, March
    • H.V. Essen, Design of a laboratory gas turbine installation, Technical Report WOC-WET 95.012, Institute for continuing education, Fac. of Mechanical Engineering, Eindhoven University of Technology, March 1995.
    • (1995) Technical Report WOC-WET 95.012
    • Essen, H.V.1
  • 22
    • 33847300613 scopus 로고    scopus 로고
    • Kernel PLS regression on wavelet transformed NIR spectra for prediction of sugar content of apple
    • B.N. Nicolaï, K.I. Theron, and J. Lammertyn Kernel PLS regression on wavelet transformed NIR spectra for prediction of sugar content of apple Chemometrics and Intelligent Laboratory Systems 85 2007 243 252
    • (2007) Chemometrics and Intelligent Laboratory Systems , vol.85 , pp. 243-252
    • Nicolaï, B.N.1    Theron, K.I.2    Lammertyn, J.3
  • 24
    • 0038259120 scopus 로고    scopus 로고
    • Kernel partial least squares regression in reproducing kernel Hilbert space
    • R. Rosipal, and L.J. Trejo Kernel partial least squares regression in reproducing kernel Hilbert space Journal of Machine Learning Research 2 2001 97 123
    • (2001) Journal of Machine Learning Research , vol.2 , pp. 97-123
    • Rosipal, R.1    Trejo, L.J.2
  • 28
    • 24044461725 scopus 로고    scopus 로고
    • A novel multivariate regression approach based on kernel least squares with orthogonal signal correction
    • K. Kim, J.M. Lee, and I.B. Lee A novel multivariate regression approach based on kernel least squares with orthogonal signal correction Chemometrics and Intelligent Laboratory Systems 79 2005 22 30
    • (2005) Chemometrics and Intelligent Laboratory Systems , vol.79 , pp. 22-30
    • Kim, K.1    Lee, J.M.2    Lee, I.B.3
  • 32
    • 60149097675 scopus 로고    scopus 로고
    • A robust partial least squares regression method with applications
    • J. González, D. Peña, and R. Romera A robust partial least squares regression method with applications Journal of Chemometrics 23 2009 78 90
    • (2009) Journal of Chemometrics , vol.23 , pp. 78-90
    • González, J.1    Peña, D.2    Romera, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.