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Volumn 43, Issue 7, 2011, Pages 1685-1693

Artificial neural network analysis of the performance characteristics of a reversibly used cooling tower under cross flow conditions for heat pump heating system in winter

Author keywords

Artificial neural network; Back propagation algorithm; Heating; Reversibly used cooling tower

Indexed keywords

ARTIFICIAL NEURAL NETWORK; ARTIFICIAL NEURAL NETWORK ANALYSIS; CORRELATION COEFFICIENT; CROSS FLOWS; EXPERIMENTAL VALUES; HEAT AND MASS TRANSFER; HEAT PUMPS; HEATING SYSTEM; HIDDEN LAYERS; LINEAR TRANSFER FUNCTION; MEAN RELATIVE ERROR; OUTPUT LAYER; PERFORMANCE CHARACTERISTICS; REVERSIBLY USED COOLING TOWER; ROOT MEAN SQUARE ERRORS; RUNNING CONTROL; SIGMOID TRANSFER FUNCTION; THEORETICAL BASIS; THREE-LAYER;

EID: 79956372189     PISSN: 03787788     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enbuild.2011.03.008     Document Type: Article
Times cited : (71)

References (28)
  • 1
    • 0020844134 scopus 로고
    • Numerical modeling of wet cooling towers - Part 1: Mathematical and physical models
    • A.K. Majumdar, A.K. Singhal, and D.B. Spalding Numerical modeling of wet cooling towers - Part 1: mathematical and physical models Journal of Heat Transfer 105 4 1983 728 735 (Pubitemid 14489032)
    • (1983) Journal of Heat Transfer , vol.105 , Issue.4 , pp. 728-735
    • Majumdar, A.K.1    Singhal, A.K.2    Spalding, D.B.3
  • 2
    • 0031630916 scopus 로고    scopus 로고
    • Air-cooled heat pump with desuperheater: Retrofit for year-round service hot water supply
    • S.M. Deng, Z.Y. Song, and K.X. Tan Air-cooled heat pump with desuperheater: retrofit for year-round service hot water supply Building Services Engineering Research and Technology 19 3 1998 129 133
    • (1998) Building Services Engineering Research and Technology , vol.19 , Issue.3 , pp. 129-133
    • Deng, S.M.1    Song, Z.Y.2    Tan, K.X.3
  • 3
    • 0036645398 scopus 로고    scopus 로고
    • A simulation study on a water chiller complete with a desuperheater and a reversibly used water cooling tower (RUWCT) for service hot water generation
    • K.X. Tan, and S.M. Deng A simulation study on a water chiller complete with a desuperheater and a reversibly used water cooling tower (RUWCT) for service hot water generation Building and Environment 37 7 2002 741 751
    • (2002) Building and Environment , vol.37 , Issue.7 , pp. 741-751
    • Tan, K.X.1    Deng, S.M.2
  • 4
    • 0037209572 scopus 로고    scopus 로고
    • A numerical analysis of heat and mass transfer inside a reversibly used water cooling tower
    • K.X. Tan, and S.M. Deng A numerical analysis of heat and mass transfer inside a reversibly used water cooling tower Building and Environment 38 1 2003 91 97
    • (2003) Building and Environment , vol.38 , Issue.1 , pp. 91-97
    • Tan, K.X.1    Deng, S.M.2
  • 5
    • 58149139421 scopus 로고    scopus 로고
    • Performance prediction of wet cooling tower using artificial neural network under cross-wind conditions
    • M. Gao, F.Z. Sun, S.J. Zhou, Y.T. Shi, Y.B. Zhao, and N.H. Wang Performance prediction of wet cooling tower using artificial neural network under cross-wind conditions International Journal of Thermal Sciences 48 3 2009 583 589
    • (2009) International Journal of Thermal Sciences , vol.48 , Issue.3 , pp. 583-589
    • Gao, M.1    Sun, F.Z.2    Zhou, S.J.3    Shi, Y.T.4    Zhao, Y.B.5    Wang, N.H.6
  • 6
    • 33847092498 scopus 로고    scopus 로고
    • Performance prediction of a cooling tower using artificial neural network
    • DOI 10.1016/j.enconman.2006.06.024, PII S0196890406003165
    • M. Hosoz, H.M. Ertunc, and H. Bulgurcu Performance prediction of a cooling tower using artificial neural network Energy Conversion and Management 48 4 2007 1349 1359 (Pubitemid 46283115)
    • (2007) Energy Conversion and Management , vol.48 , Issue.4 , pp. 1349-1359
    • Hosoz, M.1    Ertunc, H.M.2    Bulgurcu, H.3
  • 7
    • 43049144652 scopus 로고    scopus 로고
