Abstracts – Browse Results
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Abdallah, M A A (2014) Optimizing the selection of sustainability measures for existing buildings, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Abdelmohsen, A Z (2016) Optimizing the construction planning of highway work zones, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Adrian, J J (1974) Modeling construction method productivity, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Ahn, C (2012) An integrated framework for sustainable construction processes: Understanding and managing the environmental performance of construction operations, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Altuwaim, A A (2018) Optimal scheduling and resource utilization for repetitive construction projects, Unpublished PhD Thesis, , University of Illinois.
Assaf, S A-E (1982) A systematic approach to the selection of a risk retention level for construction insurance, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Aurangzeb, Q (2014) Impact of reclaimed asphalt pavements on pavement sustainability, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Barroso-Aguilar, L F (1973) An integrated modeling methodology for project-site management, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Bearup, W K (1995) An environment to support computer-assisted design review, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Brennan, M D (2011) Integrated project delivery: A normative model for value creation in complex military medical projects, Unpublished PhD Thesis, , University of Illinois.
Brilakis, I (2005) Content based integration of construction site images in AEC/FM model based systems, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Caldas, C H S (2003) Integration of project documents in model-based information systems, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Chin, S (1997) An integrated life-cycle information framework for construction project management, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Chovichien, V (1981) The discounted cost model and application to acquisition and utilization policies of construction equipment, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
De La Garza-Rodriguez, J M (1988) A knowledge engineering approach to the analysis and evaluation of schedules for mid-rise construction, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Douglas, J C (1994) Aesthetic-based conflict in highway planning: Federal highway administration putting planners at risk, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Echeverry, D (1991) Factors for generating initial construction schedules, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
El Anwar, O H E D (2009) Multi-objective optimization for temporary housing arrangements after natural disasters, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Elghamrawy, T M (2011) Optimizing work zone practices for highway construction projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Erikson, C A (1979) Risk sharing in construction contracts, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Farid, F (1981) Fair and reasonable markup (FaRM) pricing model: A present value approach to pricing of construction contracts, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Gatton, T M (1991) Designing for construction automation: Advanced automation technologies for computer integrated construction, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Grimes, G A (2004) Recovering capital expenditures: The railroad industry paradox, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Grobler, F (1988) Object-oriented data representation for unified construction project information, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Hajibabai, L (2014) Scheduling and routing of service trucks and planning of resource replenishment locations for winter roadway maintenance, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Halpin, D W (1973) An investigation of the use of simulation networks for modeling construction operations, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Ham, Y (2015) Vision-based building energy diagnostics and retrofit analysis using 3D thermography and building information modeling, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Han, S (2013) Automated monitoring and systemic analysis of workers' safety behavior in construction operations, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Harris, J R (1980) Organization of building standards: Systematic techniques for scope and arrangement, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Hassan, A A A (2019) Risk management of repetitive construction projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Hassanein, M A A G (1990) Mechanisms for transfer of price risk of construction materials, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Ho, S-P (2001) Real options and game theoretic valuation, financing and tendering for investments on build-operate-transfer projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Huang, P-D (1988) Impact of CADD technology on the architectural community, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Hwang, S Y (2007) Proactive planning and control of construction productivity and cost using time series data, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Jun, D H (2010) Multi-objective optimization for resource driven scheduling in construction projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Kandil, A A (2005) Multi-objective optimization for large-scale highway construction projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Kang, Y-J (2000) Minimum life-cycle cost structural design against natural hazards, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Karshenas, S (1981) Probabilistic evaluation of safety of buildings during construction, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Kauffold, P V (1977) Critical resource allocation in stochastic project networks, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Khalafallah, A M (2006) Optimal construction site layout planning for airport expansion projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Kim, C-S (2002) An information model for real-time project cost integration, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Kim, H (2002) Knowledge discovery and machine learning in construction project databases, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
- Type: Thesis
- Keywords: complexity; duration; construction project; learning; visualization; data mining; machine learning; validation
- ISBN/ISSN:
- URL: https://www.proquest.com/docview/305611365
- Abstract:
