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 intelligence and parametric construction cost estimate modeling: State-of-the-art review

HH Elmousalami - Journal of Construction Engineering and …, 2020 - ascelibrary.org
This study reviews the common practices and procedures conducted to identify the cost
drivers that the past literature has classified into two main categories: qualitative and …

Machine learning-aided engineering services' cost overruns prediction in high-rise residential building projects: Application of random forest regression

S Shoar, N Chileshe, JD Edwards - Journal of Building Engineering, 2022 - Elsevier
Current approaches to automating cost estimation mainly focus on construction costs. Yet,
the two main services provided by design firms, namely 'designing the project', and …

Novel machine-learning model for estimating construction costs considering economic variables and indexes

MH Rafiei, H Adeli - Journal of construction engineering and …, 2018 - ascelibrary.org
In addition to materials, labor, equipment, and method, construction cost depends on many
other factors such as the project locality, type, construction duration, scheduling, and the …

[HTML][HTML] Case-based reasoning approach for decision-making in building retrofit: A review

Y Li, H Du, SB Kumaraswamy - Building and Environment, 2024 - Elsevier
The rapid development of computer science has brought inspirations to building retrofit.
Artificial intelligence (AI) provides more possibilities in decision-making for building retrofit …

Maintenance cost prediction for aging residential buildings based on case-based reasoning and genetic algorithm

N Kwon, K Song, Y Ahn, M Park, Y Jang - Journal of Building Engineering, 2020 - Elsevier
Building maintenance has been considered a crucial part of the life cycle of a building as the
number of aged buildings is increasing globally. A number of maintenance-related problems …

The role of information technologies to address data handling in construction project management

M Martínez-Rojas, N Marín, MA Vila - Journal of Computing in Civil …, 2016 - ascelibrary.org
Construction is an extremely information-dependent industry in which a project's success
largely depends on good access to and management of data. Effective project management …

An integrated system of text mining technique and case-based reasoning (TM-CBR) for supporting green building design

L Shen, H Yan, H Fan, Y Wu, Y Zhang - Building and Environment, 2017 - Elsevier
Green building has been commonly accepted as an important strategy adopted by
governments around the world for mitigating climate change and energy shortage problem …

Research trends on machine learning in construction management: a scientometric analysis

TN Van, TN Quoc - Journal of Applied Science and Technology Trends, 2021 - jastt.org
Abstract Machine learning plays a vital role in construction industry which could make
improve project's safety, productivity, and quality. Many studies have attempted to explore …

Using intelligent techniques in construction project cost estimation: 10‐year survey

AO Elfaki, S Alatawi… - Advances in Civil …, 2014 - Wiley Online Library
Cost estimation is the most important preliminary process in any construction project.
Therefore, construction cost estimation has the lion's share of the research effort in …