Modelling of a novel hot-wire thermal flow sensor with neural nets under different operating conditions

Sensors and Actuators, A: Physical

Volumn 126, Issue 1, 2006, Pages 7-14

  Al Salaymeh, Ahmed ^a   Ashhab, Moh'd Sami ^b  

^a UNIVERSITY OF JORDAN   (Jordan)

^b HASHEMITE UNIVERSITY   (Jordan)

Author keywords

Flow sensor; Hot wire anemometer; Modelling; Neural networks; Thermal flow sensor; Velocity sensor

Indexed keywords

FLOW SENSORS; HOT-WIRE ANEMOMETERS; THERMAL FLOW SENSORS; VELOCITY SENSORS;

APPROXIMATION THEORY; BANDWIDTH; COMPUTER SIMULATION; FLOW OF FLUIDS; NEURAL NETWORKS; THERMAL EFFECTS; VELOCITY CONTROL;

SENSORS;

EID: 31044435491     PISSN: 09244247     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sna.2005.09.020     Document Type: Article

References (33)

1. S. Kalogirou Artificial intelligence for the modeling and control of combustion processes: a review Prog. Energy Combust. Sci. 29 6 2003 515 566
2. R. Isermann, and N. Müller Design of computer controlled combustion engines Mechatronics 13 10 2003 1067 1089
3. M. Hafner, M. Schüler, O. Nelles, and R. Isermann Fast neural networks for diesel engine control design Contr. Eng. Practice 8 11 2000 1211 1221
4. T. Slanvetpan, R. Barat, and J. Stevens Process control of a laboratory combustor using artificial neural networks Comput. Chem. Eng. 27 11 2003 1605 1616
5. C. Noeres, K. Dadhe, R. Gesthuisen, S. Engell, and A. Górak Model-based design, control and optimisation of catalytic distillation processes Chem. Eng. Process. 43 3 2004 421 434
6. A. Datta, M. Hareesh, P. Kalra, B. Deo, and R. Boom Adaptive neural net (ANN) models for desulphurization of hot metal and steel Steel Res. 65 11 1994 466 471
7. M.S. Ashhab A combination of neural net modeling and constrained optimization towards inverse control Proceedings of the Fourth IASTED International Conference on Modeling, Simulation and Optimization Kauai, USA 2004 66 71
8. H.H. Bruun Hot-wire Anemometry. Principles and Signal Analysis 1995 Oxford University Press Oxford
9. N.P. Cheremisinoff, and P.N. Cheremisinoff Flow Measurement for Engineers and Scientists 1988 Marcel Dekker New York
10. A.B. Bauer Direct measurement of velocity by hot-wire anemometry AIAA J. 3 1965 1189 1191
11. I.H. Tombach, Velocity measurements with a new probe in inhomogeneous turbulent jets, Ph.D. Dissertation, California Institute of Technology, 1969.
12. L.J.S. Bradbury, and I.P. Castro A pulsed-wire technique for measurements in highly turbulent flows J. Fluid Mech. 49 1971 657 691
13. L.J.S. Bradbury Measurements with a pulsed-wire and a hot-wire anemometer in the highly turbulent wake of a normal flat plate J. Fluid Mech. 77 1976 473 497
14. M. Jaroch Development and testing of pulsed-wire probes for measuring fluctuating quantities in highly turbulent flows Exp. Fluids 3 1985 315 322
15. I.P. Castro Pulsed wire anemometry Proceedings of the Second World Conference on Experimental Heat Transfer, Fluid Mechanics and Thermodynamics Dubrovnik, Yugoslavia 1991 202 211
16. S.S. Kang, B.R. Patel, K.M. Kothari, Gas flowmeter using thermal time-of-flight principle, U.S. Patent 5,347,876 (1994).
17. J.H. Jerman, R.E. Toth, D.A. Winchell, D.W. Pennington, Pulsed thermal flow sensor system, U.S. Patent 5,533,412 (1996).
18. A. Al-Salaymeh, and F. Durst Development and testing of a novel single-wire sensor for wide range flow velocity measurements Meas. Sci. Technol. 15 2004 1 12
19. C. Norberg An experimental investigation of the flow around a circular cylinder: influence of aspect ratio J. Fluid Mech. 258 1994 287 316
20. D.C. Collis, and M.J. Williams Two-dimensional convection from heated wires at low Reynolds numbers J. Fluid Mech. 6 1959 357 384
21. F. Durst, A. Al-Salaymeh, and J. Jovanović Theoretical and experimental investigations of a wide range thermal velocity sensor Meas. Sci. Technol. 12 2001 223 237
22. R.A. Antonia, L.W.B. Browne, and A.J. Chambers Determination of time constants of cold wires Rev. Sci. Instrum. 52 1981 1382 1385
23. L.J.W. Graham, and K. Bremhorst Instantaneous time-constant adjustment of cold-wires acting as resistance thermometers when using multi-wire anemometer probes Meas. Sci. Technol. 2 1991 238 241
24. A. Al-Salaymeh, Flow velocity and volume flow rate sensors with a wide band width, Ph.D. Dissertation, Technischen Fakultät der Universität Erlangen-Nürnberg, 2001.
25. F. Durst, A. Al-Salaymeh, P. Bradshaw, and J. Jovanović The development of a pulsed-wire probe for measuring flow velocity with a wide bandwidth Int. J. Heat Fluid Flow 24 2003 1 13
26. G.E. Andrews, D. Bradely, and G.F. Hundy Hot wire anemometer calibration for measurements of small gas velocities Int. J. Heat Mass Transfer 15 1972 1765 1786
27. P.W. Bearman, Corrections for the effect of ambient temperature drift on hot-wire measurements in incompressible flow, Dansk Industri Syndikat Aktieselskab Information No. 11, 1971, pp. 25-30.
28. K. Bremhorst Effect of fluid temperature on hot-wire anemometers and an improved method of temperature compensation and linearization without use of small signal sensitivities J. Phys. E: Sci. Instrum. 18 1985 44 49
29. G.B. Crowell Jr., H.W. Daniel, and D.B. Henery Comparison of temperature correction methods for hot wire anemometers Trans. ASME 31 5 1988
30. D. Patterson Introduction to Artificial Intelligence & Expert Systems 1990 Prentice-Hall Englewood Cliffs, NJ
31. S. Haykin Neural Networks: A Comprehensive Foundation 1998 Prentice-Hall Englewood Cliffs, NJ
32. G. Cybenko Approximations by superpositions of a sigmoidal function Math. Contr. Signal Syst. 2 4 1989 303 314
33. K. Funahashi On the approximate realization of continuous mappings by neural networks Neural Networks 2 3 1989 183 192