The construction industry is currently experiencing explosive growth in its capability to generate and collect data. Advances in data storage technology, such as faster, higher capacity, and less expensive storage devices (e.g., magnetic disks, CD-ROMS), better database management systems, and data-warehousing technology, have allowed the transformation of an enormous amount of data into computerized database systems. These data, however, have no use until they are processed and interpreted. Knowledge Discovery in Database (KDD) is a process that combine Data Mining (DM) techniques from machine learning, pattern recognition, statistics, databases, and visualization to automatically extract concepts, interrelationships, and patterns of interest from a large database. By applying KDD and DM to the analysis of construction project data, one can identify valid, useful, and previously unknown pattems. The information can be used by construction managers to avoid problems in construction projects. A KDD framework was developed to convert construction project data into knowledge. This paper shows the nine steps in the KDD process: (i) understanding and defining the problem, (ii) collecting data, (iii) exploring data, (iv) cleaning data, (v) enhancing data, (vi) selecting data attributes, (vii) mining data, (viii) analyzing the result, and (ix) evaluating the result. In this methodological procedure, the complexity of the construction data was considered to optimize the opportunities to discover valuable knowledge. To test the feasibility of the proposed approach, the KDD process framework was validated and tested with a database, RMS (Resident Management System), provided by the U. S. Army Corps of Engineers. Obviously, knowledge cannot be obtained from a database if the data have been collected inconsistently. In this thesis, the validation was conducted by comparing the results from the KDD process with estimations from a publication reference (RSMeans 2001) and project-control software (Monte Carlo simulation) used frequently by construction experts in industry. The result of the validation showed that the developed KDD framework would provide the construction manager the ability to identify possible project problems, such as causes of delays in activity, and to predict duration for dealing with the delayed activity.
Kuipers, E J (1976) A method of forecasting the efficiency of construction labor in any climatological conditions, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Lee, J S (2005) Developing spatio-temporal models for retrofit and reconstruction strategy under unscheduled events, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Lin, K-Y (2005) Knowledge-assisted retrieval of online product information in A/E/C (architecture/engineering/construction), Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Lucenti, M J, Jr. (1999) Flexible computer support for collaboration in civil infrastructure management, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Menassa, C C (2009) Quantitative framework to evaluate alternative dispute resolution investments in architecture engineering and construction projects using option and real option theory, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Nakajima, T (1972) Modeling and optimization of the building process for systems building, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Ng, H S M N (2006) Dynamic decision support for contingency management and allocation for construction projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Niss, J F (1965) Custom production, theory and practice: With special emphasis on the goals and pricing procedures of the contract construction industry, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Nunlee, M P (2002) Reputation as a control mechanism for opportunistic behavior in supply chains, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
O'Shaughnessy, R D (1992) Criteria civil engineers use in deciding whether or not to participate in non-credit continuing engineering education programs, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Odeh, I S M (2010) Evaluation of glare and lighting performance in nighttime highway construction projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Ojode, L A (2000) A resource -based view of strategic alliances: Organizational capabilities, governance, and performance, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Orabi, W (2010) Optimizing highway reconstruction and rehabilitation projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Osman, I A (2022) Impacts of global pandemics on construction projects and dispute resolution provisions, Unpublished PhD Thesis, , University of Illinois at Chicago.
Patel, A J (1996) Development of fatigue based pay adjustment factors in performance-related specifications for full-depth asphalt concrete pavements, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Pocock, J B (1996) The relationship between alternative project approaches, integration, and performance, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Rao, G N (1997) Cost risk assessment in environmental remediation: Towards a causal-chain approach, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Rehak, D R (1981) Computer aided engineering problems and prospects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Richards, J L (1973) An integrated approach to construction management, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Said, H M M (2010) Optimizing site layout and material logistics planning during the construction of critical infrastructure projects, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Sarikas, R H (1981) Regulatory and financial aspects of the utility industry rate treatment of construction work in progress, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Srithongrung, A (2006) The impact of state capital budget and management programs on state capital budget decisions and economic performance, Unpublished PhD Thesis, , University of Illinois at Springfield.
Steiger, T L (1988) Working construction: Organization and control of the labor process, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Su, Y-Y (2010) Construction crew productivity monitoring supported by location awareness technologies, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Wang, H-H (2010) A context-based representation and reasoning formalism to support construction safety planning, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Yau, N-J (1992) An object-oriented project model for integrating building design, construction scheduling, and cost estimating for mid-rise construction, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.
Zhang, J (2015) Automated code compliance checking in the construction domain using semantic natural language processing and logic-based reasoning, Unpublished PhD Thesis, , University of Illinois at Urbana-Champaign.