ARCOM

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Abdel-Salam, A N (2018) Corporate social responsibility of construction and real estate development companies in developing countries: An assessment model, Unpublished PhD Thesis, , Purdue University.

Abduh, M (2000) Utility assessment of electronic networking technologies for design -build projects, Unpublished PhD Thesis, , Purdue University.

Ahmed, A (2012) Pavement damage cost estimation using highway agency maintenance, rehabilitation, and reconstruction strategies, Unpublished PhD Thesis, , Purdue University.

Al-Sinan, F M (1986) Evaluation of construction management contracts in developing countries, Unpublished PhD Thesis, , Purdue University.

Alqady, M (2012) Leveraging text content for management of construction project documents, Unpublished PhD Thesis, , Purdue University.

Anastasopoulos, P (2009) Infrastructure asset management: A case study on pavement rehabilitation, Unpublished PhD Thesis, , Purdue University.

Arman, M H R (2014) Using option theory to manage risks in highway winter operations, Unpublished PhD Thesis, , Purdue University.

Attallah, S O (2014) A life cycle analysis approach for the enhancement of sustainability decision-making in the construction industry using agent-based modeling, Unpublished PhD Thesis, , Purdue University.

Bayraktar, M E (2006) A decision model to determine the optimal time-cost trade off in highway work zone projects, Unpublished PhD Thesis, , Purdue University.

Beliveau, Y J (1984) A cost control model for on-site work activities for construction (estimating, cost-codes, forms), Unpublished PhD Thesis, , Purdue University.

Bhargava, A (2009) A probabilistic evaluation of highway project costs, Unpublished PhD Thesis, , Purdue University.

Brissi, S G (2021) Principles for the adoption of offsite construction in design and construction companies, Unpublished PhD Thesis, , Purdue University.

Cai, J (2020) Data-driven approach to holistic situational awareness in construction site safety management, Unpublished PhD Thesis, , Purdue University.

Castro-Lacouture, D (2003) B2b e-work intranet solution design for rebar supply interactions, Unpublished PhD Thesis, , Purdue University.

Chao, L-C (1994) An adaptive approach to evaluation of implementation prospects of new construction technologies, Unpublished PhD Thesis, , Purdue University.

Chen, F-C (2021) Deep learning studies for vision-based condition assessment and attribute estimation of civil infrastructure systems, Unpublished PhD Thesis, , Purdue University.

Chen, Y (2013) Measurement models of building information modeling maturity, Unpublished PhD Thesis, , Purdue University.

Chen, Y-T (2008) Automated on-site productivity evaluation using RFID and GPS, Unpublished PhD Thesis, , Purdue University.

Cheng, T-m (1996) Impact of front-end loading on construction project cash-flows: A mathematical approach for determination of unit prices in bidding, Unpublished PhD Thesis, , Purdue University.

Cory, C A (2019) Building information modeling (BIM) - to prepare current construction management students for tomorrow’s construction careers, Unpublished PhD Thesis, , Purdue University.

Cui, Q (2005) A dynamic model for profitability analysis of construction firms: Towards complexity, learning, and uncertainty, Unpublished PhD Thesis, , Purdue University.

de Cresce El Debs, L (2016) A mixed methods study on choice of media influence on construction industry communication, Unpublished PhD Thesis, , Purdue University.

Debella, F M (2020) Profitability improvement of construction firms through continuous improvement using rapid improvement principles and best practices, Unpublished PhD Thesis, , Purdue University.

Georgy, M E (2000) Utility-based neurofuzzy approach for engineering performance assessment in industrial construction projects, Unpublished PhD Thesis, , Purdue University.

Ghahari, S (2021) Detecting and measuring corruption and inefficiency in infrastructure projects using machine learning and data analytics, Unpublished PhD Thesis, , Purdue University.

Gkritza, K (2006) Economic development effects of highway investment, Unpublished PhD Thesis, , Purdue University.

Gonzalez-Quevedo, A A (1991) Sensitivity analysis of construction simulation, Unpublished PhD Thesis, , Purdue University.

Han, S (2005) Application modeling of the conventional and the GPS-based earthmoving systems, Unpublished PhD Thesis, , Purdue University.

Hassan, M E M (2017) Modeling the macroeconomic impact of construction spending as a public policy tool - the case of employment, Unpublished PhD Thesis, , Purdue University.

Hastak, M (1994) Decision support system for project cost control strategy and planning, Unpublished PhD Thesis, , Purdue University.

Hijazi, A M (1989) Simulation analysis of linear construction processes, Unpublished PhD Thesis, , Purdue University.

Holt, E A (2015) Analysis of the learning styles of undergraduate students in construction management bachelor degree programs in the US, Unpublished PhD Thesis, , Purdue University.

Hong, T (2005) Life-cycle cost assessment model of composite materials in construction, Unpublished PhD Thesis, , Purdue University.

