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A preliminary estimate of time and cost in urban road construction using neural networks

Igor Peško   ORCID icon orcid.org/0000-0001-9098-3642 ; University of Novi Sad, Faculty of Technical Sciences, Department of Civil Engineering and Geodesy, Trg Dositeja Obradovica 6, 21000 Novi Sad, Republic of Serbia
Milan Trivunić ; University of Novi Sad, Faculty of Technical Sciences, Department of Civil Engineering and Geodesy, Trg Dositeja Obradovica 6, 21000 Novi Sad, Republic of Serbia
Goran Cirović   ORCID icon orcid.org/0000-0001-7419-8695 ; University of Belgrade, Belgrade University College of Applied Studies in Civil Engineering and Geodesy, Department of Civil Engineering, Hajduk Stankova 2, 11000 Belgrade, Republic of Serbia
Vladimir Mučenski   ORCID icon orcid.org/0000-0001-9830-4747 ; University of Novi Sad, Faculty of Technical Sciences, Department of Civil Engineering and Geodesy, Trg Dositeja Obradovica 6, 21000 Novi Sad, Republic of Serbia

Puni tekst: engleski, pdf (1 MB) str. 563-570 preuzimanja: 261* citiraj
APA 6th Edition
Peško, I., Trivunić, M., Cirović, G. i Mučenski, V. (2013). A preliminary estimate of time and cost in urban road construction using neural networks. Tehnički vjesnik, 20 (3), 563-570. Preuzeto s https://hrcak.srce.hr/104086
MLA 8th Edition
Peško, Igor, et al. "A preliminary estimate of time and cost in urban road construction using neural networks." Tehnički vjesnik, vol. 20, br. 3, 2013, str. 563-570. https://hrcak.srce.hr/104086. Citirano 08.03.2021.
Chicago 17th Edition
Peško, Igor, Milan Trivunić, Goran Cirović i Vladimir Mučenski. "A preliminary estimate of time and cost in urban road construction using neural networks." Tehnički vjesnik 20, br. 3 (2013): 563-570. https://hrcak.srce.hr/104086
Harvard
Peško, I., et al. (2013). 'A preliminary estimate of time and cost in urban road construction using neural networks', Tehnički vjesnik, 20(3), str. 563-570. Preuzeto s: https://hrcak.srce.hr/104086 (Datum pristupa: 08.03.2021.)
Vancouver
Peško I, Trivunić M, Cirović G, Mučenski V. A preliminary estimate of time and cost in urban road construction using neural networks. Tehnički vjesnik [Internet]. 2013 [pristupljeno 08.03.2021.];20(3):563-570. Dostupno na: https://hrcak.srce.hr/104086
IEEE
I. Peško, M. Trivunić, G. Cirović i V. Mučenski, "A preliminary estimate of time and cost in urban road construction using neural networks", Tehnički vjesnik, vol.20, br. 3, str. 563-570, 2013. [Online]. Dostupno na: https://hrcak.srce.hr/104086. [Citirano: 08.03.2021.]
Puni tekst: hrvatski, pdf (1 MB) str. 563-570 preuzimanja: 497* citiraj
APA 6th Edition
Peško, I., Trivunić, M., Cirović, G. i Mučenski, V. (2013). Preliminarna procjena vremena i troškova izgradnje gradskih prometnica primjenom neuronskih mreža. Tehnički vjesnik, 20 (3), 563-570. Preuzeto s https://hrcak.srce.hr/104086
MLA 8th Edition
Peško, Igor, et al. "Preliminarna procjena vremena i troškova izgradnje gradskih prometnica primjenom neuronskih mreža." Tehnički vjesnik, vol. 20, br. 3, 2013, str. 563-570. https://hrcak.srce.hr/104086. Citirano 08.03.2021.
Chicago 17th Edition
Peško, Igor, Milan Trivunić, Goran Cirović i Vladimir Mučenski. "Preliminarna procjena vremena i troškova izgradnje gradskih prometnica primjenom neuronskih mreža." Tehnički vjesnik 20, br. 3 (2013): 563-570. https://hrcak.srce.hr/104086
Harvard
Peško, I., et al. (2013). 'Preliminarna procjena vremena i troškova izgradnje gradskih prometnica primjenom neuronskih mreža', Tehnički vjesnik, 20(3), str. 563-570. Preuzeto s: https://hrcak.srce.hr/104086 (Datum pristupa: 08.03.2021.)
Vancouver
Peško I, Trivunić M, Cirović G, Mučenski V. Preliminarna procjena vremena i troškova izgradnje gradskih prometnica primjenom neuronskih mreža. Tehnički vjesnik [Internet]. 2013 [pristupljeno 08.03.2021.];20(3):563-570. Dostupno na: https://hrcak.srce.hr/104086
IEEE
I. Peško, M. Trivunić, G. Cirović i V. Mučenski, "Preliminarna procjena vremena i troškova izgradnje gradskih prometnica primjenom neuronskih mreža", Tehnički vjesnik, vol.20, br. 3, str. 563-570, 2013. [Online]. Dostupno na: https://hrcak.srce.hr/104086. [Citirano: 08.03.2021.]

Sažetak
Business carried out by construction companies is based on the implementation of agreed projects within the agreed cost and time limits. The contractor's estimation of a project goes through several phases. A preliminary estimate of the duration and cost of a construction is essential and is the first phase of the estimate, in fact, it is one of the most important phases considering that it is the basis for any decision concerning involvement in the potential project. The contractor’s reply to the investor regarding involvement in the potential project must be submitted on time, it must be accurate enough and with the minimum cost invested in the analysis. Analyses conducted within the research presented in this paper confirm that artificial neural networks (ANN) offer the possibility of satisfying all three criteria. That is, ANNs provide satisfactory accuracy for the preliminary estimate of the duration and cost of projects with the minimum engagement of resources to implement the above analysis.

Ključne riječi
artificial neural networks; cost and duration estimation; normalization; road construction

Hrčak ID: 104086

URI
https://hrcak.srce.hr/104086

[hrvatski]

Posjeta: 1.146 *