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Pregled bibliografske jedinice broj: 31995

Genetic Algorithm in Optimal Control of Nonstationary Pipeline Flows


Vuković, Senka; Sopta, Luka
Genetic Algorithm in Optimal Control of Nonstationary Pipeline Flows // Proceedings of the 15th International Congress "Energy and Environment" / Franković, Bernard (ur.).
Rijeka, 1998. (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


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Naslov
Genetic Algorithm in Optimal Control of Nonstationary Pipeline Flows

Autori
Vuković, Senka ; Sopta, Luka

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 15th International Congress "Energy and Environment" / Franković, Bernard - Rijeka, 1998

Skup
15th International Congress "Energy and Environment"

Mjesto i datum
Opatija, Hrvatska, 28.10.1998. - 30.10.1998

Vrsta sudjelovanja
Poster

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
nonstationary pipeline flow; genetic algorithm; chromosome coding; selection; crossover; mutation; optimal control; model parameter calibration

Sažetak
The problems of optimal control of nonstationary liquid-gas mixture flows in pipelines have a vast range from optimal model-parameter calibration, through minimization of pressure oscillations, up to optimal pipeline design. The mathematical model of simulation leads to highly irregular optimization goal functions, so a global optimum finding and gradient free optimization method must be applied. Such a method is the genetic algorithm (GA) created by Goldberg. In this paper the questions of variable coding, of choice of GA operator variations and of different probability values, as applied to the optimal control of nonstationary pipeline flows are discussed. Also an application of GA to an optimal model parameter calibration problem is presented. Using GA the friction factors in different sections of the pipeline that is the water conducting system of the hydroelectric power plant "Vinodol" are found that minimize the difference between the calculated and measured pressures values. The result is very satisfying and could not be obtained by any other optimization method.

Izvorni jezik
Engleski

Znanstvena područja
Strojarstvo



POVEZANOST RADA


Projekti:
069002

Ustanove:
Tehnički fakultet, Rijeka

Profili:

Avatar Url Luka Sopta (autor)

Avatar Url Senka Maćešić (autor)


Citiraj ovu publikaciju:

Vuković, Senka; Sopta, Luka
Genetic Algorithm in Optimal Control of Nonstationary Pipeline Flows // Proceedings of the 15th International Congress "Energy and Environment" / Franković, Bernard (ur.).
Rijeka, 1998. (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Vuković, S. & Sopta, L. (1998) Genetic Algorithm in Optimal Control of Nonstationary Pipeline Flows. U: Franković, B. (ur.)Proceedings of the 15th International Congress "Energy and Environment".
@article{article, author = {Vukovi\'{c}, Senka and Sopta, Luka}, editor = {Frankovi\'{c}, B.}, year = {1998}, keywords = {nonstationary pipeline flow, genetic algorithm, chromosome coding, selection, crossover, mutation, optimal control, model parameter calibration}, title = {Genetic Algorithm in Optimal Control of Nonstationary Pipeline Flows}, keyword = {nonstationary pipeline flow, genetic algorithm, chromosome coding, selection, crossover, mutation, optimal control, model parameter calibration}, publisherplace = {Opatija, Hrvatska} }
@article{article, author = {Vukovi\'{c}, Senka and Sopta, Luka}, editor = {Frankovi\'{c}, B.}, year = {1998}, keywords = {nonstationary pipeline flow, genetic algorithm, chromosome coding, selection, crossover, mutation, optimal control, model parameter calibration}, title = {Genetic Algorithm in Optimal Control of Nonstationary Pipeline Flows}, keyword = {nonstationary pipeline flow, genetic algorithm, chromosome coding, selection, crossover, mutation, optimal control, model parameter calibration}, publisherplace = {Opatija, Hrvatska} }




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