This paper describes the application, through examples and comparisons, of artificial intelligence including neural networks, fuzzy logic, genetic algorithms in three levels of computer aided boiler design: design by mathematical modelling, design by optimization and design by knowledge-based systems. It reviews the state-of-the-art situation and trends for future development in boiler design practice.
McCullockW. S.PittsW.A logical calculus of the ideas immanent in nervous activityBull. Math. Biophysics, 1943, 5, 115–133.
2.
HaykinS.Neural Networks: A Comprehensive Foundation, 1994 (Macmillian College Publishing Company, New York).
3.
GuoZ.UhrigR. G.Nuclear power plant performance study by using neural networks. IEEE Trans, on Nucl. Sci., 1992, 39, 915–918.
4.
BrownM. D.IrwinG. W.HoggB. W.SwidenbankE.Modelling and control of generating units using neural network techniques. Proceedings of IEEE Conference on Control Applications, Glasgow, 1994, pp. 735–740 (Institute of Electrical and Electronics Engineers, New York).
5.
DhingraA. K.RaoS. S.A neural network based approach to mechanical design optimisationEngng Optimisation, 1992, 20, 187–203.
6.
MurtyV. V.SreedharR.FernandezB.MasadaG. Y.HillA. S.Boiler system identification using sparse neural networks. Proceedings of ASME Winter Meeting, New Orleans, 1993, pp. 103–111 (American Society of Mechanical Engineers, New York).
7.
ZadehL.Fuzzy setsInf. and Control, 1965, 8, 338–353.
8.
ZadehL.Outline of a new approach to the analysis of complex systems and decision processes. IEEE Trans., System. Man and Cybernetics, 1973, SMC-3, 28–44.
9.
RossT. J.Fuzzy Logic with Engineering Applications, 1995, (McGraw-Hill, New York).
10.
LinC.-Y.HajelaP.Genetic algorithms in structural optimisation problems with discrete and integer variablesJ. Engng Optimisation, 1992, 19, 309–327.
11.
ButlerA. C.RaoS. S.LeClairS. R.Fuzzy computer-aided design of process manufacturing facilitiesRes. Engng Des., 1995, 7, 126–150.
12.
HellendoornH.Design and development of fuzzy systems at Siemens R&D. IEEE Trans., 1993, 1365–1370.
13.
HollandJ. H.Adaption in Natural and Artificial Systems, 1975 (University of Michigan Press, Michigan).
14.
GoldbergD. E.Genetic Algorithms in Search, Optimisation and Machine Learning, 1987 (Addison-Wesley, New York).
15.
MitchellM.An Introduction to Genetic Algorithms, 1996 (MIT Press, Cambridge, Massachusetts).
16.
StenderJ. E.HillebrandKingdonJ. (Eds) Genetic Algorithms in Optimisation, Simulation and Modelling, 1994 (IOS Press, Amsterdam).
17.
ForrestS.Genetic algorithms: Principles of natural selection applied to computationScience, 1993, 261, 872–878.
18.
FivelandW. A.LathamC. E.Use of numerical modelling in the design of a low NOx burner of utility boilers. Combust. Sci. Technol., 1993, 93, 53–72.
19.
WhittackerT. J. T.ThornhillD.LuS.MitchellD.Integration of design systems for energy applications. Des. Stud., 1995, 16,415–428.
20.
LuS.HoggB. W.Power plant analyser—a computer code for power plant operation studiesIEEE Trans. on Energy Conversion, 1996, 11, 742–747.
21.
LuS.SwidenbankE.HoggB. W.An object-oriented power plant adaptive control system design toolIEEE Trans, on Energy Conversion, 1995, 10, 600–605.
22.
LuS.HoggB. W.LiN.An integration average model for boiler evaporation system simulationSCS Simulation Ser., 1993, 25(4), 169–174.
23.
LuS.HoggB. W.Predictive co-ordinated control for power plant steam pressure and power outputControl Engng Practice, 1997, 5,79–84.
24.
FletcherR.Practical Methods of Optimisation, 1990 (John Wiley, New York).
25.
BorchersB.MitchellJ. E.An improved branch and bound algorithm for mixed integer nonlinear programsComputers Ops Res., 1994, 21, 359–367.
26.
FuJ. F.FentonR. G.CleghornW. L.A mixed integer-discrete-continuous programming method and its application to engineering design optimizationEngng Optimisation, 1991, 17,263–280.
27.
KirkpatrickS.GelattJ. R.VecchiM. P.Optimization by simulated annealingScience, 1983, 220, 671–678.
28.
KowalskiJ.Polyoptimization problem for boiler drum design. Int.J. Pressure Vessels and Piping, 1989, 39, 157–169.
29.
LuS.HoggB. W.Heuristics of mixed continuous-discrete nonlinear programs for power engineering design. IEEE Trans. on Energy Conversion (submitted).
30.
WernerF.Some relations between neighbourhood graphs for a permutation problemOptimization, 1991, 22, 297–306.
31.
ZhangC.WangH.-P.Mixed-discrete nonlinear optimization with simulated annealingEngng Optimisation, 1993, 21,277–291.
32.
DixonJ. R.Knowledge-based systems for designTrans. ASME, J. Mech. Des., 1995, 117B, 11–16.
33.
BasuP.MitraS.Application of an expert system to the design of furnace of circulating fluidized bed boilerTrans. ASME, J. Engng for Gas Turbines and Power, 1994, 116, 462–467.
34.
CollinsJ. A.Practising engineer's experiences in overcoming inherent designInt. J. Pressure Vessels and Piping, 1995, 61, 157–175.
35.
LiuT. I.YangX. M.KalamburG. J.Design for machining using expert system and fuzzy logic approachJ. Mater. Engng and Performance, 1995, 4, 599–609.