    • Numerical simulation of shower cooling tower based on artificial neural network
    • X.N. Qi, Z.Y. Liu, and D.D. Li Numerical simulation of shower cooling tower based on artificial neural network Energy Conversion and Management 49 4 2008 724 732
    • (2008) Energy Conversion and Management , vol.49 , Issue.4 , pp. 724-732
    • Qi, X.N.1    Liu, Z.Y.2    Li, D.D.3
  • 8
    • 0036679590 scopus 로고    scopus 로고
    • A method for evaluating the heat and mass transfer characteristics in a reversibly used water cooling tower (RUWCT) for heat recovery
    • K.X. Tan, and S.M. Deng A method for evaluating the heat and mass transfer characteristics in a reversibly used water cooling tower (RUWCT) for heat recovery International Journal of Refrigeration 25 5 2002 552 561
    • (2002) International Journal of Refrigeration , vol.25 , Issue.5 , pp. 552-561
    • Tan, K.X.1    Deng, S.M.2
  • 9
    • 74649083215 scopus 로고    scopus 로고
    • Experimental research of the guiding channels effect on the thermal performance of wet cooling towers subjected to crosswinds - Air guiding effect on cooling tower
    • K. Wang, F.Z. Sun, Y.B. Zhao, M. Gao, and L. Ruan Experimental research of the guiding channels effect on the thermal performance of wet cooling towers subjected to crosswinds - air guiding effect on cooling tower Applied Thermal Engineering 30 5 2010 533 538
    • (2010) Applied Thermal Engineering , vol.30 , Issue.5 , pp. 533-538
    • Wang, K.1    Sun, F.Z.2    Zhao, Y.B.3    Gao, M.4    Ruan, L.5
  • 10
    • 79956371846 scopus 로고    scopus 로고
    • Thermodynamic brine-bulb temperature: Another air state parameter
    • Z.F. Lu Thermodynamic brine-bulb temperature: another air state parameter Heating Ventilation Air Conditioning 31 03 2001 77 79 (in chinese)
    • (2001) Heating Ventilation Air Conditioning , vol.31 , Issue.3 , pp. 77-79
    • Lu, Z.F.1
  • 11
    • 0002794646 scopus 로고
    • Evaluation of heat-transfer coefficient at direct-contact condensation of cold water and steam
    • L. Aya, and H. Nariai Evaluation of heat-transfer coefficient at direct-contact condensation of cold water and steam Nuclear Engineering and Design 131 1 1991 17 24
    • (1991) Nuclear Engineering and Design , vol.131 , Issue.1 , pp. 17-24
    • Aya, L.1    Nariai, H.2
  • 13
    • 0019079286 scopus 로고
    • Direct contact condensation of vapour on a spray of subcooled liquid droplets
    • DOI 10.1016/0017-9310(80)90156-8
    • A. Lekic, and J.D. Ford Direct contact condensation of vapour on a spray of subcooled liquid droplets International Journal of Heat and Mass Transfer 23 11 1980 1531 1537 (Pubitemid 11458248)
    • (1980) International Journal of Heat and Mass Transfer , vol.23 , Issue.11 , pp. 1531-1537
    • Lekic, A.1    Ford, J.D.2
  • 14
    • 33750366032 scopus 로고    scopus 로고
    • Direct contact condensation in packed beds
    • DOI 10.1016/j.ijheatmasstransfer.2006.06.013, PII S0017931006003681
    • Y. Li, J.F. Klausner, R.W. Mei, and J. Knight Direct contact condensation in packed beds International Journal of Heat and Mass Transfer 49 25-26 2006 4751 4761 (Pubitemid 44635471)
    • (2006) International Journal of Heat and Mass Transfer , vol.49 , Issue.25-26 , pp. 4751-4761
    • Li, Y.1    Klausner, J.F.2    Mei, R.3    Knight, J.4
  • 15
    • 77956308501 scopus 로고    scopus 로고
    • Numerical simulation of direct-contact condensation from a supersonic steam jet in subcooled water
    • A. Shah, I.R. Chughtai, and M.H. Inayat Numerical simulation of direct-contact condensation from a supersonic steam jet in subcooled water Chinese Journal of Chemical Engineering 18 4 2010 577 587
    • (2010) Chinese Journal of Chemical Engineering , vol.18 , Issue.4 , pp. 577-587
    • Shah, A.1    Chughtai, I.R.2    Inayat, M.H.3
  • 16
    • 70349770722 scopus 로고    scopus 로고
    • Molecular clustering physical model of steam condensation and the experimental study on the initial droplet size distribution
