Evaluation of ANN modeling for prediction of crude oil fouling behavior

Applied Thermal Engineering

Volumn 28, Issue 7, 2008, Pages 668-674

  Aminian, Javad ^a   Shahhosseini, Shahrokh ^a  

^a IRAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Iran)

Author keywords

Crude oil; Fouling; Modeling; Neural networks; Sensitivity analysis

Indexed keywords

CRUDE PETROLEUM; DISTILLATION; FOULING; HEAT EXCHANGERS; SENSITIVITY ANALYSIS;

CRUDE VELOCITY; SEQUENTIAL ZEROING;

NEURAL NETWORKS;

EID: 38949129019     PISSN: 13594311     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.applthermaleng.2007.06.022     Document Type: Article

References (20)

1. Panchal C.B., and Huangfu E.-P. Effect of mitigating fouling on the energy efficiency of crude oil distillation. Heat Transfer Engineering 21 (2000) 3-9
2. H. Müller-Steinhagen, Heat exchanger fouling: mitigation and cleaning technologies, Transactions of IChemE (Rugby UK), 2000.
3. Yeap B.L., Wilson D.I., Polley G.T., and Pugh S.J. Mitigation of crude oil refinery heat exchanger fouling through retrofits based on thermo-hydraulic fouling models. Chemical Engineering Research and Design 84 (2004) 53-71
4. Asomaning S., Panchal C.B., and Liao C.F. Correlating field and laboratory data for crude oil fouling. Heat Transfer Engineering 21 (2000) 17-23
5. M.R. Malayeri, H. Müller-Steinhagen, Neural network analysis of heat transfer fouling data, in: The 4th United Engineering Foundation Conference on Heat Exchanger Fouling: Fundamental Approaches & Technical Solutions, Davos, Switzerland, 2001, pp. 145-150.
6. Romeo L.M., and Gareta R. Neural network for evaluating boiler behavior. Applied Thermal Engineering 26 (2006) 1530-1536
7. Teruel E., Cortes C., Diez L.I., and Arauzo I. Monitoring and prediction of fouling in coal-fired utility boilers using neural networks. Chemical Engineering Science 60 (2005) 5035-5048
8. Lalot S., and Lecoeuche S. Online fouling detection in electrical circulating heaters using neural networks. International Journal of Heat and Mass Transfer 46 (2003) 2445-2457
9. Lalot S. On-line detection of fouling in a water circulating temperature controller (WCTC) used in injection moulding: part 1: principles. Applied Thermal Engineering 26 (2006) 1087-1094
10. Lalot S. On-line detection of fouling in a water circulating temperature controller (WCTC) used in injection moulding: part 2: application. Applied Thermal Engineering 26 (2006) 1095-1105
11. Radhakrishnan V.R., Ramasamy M., Zabiri H., Do Thanh V., Tahir N.M., Mukhtar H., Hamid M.R., and Ramli N. Heat exchanger fouling model and preventive maintenance scheduling tool. Applied Thermal Engineering (2007) 10.1016/j.applthermaleng.2007.02.009
12. W.A. Ebert, C.B. Panchal, Analysis of exxon crude-oil-slip stream coking, in: Proceedings of Mitigation of Industrial Heat Exchangers, California, June 18-23, 1995, p. 451.
13. C.B. Panchal, W.C. Kuru, C.F. Liao, W.A. Ebert, J.W. Palen, Threshold condition for crude oil fouling, in: Proceedings of Understanding Heat Exchanger Fouling and Its Mitigation, Barga, Italy, May 11-16, 1997.
14. W.C. Kuru, C.B. Panchal, C.F. Liao, J.W. Palen W.A. Ebert, Development of high temperature, high pressure fouling unit, in: Proceedings of Understanding Heat Exchanger Fouling and Its Mitigation, Engineering Foundation Conference, Lucca, Italy, 1997.
15. Polley G.T., Wilson D.I., Yeap B.L., and Pugh S.J. Evaluation of laboratory crude oil threshold fouling data for application to refinery preheat trains. Applied Thermal Engineering 22 (2002) 777-788
16. Knudsen J.G., Dahcheng L., and Ebert W.A. The determination of the threshold fouling curve for a crude oil. In: Bott T.R., et al. (Ed). Understanding Heat Exchanger Fouling and Its Mitigation (1999), Begell House, New York 265-272
17. Jafari Nasr M.R., and Majidi M. Modeling of crude oil fouling in preheat exchangers of refinery distillation units. Applied Thermal Engineering 26 (2006) 1572-1577
18. Z. Saleh, R. Sheikholeslami, A.P. Watkinson, Heat exchanger fouling by a light Australian crude oil, in: Heat Exchanger Fouling and Cleaning Fundamentals and Applications, Santa Fe, 2003.
19. Scarborough C.E., Cherrington D.C., Diener R., and Golan L.P. Coking of crude oil at high heat flux levels. Chemical Engineering Progress 75 (1979) 41-46
20. Nord L.I., and Jacobsson S.P. A novel method for examination of the variable contribution to computational neural network models. Chemometrics and Inteligent Laboratory Systems 44 (1998) 153-160