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  Authors

Aquib zaki imam baig

  Keywords

value Factors, Artificial Neural Network System, Feed Forward Network, Multilayer Perceptron, Back Propagation Error, Developing the model.

  Abstract


Cost estimation is associate experience-based task, that involves evaluations of unknown circumstances and sophisticated relationships of cost-influencing factors. a man-made neural network (ANN) is associate analogy-based method, that most closely fits the value prognostication domain. the first benefits of ANNs embrace their ability to find out by examples (past projects), and to generalize solutions for forthcoming applications (future projects). Construction value prediction is very important for construction corporations to vie and grow within the business. correct construction value prediction within the early stage of project is very important for project feasibleness studies and self-made completion. There square measure several factors that have an effect on the value prediction. This analysis presents the comparison between ANN and SVM. the target of this paper is to develop neural networks and multilayer perceptron primarily based model for construction value prediction. Estimating construction prices and predicting worth increase square measure major steps for project house owners, estimators, and contractors. Therefore, the value estimation plays a major role in construction project choices and represents the foremost necessary corner in iron triangle of construction management. This project is enforced on actual website case study placed at Ambegaon Pune underneath the management of SP Construction Pune (Ganesh Construction).In order to success the development comes we want technique to estimate the value with high degree of accuracy and fewer error. within the gift investigation, the model designed by applying each quantitative approach and qualitative approach to spot the factors (variables) as inputs of the model. eighty five comes square measure used for developing, coaching and testing the ANNs model, the output of this model is that the expected construction prices of the comes. To validate the model, fourteen comes as sample have tested to predict the value with high degree accuracy and acceptable error. client price level, value of construction materials, style of building, market conditions, structural system, site Area, style of block, different Supplementary buildings, location of the Project, project Size, style of foundation, building closeness, and fluctuation within the Currency square measure the most factors moving in construction buildings prices. These factors are used as inputs in ANN model and every one information is extracted from the historical comes, the model has been developed and trained for seventy comes and compared the particular value with foreseen value. The model was valid throughout sample of comes. one3- 17- 1 model was the most effective between fifteen models square measure developed, 6 June 1944 is that the mean absolute share error for model is tested. The results square measure clearly provided a decent indicator for predicting the development buildings prices within the future with high degree of accuracy.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2107335

  Paper ID - 210048

  Author type - Indian Author

  Page Number(s) - d27-d34

  Pubished in - Volume 9 | Issue 7 | July 2021

  DOI (Digital Object Identifier) -   

  No Of Downloads - 944

  Author Country - India, 411039, PUNE, PUNE, 411039, Science and Technology

  Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Published Paper PDF : - http://www.ijcrt.org/papers/IJCRT2107335

  Published Paper URL: : - http://ijcrt.org/viewfull.php?&p_id=IJCRT2107335

  Published Paper PDF Downlaod: - download.php?file=IJCRT2107335

  Cite this article

Aquib zaki imam baig,   "PREDICTION OF CONSTRUCTION COST BY NEURAL NETWORK", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.9, Issue 7, pp.d27-d34, July 2021, Available at :http://www.ijcrt.org/papers/IJCRT2107335.pdf

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