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Abdelgawad, M A M (2011) Hybrid decision support system for risk criticality assessment and risk analysis, Unpublished PhD Thesis, , University of Alberta (Canada).
Al-Bataineh, M T (2008) Scenario-based planning for tunnelling construction, Unpublished PhD Thesis, , University of Alberta (Canada).
Allouche, E N (2001) A decision-support model for selection of a trenchless construction method, Unpublished PhD Thesis, , University of Alberta (Canada).
Alvanchi, A (2011) Incorporating the effects of complex dynamic interactions in the construction decision making process, Unpublished PhD Thesis, , University of Alberta (Canada).
Awad, A L S (2012) Intelligent contractor default prediction model for surety bonding in the construction industry, Unpublished PhD Thesis, , University of Alberta.
Azimi, R (2011) An integrated real-time control system for structural steel fabrication projects, Unpublished PhD Thesis, , University of Alberta (Canada).
Chehayeb, N N (1996) Simulation-based project control, Unpublished PhD Thesis, , University of Alberta (Canada).
Corona Suarez, G A (2007) Simulation-aided framework for assessing the effect of project quality management on construction performance, Unpublished PhD Thesis, , University of Alberta (Canada).
Dissanayake, G M (2006) An integrated computational intelligence framework for construction performance diagnosis, Unpublished PhD Thesis, , University of Alberta (Canada).
Ekyalimpa, R (2015) A distributed simulation approach for contractor company performance management in the construction industry, Unpublished PhD Thesis, , University of Alberta.
El Ghandour, W (2007) Integrated information-based construction simulation system, Unpublished PhD Thesis, , University of Alberta (Canada).
Elbarkouky, M M G (2010) A fuzzy consensus building framework for early alignment of construction project teams on the extent of their roles and responsibilities, Unpublished PhD Thesis, , University of Alberta (Canada).
ElNimr, A A (2011) Enhancing space modeling and mobile resources planning in construction operations through a simulation driven visualization framework, Unpublished PhD Thesis, , University of Alberta (Canada).
Fan, H (2007) Leveraging operational data for intelligent decision support in construction equipment management, Unpublished PhD Thesis, , University of Alberta (Canada).
- Type: Thesis
- Keywords: decision support; construction equipment; equipment; automation; best practice; capital investment; information management; information retrieval; investment; maintenance contract; Canada; data mining; decision analysis
- ISBN/ISSN:
- URL: https://www.proquest.com/docview/304794545
- Abstract:
Construction equipment management is aimed at managing equipment resources in order to maximize return on capital investments and satisfy the needs of project management in a timely and cost-effective manner. A rapid development of computer software and hardware, along with various automation methods for data acquisition, has catalyzed the computerization of construction equipment management in recent years. The primary objective of this research is to investigate the application of cutting edge data warehousing and data mining technologies for intelligent decision-making in construction equipment management. In cooperation with Standard General Inc. , a large road building and maintenance contractor in Alberta, Canada, and based on the M-Track equipment information management system developed by NSERC/Alberta Construction Industry Research Chair as well as nine years of equipment operational data, this research proposes to improve the M-Track system in its data analysis and decision support capabilities using advanced computer tools. As a response to the problems existent in Standard General Inc. , and common to the construction industry in general, the research addresses issues of (i) How to design and implement an information infrastructure which advocates data sharing, information retrieval, and knowledge discovery for fact-based intelligent construction equipment management; (ii) how to apply the data warehousing technique in construction equipment management for decision support; (iii) how to leverage the large amounts of operational data for automated knowledge generation and decision support using data mining techniques. A number of tests and demonstrations on the prototype applications have proven that data warehousing and data mining are suitable technologies for improving the current practice of decision support through an integrated data repository, need-based information retrieval and decision analysis, and automatic identification of trends, patterns, or rules from data. The novel, non-parametric outlier mining algorithm developed in this research has proved to be effective and efficient in detecting the top-N most interesting outliers from equipment database. Although developed in the field of construction equipment management, the documented findings, proposed methods, and recommended best practice are equally applicable to other areas of construction management.
Hajjar, D (1999) A unified modeling methodology for simulation-based planning of construction projects, Unpublished PhD Thesis, , University of Alberta (Canada).
Hasan, M S (2013) Decision support system for crane selection and location optimization on construction sites, Unpublished PhD Thesis, , University of Alberta (Canada).
Inyang, N I (2013) A framework for ergonomic assessment of residential construction tasks, Unpublished PhD Thesis, , University of Alberta (Canada).