    • T.Y. Song, Z. Lan, X.H. Ma, and T. Bai Molecular clustering physical model of steam condensation and the experimental study on the initial droplet size distribution International Journal of Thermal Sciences 48 12 2009 2228 2236
    • (2009) International Journal of Thermal Sciences , vol.48 , Issue.12 , pp. 2228-2236
    • Song, T.Y.1    Lan, Z.2    Ma, X.H.3    Bai, T.4
  • 18
    • 2442562387 scopus 로고    scopus 로고
    • Properties of aqueous solutions of lithium and calcium chlorides: Formulations for use in air conditioning equipment design
    • M.R. Conde Properties of aqueous solutions of lithium and calcium chlorides: formulations for use in air conditioning equipment design International Journal of Thermal Sciences 43 4 2004 367 382
    • (2004) International Journal of Thermal Sciences , vol.43 , Issue.4 , pp. 367-382
    • Conde, M.R.1
  • 19
    • 0036027846 scopus 로고    scopus 로고
    • Global optimization of absorption chiller system by genetic algorithm and neural network
    • DOI 10.1016/S0378-7788(01)00085-8, PII S0378778801000858
    • T.T. Chow, G.Q. Zhang, Z. Lin, and C.L. Song Global optimization of absorption chiller system by genetic algorithm and neural network Energy and Buildings 34 1 2002 103 109 (Pubitemid 32998175)
    • (2002) Energy and Buildings , vol.34 , Issue.1 , pp. 103-109
    • Chow, T.T.1    Zhang, G.Q.2    Lin, Z.3    Song, C.L.4
  • 20
    • 13844306850 scopus 로고    scopus 로고
    • Prediction of hourly energy consumption in buildings based on a feedback artificial neural network
    • DOI 10.1016/j.enbuild.2004.09.006, PII S0378778804003032
    • P.A. González, and J.M. Zamarreño Prediction of hourly energy consumption in buildings based on a feedback artificial neural network Energy and Buildings 37 6 2005 595 601 (Pubitemid 40259583)
    • (2005) Energy and Buildings , vol.37 , Issue.6 , pp. 595-601
    • Gonzalez, P.A.1    Zamarreno, J.M.2
  • 21
    • 41449109567 scopus 로고    scopus 로고
    • Artificial neural network (ANN) approach for modeling of Pb(II) adsorption from aqueous solution by Antep pistachio (Pistacia Vera L.) shells
    • DOI 10.1016/j.jhazmat.2007.09.092, PII S0304389407013830
    • K. Yetilmezsoy, and S. Demirel Artificial neural network (ANN) approach for modeling of Pb(II) adsorption from aqueous solution by Antep pistachio (Pistacia Vera L.) shells Journal of Hazardous Materials 153 3 2008 1288 1300 (Pubitemid 351458609)
    • (2008) Journal of Hazardous Materials , vol.153 , Issue.3 , pp. 1288-1300
    • Yetilmezsoy, K.1    Demirel, S.2
  • 22
    • 42649135586 scopus 로고    scopus 로고
    • Experimental research of heat transfer performance on natural draft counter flow wet cooling tower under cross-wind conditions
    • DOI 10.1016/j.ijthermalsci.2007.07.010, PII S129007290700172X
    • M. Gao, F.Z. Sun, K. Wang, Y.T. Shi, and Y.B. Zhao Experimental research of heat transfer performance on natural draft counter flow wet cooling tower under cross-wind conditions International Journal of Thermal Sciences 47 7 2008 935 941 (Pubitemid 351602024)
    • (2008) International Journal of Thermal Sciences , vol.47 , Issue.7 , pp. 935-941
    • Gao, M.1    Sun, F.-z.2    Wang, K.3    Shi, Y.-t.4    Zhao, Y.-b.5
  • 25
    • 0001126233 scopus 로고    scopus 로고
    • Heuristic principles for the design of artificial neural networks
    • PII S0950584998001165
    • S. Walczak, and N. Cerpa Heuristic principles for the design of artificial neural networks Information and Software Technology 41 2 1999 107 117 (Pubitemid 129500317)
    • (1999) Information and Software Technology , vol.41 , Issue.2 , pp. 107-117
    • Walczak, S.1    Cerpa, N.2
  • 28
    • 58149104640 scopus 로고    scopus 로고
    • Research on Raising "bP" Network Training Speed
    • Y.B. Yao, and J.L. Wang Research on Raising "BP" Network Training Speed Heilongjiang Electronic Technology 1 2002 4 6 (in Chinese)
    • (2002) Heilongjiang Electronic Technology , vol.1 , pp. 4-6
    • Yao, Y.B.1    Wang, J.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.