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Title: Development of cost estimation models based on ANN ensembles and the SVM method
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Abstract:
Cost estimation, as one of the key processes in construction projects, provides the basis for a number of project-related decisions. This paper presents some results of studies on the application of artificial intelligence and machine learning in cost estimation. The research developed three original models based either on ensembles of neural networks or on support vector machines for the cost prediction of the floor structural frames of buildings. ; According to the criteria of general metrics (RMSE, MAPE), the three models demonstrate similar predictive performance. MAPE values computed for the training and testing of the three developed models range between 5% and 6%. The accuracy of cost predictions given by the three developed models is acceptable for the cost estimates of the floor structural frames of buildings in the early design stage of the construction project. Analysis of error distribution revealed a degree of superiority for the model based on support vector machines.
Description:
tytuł dodatkowy: Prace z Inżynierii Lądowej i Środowiska
Publisher:
Zielona Góra: Oficyna Wydawnicza Uniwersytetu Zielonogórskiego
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Source:
Civil and Environmental Engineering Reports (CEER), no 30, vol. 3
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License CC BY-NC-ND 3.0:
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Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Digital Library of Zielona Góra > Repository > Faculties > Construction department, Architecture and Environmental Engineering
- Digital Library of Zielona Góra > Repository > Types of work > Articles
- Digital Library of Zielona Góra > Repository > Scientific journals and UZ publishing series > Civil and Environmental Engineering Reports (CEER) > Civil and Environmental Engineering Reports (CEER) (2020)
Last modified:
Mar 23, 2023
In our library since:
Mar 23, 2023
Number of object content hits:
42
All available object's versions:
https://www.zbc.uz.zgora.pl/publication/79591
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Civil and Environmental Engineering Reports (CEER)
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Civil and Environmental Engineering Reports (CEER), no 33 (2023)
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Civil and Environmental Engineering Reports (CEER), no 32 (2022)
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Civil and Environmental Engineering Reports (CEER), no 31 (2021)
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Civil and Environmental Engineering Reports (CEER), no 30 (2020)
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Civil and Environmental Engineering Reports (CEER), no 30, vol. 1 (2020)
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Civil and Environmental Engineering Reports (CEER), no 30, vol. 2 (2020)
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Civil and Environmental Engineering Reports (CEER), no 30, vol. 3 (2020)
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- Evaluation of steel frame structures with the response of seismic isolators
- Development of cost estimation models based on ANN ensembles and the SVM method
- Application of buckling restrained braces to upgrade vertical stiffness of existing RC frames
- Elaboration of an expert system for sizing, designing and verifying flexible pavements
- Sustainable development of urban spaces towards climate protection and adaptation to its changes
- Performance evaluation of the base isolation technique on the blast mitigation of spatial structures
- Impact of elevated temperature on the properties of concretes reinforced with Alfa fiber
- Effects of steel fibres on fresh and hardened properties of cement concrete
- Physical characterization and durability of blended cements based on brick powder
- Stability of anchored retaining walls under seismic loading conditions to obtain minimal anchor lengths using the improved failure model
- Contribution to the study of soil stabilized by ballast columns
- Identification of biogenic sulphate corrosion of concrete in sewage treatment plant settling tank walls
- Analytical study on the behaviour of composite space truss structures with openings in a concrete slab
- Measurement of straightness and verticality of sheet piling
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Civil and Environmental Engineering Reports (CEER), no 30, vol. 4 (2020)
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Civil and Environmental Engineering Reports (CEER), no 30, vol. 1 (2020)
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Civil and Environmental Engineering Reports (CEER), no 29 (2019)
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Civil and Environmental Engineering Reports (CEER), no 28 (2018)
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Civil and Environmental Engineering Reports (CEER), no 27 (2017)
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Civil and Environmental Engineering Reports (CEER), no 26 (2017)
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Civil and Environmental Engineering Reports (CEER), no 25 (2017)
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Civil and Environmental Engineering Reports (CEER), no 24 (2017)
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Civil and Environmental Engineering Reports (CEER), no 23 (2016)
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Civil and Environmental Engineering Reports (CEER), no 22 (2016)
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Civil and Environmental Engineering Reports (CEER), no 21 (2016)
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Civil and Environmental Engineering Reports (CEER), no 20 (2016)
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Civil and Environmental Engineering Reports (CEER), no 19 (2015)
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Civil and Environmental Engineering Reports (CEER), no 18 (2015)
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Civil and Environmental Engineering Reports (CEER), no 17 (2015)
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Civil and Environmental Engineering Reports (CEER), no 16 (2015)
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Civil and Environmental Engineering Reports (CEER), no 15 (2014)
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Civil and Environmental Engineering Reports (CEER), no 14 (2014)
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Civil and Environmental Engineering Reports (CEER), no 13 (2014)
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Civil and Environmental Engineering Reports (CEER), no 12 (2014)
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Civil and Environmental Engineering Reports (CEER), no 11 (2013)
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Civil and Environmental Engineering Reports (CEER), no 10 (2013)
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Civil and Environmental Engineering Reports (CEER), no 9 (2012)
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Civil and Environmental Engineering Reports (CEER), no 8 (2012)
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Civil and Environmental Engineering Reports (CEER), no 7 (2011)
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Civil and Environmental Engineering Reports (CEER), no 6 (2011)
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Civil and Environmental Engineering Reports (CEER), no 5 (2010)
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Civil and Environmental Engineering Reports (CEER), no 4 (2010)
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Civil and Environmental Engineering Reports (CEER), no 3 (2009)
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Civil and Environmental Engineering Reports (CEER), no 2 (2007)
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Civil and Environmental Engineering Reports (CEER), no 1 (2005)
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Civil and Environmental Engineering Reports (CEER), no 33 (2023)
| Edition name | Date |
|---|---|
| Development of cost estimation models based on ANN ensembles and the SVM method | Mar 23, 2023 |
