Conceptual Cost Estimation Model for Engineering Services in Public Construction Projects
Autor: | Ahmad Al-Daraiseh, Mohammad El-Mashaleh, Khaled Hesham Hyari |
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Rok vydání: | 2016 |
Předmět: |
Estimation
Engineering Call for bids Cost estimate Scope (project management) business.industry Strategy and Management 0211 other engineering and technologies General Engineering Pre-construction services 02 engineering and technology Building and Construction Management Science and Operations Research Cost contingency Engineering management Cost estimation models 021105 building & construction Industrial relations 0202 electrical engineering electronic engineering information engineering Cost engineering Systems engineering 020201 artificial intelligence & image processing business |
Zdroj: | Journal of Management in Engineering. 32 |
ISSN: | 1943-5479 0742-597X |
DOI: | 10.1061/(asce)me.1943-5479.0000381 |
Popis: | Cost estimation for public projects includes, but is not limited to, construction costs and engineering services costs. The available cost estimation models for these projects focus on the construction phase, with little or no consideration given to engineering services. This paper presents an artificial neural network model for the conceptual cost estimation of engineering services for public construction projects that considers both design costs and construction supervision costs. In developing the model, the authors first identify the factors that influence the cost of engineering services, and then apply a suitable artificial neural network for a cost estimation model. The model predicts the cost of engineering services as a percentage of construction cost based on project type, engineering services category, project location, and project scope. The model is trained on a data set obtained from the Governmental Tenders Department in Jordan, and then tested on some core data samples that had not... |
Databáze: | OpenAIRE |
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