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TECHNICAL PAPERS: Gas Turbines: Environmental and Regulatory Affairs

A Neural Network Simulator of a Gas Turbine With a Waste Heat Recovery Section

[+] Author and Article Information
C. Boccaletti, G. Cerri, B. Seyedan

Department of Mechanical and Industrial Engineering, University ROMA TRE, Roma, Italy

J. Eng. Gas Turbines Power 123(2), 371-376 (Jan 01, 2001) (6 pages) doi:10.1115/1.1361062 History: Received February 01, 2000; Revised January 01, 2001
Copyright © 2001 by ASME
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References

Parrella, M., Frangopoulos, C. A., Pitt, R. U., Cerri, G., Williams, B. C., Vignolini, M., Psychogios, J., and Salvador, S., 1999, “Optimum Management System with Environment Monitoring,” OMSEM Publishable Report, The European Commission Non Nuclear Energy Program, JOULE III.
Cerri, G., Monacchia, S., and Seyedan, B., 1999, “Optimum Load Allocation in Cogeneration Gas-Steam Combined Plants,” ASME paper 99-GT-6, International Gas Turbine and Aero Engine Congress and Exhibition, Indianapolis, June 7–10, 1999.
Cerri, G., 1996, “A Simultaneous Solution Method Based on A Modular Approach for Power Plant Analyses and Optimized Designs and Operations,” International Gas Turbine and Aeroengine Congress and Exhibition, Birmingham, UK, June 10–13, 1996.
Bohn, D., Dibellius, G. H., Pitt, R. U., Faatz, R., Cerri, G., and Salvini, C., 1992, “Study on Pressurized Fluidized Bed Combustion Combined Cycles with Gas Turbine Topping Cycle,” ASME paper 92-GT-343.
Bohn, D., Dibellius, G. H., Pitt, R. U., Faatz, R., Cerri, G., and Salvini, C., 1993, “Optimizing a Pressurized Fluidized Bed Combustion Combined Cycles with Gas Turbine Topping Cycle,” ASME paper 93-GT-390.
Cerri, G., 1982, “Parametric Analysis of Combined Gas-Steam Cycles,” American Society of Mechanical Engineers, Gas Turbine Division of the ASME, New York, Paper 82-GT-95.
Cerri,  G., Sorrenti,  A., and Zhang,  Q., 1997, “Optimization of Cleaning Timing and Load Allocation in Steam Generator Management,” Appl. Therm. Eng., 18, Nos. 3–4, pp. 111–120.
Hopfield,  J. J., and Tank,  D. W., 1986, “Computing With Neural Circuits: A Model Properties Like Those of Two State Neurons,” Science, 233, pp. 625–633.
Rumelhart, D. E., McClelland, J. L., and the PDP Research Group, 1987, “Parallel Distributed Processing: Explorations in the Microstructure of Cognition,” MIT Press, Cambridge, MA.
Sejnowski, T., and Rosenberg, C. R., 1986, “NETtalk: A Parallel Network That Learns to Read Aloud,” Technical Report No. JHU/EECS- 86/01, John Hopkins University, Baltimore, MD.
Boccaletti, C., Cerri, G., Khatri, D. S., and Seyedan, B., 1999, “An Application Of Neural Network In Combustion Processes Evaluations,” in Proceedings of International Conference on Enhancement and Promotion of Computational Methods in Engineering and Science (EPMESC VII), Macao, August 2–5, 1999.
Boccaletti, C., Cerri, G., Khatri, D. S., and Seyedan, B., 1999, “Neural Network Approach in Gas Expansion Evaluations,” in Fourteenth International Symposium on Airbreathing Engines (ISABE), Florence, Italy, September 5–10, 1999.

Figures

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Gas turbine power output versus gas expander exit temperature
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Waste heat recovery and water heater section
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Artificial neuron with activation function
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Feed-forward artificial neural network
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Optimization of the number of hidden neurons
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Optimization of the learning rate value
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Waste heat recovery and water heater section

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