Langevine, R (2006) A decision support system for the maintenance management of buildings, Unpublished PhD Thesis, , University of Alberta (Canada).
Liu, J (2018) Dual-level resource-constrained multi-project scheduling framework for prefabrication in construction, Unpublished PhD Thesis, , University of Alberta.
Lu, M (2000) Productivity studies using advanced ANN models, Unpublished PhD Thesis, , University of Alberta (Canada).
Mah, D E (2011) Framework for rating the sustainability of the residential construction practice, Unpublished PhD Thesis, , University of Alberta (Canada).
Manavazhi, M R (1998) A configuration-based modeling methodology for the automated generation of simulation models in construction, Unpublished PhD Thesis, , University of Alberta (Canada).
Mao, X (2008) The framework of TRIZ-enhanced-value engineering analysis and its knowledge management, Unpublished PhD Thesis, , University of Alberta (Canada).
Moghadam, M (2014) Lean-mod: An approach to modular construction manufacturing production efficiency improvement, Unpublished PhD Thesis, , University of Alberta (Canada).
Moghani, E (2013) A simulation-based framework for as-built documentation of construction process and product information, Unpublished PhD Thesis, , University of Alberta (Canada).
Mogollon, J D M (2009) Automation of design and drafting for wood frame structures and construction waste minimization, Unpublished PhD Thesis, , University of Alberta (Canada).
Mohamed, Y (2002) A framework for systematic improvement of construction systems, Unpublished PhD Thesis, , University of Alberta.
Nassar, N K (2005) An integrated framework for evaluation, forecasting and optimization of performance of construction projects, Unpublished PhD Thesis, , University of Alberta (Canada).
Olearczyk, J (2010) Crane lifting operation planning and lifted object spatial trajectory analysis, Unpublished PhD Thesis, , University of Alberta (Canada).
Pereira, E S S (2017) A framework for assessing the safety performance of industrial projects using safety-related measures, Unpublished PhD Thesis, , University of Alberta.
Saba, F (2012) A semantic-driven framework for facilitating reusability and interoperability of construction simulation modeling, Unpublished PhD Thesis, , University of Alberta (Canada).
Salem, O M (1999) Infrastructure construction and rehabilitation: Risk-based life cycle cost analysis, Unpublished PhD Thesis, , University of Alberta (Canada).
Shaheen, A A-H I (2005) A framework for integrating fuzzy set theory and discrete event simulation in construction engineering, Unpublished PhD Thesis, , University of Alberta (Canada).
Shahin, A A (2007) A framework for cold weather construction simulation, Unpublished PhD Thesis, , University of Alberta (Canada).
Sharma, V (2010) Asset levels of service-based decision support system for municipal infrastructure investment, Unpublished PhD Thesis, , University of Alberta (Canada).
Siu, M F (2016) Development of quantitative methods for project scheduling and workface planning under time-dependent resource constraints, Unpublished PhD Thesis, , University of Alberta.
Soleimanifar, M (2016) Integrated project management framework for a pipe spool fabrication shop, Unpublished PhD Thesis, , University of Alberta.
Song, L (2004) Productivity modeling for steel fabrication projects, Unpublished PhD Thesis, , University of Alberta (Canada).
Taghaddos, H (2010) Developing a generic resource allocation framework for construction simulation, Unpublished PhD Thesis, , University of Alberta (Canada).
Van Tol, A A (2005) Agent embedded simulation modeling framework for construction engineering and management applications, Unpublished PhD Thesis, , University of Alberta (Canada).
Wang, P (2006) Production-based large scale construction simulation modeling, Unpublished PhD Thesis, , University of Alberta (Canada).
Xie, H (2011) Improving dynamic project control in tunnel construction, Unpublished PhD Thesis, , University of Alberta (Canada).
Xie, H (2012) Improving dynamic project control in tunnel construction, Unpublished PhD Thesis, , University of Alberta.
Xu, J (2001) CAD-based integrated simulation environment (CAD-ise), Unpublished PhD Thesis, , University of Alberta (Canada).
Younes, B (2013) A framework for invoice management in construction, Unpublished PhD Thesis, , University of Alberta (Canada).
Yu, H (2010) An integrated approach toward lean for production homebuilders, Unpublished PhD Thesis, , University of Alberta (Canada).
Zhang, X (2006) Toward innovative and efficient infrastructure delivery, Unpublished PhD Thesis, , University of Alberta (Canada).