4.6 Article

The Engineering Machine-Learning Automation Platform (EMAP): A Big-Data-Driven AI Tool for Contractors' Sustainable Management Solutions for Plant Projects

Related references

Note: Only part of the references are listed.
Article Management

An artificial neural network approach for cost estimation of engineering services

Erik Matel et al.

Summary: In the construction industry, accurate cost estimation is crucial for companies to remain competitive in the market. Traditional methods of cost estimation are slow and inaccurate due to limited knowledge about project scope and details. With the advancement of computing power, Machine Learning-based approaches, such as Artificial Neural Networks (ANNs), are being used for more accurate and reliable cost estimation even with insufficient details during the tendering phase. However, there is limited research on the development and application of ML-based methods for engineering consultancy firms. This study presents an ANN approach for cost estimation in engineering services, achieving a 14.5% improvement in accuracy compared to other similar works.

INTERNATIONAL JOURNAL OF CONSTRUCTION MANAGEMENT (2022)

Article Energy & Fuels

AI and Text-Mining Applications for Analyzing Contractor's Risk in Invitation to Bid (ITB) and Contracts for Engineering Procurement and Construction (EPC) Projects

Su Jin Choi et al.

Summary: This study developed two core modules for a digital EPC contract risk analysis tool to help contractors identify and manage risk provisions. By automatically extracting risk-involved clauses and building a machine learning model, the accuracy rates of risk clause extraction were improved.

ENERGIES (2021)

Article Chemistry, Multidisciplinary

Bi-LSTM Model to Increase Accuracy in Text Classification: Combining Word2vec CNN and Attention Mechanism

Beakcheol Jang et al.

APPLIED SCIENCES-BASEL (2020)

Article Engineering, Marine

Developing a predictive maintenance model for vessel machinery

Veronica Jaramillo Jimenez et al.

JOURNAL OF OCEAN ENGINEERING AND SCIENCE (2020)

Article Construction & Building Technology

Performance evaluation of normalization-based CBR models for improving construction cost estimation

Joseph Ahn et al.

AUTOMATION IN CONSTRUCTION (2020)

Article Public Administration

Big Data and AI - A transformational shift for government: So, what next for research?

Irina Pencheva et al.

PUBLIC POLICY AND ADMINISTRATION (2020)

Article Management

EPC 4.0: The quest for reducing CAPEX in EPC projects

Reinhard F. Wagner

ORGANIZATION TECHNOLOGY AND MANAGEMENT IN CONSTRUCTION (2020)

Article Computer Science, Interdisciplinary Applications

Development of Automatic-Extraction Model of Poisonous Clauses in International Construction Contracts Using Rule-Based NLP

JeeHee Lee et al.

JOURNAL OF COMPUTING IN CIVIL ENGINEERING (2019)

Article Transportation Science & Technology

Predictive maintenance using tree-based classification techniques: A case of railway switches

Zaharah Allah Bukhsh et al.

TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES (2019)

Review Computer Science, Interdisciplinary Applications

A systematic literature review of machine learning methods applied to predictive maintenance

Thyago P. Carvalho et al.

COMPUTERS & INDUSTRIAL ENGINEERING (2019)

Article Construction & Building Technology

Investigating profitability performance of construction projects using big data: A project analytics approach

Muhammad Bilal et al.

JOURNAL OF BUILDING ENGINEERING (2019)

Review Computer Science, Information Systems

Text Classification Algorithms: A Survey

Kamran Kowsari et al.

INFORMATION (2019)

Article Construction & Building Technology

Fuzzy Cognitive Map Approach to Analyze Causes of Change Orders in Construction Projects

Mostafa Khanzadi et al.

JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT (2018)

Article Construction & Building Technology

Fuzzy Cognitive Map Approach to Analyze Causes of Change Orders in Construction Projects

Mostafa Khanzadi et al.

JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT (2018)

Article Construction & Building Technology

Retrieving similar cases for construction project risk management using Natural Language Processing techniques

Yang Zou et al.

AUTOMATION IN CONSTRUCTION (2017)

Article Computer Science, Interdisciplinary Applications

Semantic NLP-Based Information Extraction from Construction Regulatory Documents for Automated Compliance Checking

Jiansong Zhang et al.

JOURNAL OF COMPUTING IN CIVIL ENGINEERING (2016)

Article Computer Science, Artificial Intelligence

Mean Absolute Percentage Error for regression models

Arnaud de Myttenaere et al.

NEUROCOMPUTING (2016)

Article Computer Science, Artificial Intelligence

Developing taxonomy for the domain ontology of construction contractual semantics: A case study on the AIA A201 document

Jia Niu et al.

ADVANCED ENGINEERING INFORMATICS (2015)

Article Construction & Building Technology

Predicting construction cost overruns using text mining, numerical data and ensemble classifiers

Trefor P. Williams et al.

AUTOMATION IN CONSTRUCTION (2014)

Article Construction & Building Technology

Retrieving similar cases for alternative dispute resolution in construction accidents using text mining techniques

Hongqin Fan et al.

AUTOMATION IN CONSTRUCTION (2013)

Article Computer Science, Artificial Intelligence

Gradient boosting machines, a tutorial

Alexey Natekin et al.

FRONTIERS IN NEUROROBOTICS (2013)

Article Computer Science, Information Systems

A break in the clouds

Luis M. Vaquero et al.

ACM SIGCOMM Computer Communication Review (2009)

Article Statistics & Probability

Regularization and variable selection via the elastic net

H Zou et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2005)

Article Statistics & Probability

Greedy function approximation: A gradient boosting machine

JH Friedman

ANNALS OF STATISTICS (2001)

Article Computer Science, Artificial Intelligence

PCA versus LDA

AM Martìnez et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2001)