Cost estimation and prediction in construction projects: A systematic review on machine learning techniques

S Tayefeh Hashemi, OM Ebadati, H Kaur - SN Applied Sciences, 2020 - Springer
Construction cost predictions to reduce time risk assessment are indispensable steps for
process of decision-making of managers. Machine learning techniques need adequate …

Artificial neural networks for construction management: a review

PS Kulkarni, SN Londhe, M Deo - Journal of Soft Computing in Civil …, 2017 - jsoftcivil.com
Construction Management (CM) has to deal with a variety of uncertainties related to Time,
Cost, Quality, and Safety, to name a few. Such uncertainties make the entire construction …

Mathematical modelling of embodied energy, greenhouse gases, waste, time–cost parameters of building projects: A review

FH Abanda, JHM Tah, FKT Cheung - Building and environment, 2013 - Elsevier
The construction industry including its support industries is one of the highest consumers of
natural resources. In the act of consumption of natural resources during construction …

Causes of problems in post-disaster emergency re-construction projects—Iraq as a case study

RA Waheeb, BS Andersen - Public Works Management & …, 2022 - journals.sagepub.com
This study examines the causes of time delays and cost overruns in a selection of thirty post-
disaster reconstruction projects in Iraq. Although delay factors have been studied in many …

A CBR-based hybrid model for predicting a construction duration and cost based on project characteristics in multi-family housing projects

CW Koo, TH Hong, CT Hyun… - Canadian Journal of Civil …, 2010 - cdnsciencepub.com
Decision-making in the early stage of a project has a significant impact on the project.
However, limited and uncertain information on the project and a complex correlation among …

Factors influencing the construction cost of industrialised building system (IBS) projects

NAA Bari, R Yusuff, N Ismail, A Jaapar… - Procedia-Social and …, 2012 - Elsevier
This paper presents the results of a survey of factors influencing the construction costs of
Industrialised Building System (IBS) projects in Malaysia. The aim of the study was to …

Predictive analytics for early-stage construction costs estimation

SL Castro Miranda, E Del Rey Castillo, V Gonzalez… - Buildings, 2022 - mdpi.com
Low accuracy in the estimation of construction costs at early stages of projects has driven
the research on alternative costing methods that take advantage of computing advances …

Estimation of costs and durations of construction of urban roads using ANN and SVM

I Peško, V Mučenski, M Šešlija, N Radović… - …, 2017 - Wiley Online Library
Offer preparation has always been a specific part of a building process which has significant
impact on company business. Due to the fact that income greatly depends on offer's …

Cost prediction of building projects using the novel hybrid RA-ANN model

Y Wang, J Zuo, M Pan, B Tu, RD Chang… - Engineering …, 2024 - emerald.com
Purpose Accurate and timely cost prediction is critical to the success of construction projects
which is still facing challenges especially at the early stage. In the context of rapid …

[PDF][PDF] Artificial neural networks in construction engineering and management

BS Waziri, K Bala, SA Bustani - International Journal of …, 2017 - researchgate.net
Artificial Neural Networks has gained considerable application in construction engineering
and management in recent time. Over 100 resources published in refereed journals and …