Hsie, M (1994) Computer-aided acceptance planning: Generating quality acceptance parameters and stratified sampling plans through neural network learning ability and CAD modeling, Unpublished PhD Thesis, , Purdue University.

Huang, R-Y (1994) A graphical-based method for transient evaluation of construction operations, Unpublished PhD Thesis, , Purdue University.

Irizarry, J (2005) Safety issues in steel erection: Impact on task durations and risk perception of ironworkers, Unpublished PhD Thesis, , Purdue University.

Issariyanukula, A (2011) A probabilistic methodology for estimating transportation project costs using Bayesian models, Unpublished PhD Thesis, , Purdue University.

Jen, H (2005) Web-based construction process simulation framework, Unpublished PhD Thesis, , Purdue University.

Jeong, J G (2006) A framework for supply chain modeling and optimization for the manufactured housing industry, Unpublished PhD Thesis, , Purdue University.

Jiang, Y (1990) The development of performance prediction and optimization models for bridge management systems, Unpublished PhD Thesis, , Purdue University.

Johnson, P (2002) A quantitative assessment of knowledge and perceptions of civil engineering, Unpublished PhD Thesis, , Purdue University.

Kang, K (2018) Enhancing critical capacity of infrastructure supply chain to improve resilience of associated communities and infrastructure to disaster, Unpublished PhD Thesis, , Purdue University.

Khallaf, R (2016) Interactional risks associated with parties to a PPP project, Unpublished PhD Thesis, , Purdue University.

Khurshid, M B (2010) A framework for establishing optimal performance thresholds for highway asset interventions, Unpublished PhD Thesis, , Purdue University.

Kim, J (2004) Delay forecasting using a vulnerability index, Unpublished PhD Thesis, , Purdue University.

Lee, J H (2004) Object-based learning method in civil engineering, Unpublished PhD Thesis, , Purdue University.

Lee, S (2001) Simulation analysis of productivity variation affected by accident risk in underground construction operations, Unpublished PhD Thesis, , Purdue University.

Li, S (2017) Modeling, optimizing, and impact analysis of incentive and regulation mechanisms in infrastructure privatization, Unpublished PhD Thesis, , Purdue University.

Lombard, P C (1991) The relationship between highway infrastructure and regional economic development, Unpublished PhD Thesis, , Purdue University.

Louis, J (2016) Simulation analysis, monitoring, and control of operations, Unpublished PhD Thesis, , Purdue University.

Lueprasert, K (1996) Constructability knowledge acquisition: A machine learning approach, Unpublished PhD Thesis, , Purdue University.

Mahdavi, A (2016) A system-of-systems approach to ex-ante analysis of profit potential of a project portfolio, Unpublished PhD Thesis, , Purdue University.

Martinez, L H (2001) A neuro-fuzzy decision support system for risk analysis of revenue-dependent infrastructure projects, Unpublished PhD Thesis, , Purdue University.

Mohamed, S Y (2020) Stochastic performance and maintenance optimization models for pavement infrastructure management, Unpublished PhD Thesis, , Purdue University.

Mostafavi, A (2013) Ex-ante assessment of financial innovation policies in infrastructure system-of-systems, Unpublished PhD Thesis, , Purdue University.

Naderpajouh, N (2013) Interactional analysis of emergent risks in institutionally diverse construction projects, Unpublished PhD Thesis, , Purdue University.

Nakano, V M (2008) A design assessment system to protect buildings from internal chemical and biological threats, Unpublished PhD Thesis, , Purdue University.

Nitithamyong, P (2003) Analysis of success and failure factors in application of web-based project management systems in construction, Unpublished PhD Thesis, , Purdue University.

Orczyk, J J (1989) Parametric construction scheduling, Unpublished PhD Thesis, , Purdue University.

Panzeter, A A (1993) A methodology for modeling the cost and duration of concrete highway bridges, Unpublished PhD Thesis, , Purdue University.

Park, J (2017) Dynamic multi-dimensional BIM for total construction as-built documentation, Unpublished PhD Thesis, , Purdue University.

Park, S (2003) An analysis of the impact of information technology on the performance of construction contracting firms, Unpublished PhD Thesis, , Purdue University.

Patty, R M (1993) A construction engineering platform for the integration of constructability concepts and lessons learned at the point of design, Unpublished PhD Thesis, , Purdue University.

Puri, V (2012) Incorporation of continuous activities into activity cycle diagram based discrete event simulation for construction operations, Unpublished PhD Thesis, , Purdue University.

Riverso, M E (1984) A life cycle cost system for value engineering in building design and construction (economic, cost-codes, database), Unpublished PhD Thesis, , Purdue University.

Robert Thomas, R (2020) Examining the relationship of bid difference and disadvantaged business enterprise participation goals in highway construction projects, Unpublished PhD Thesis, , Purdue University.

Russell, J S (1988) A knowledge-based system approach to the contractor prequalification process, Unpublished PhD Thesis, , Purdue University.

Schexnayder, C J J (1980) Heavy construction equipment replacement economics, Unpublished PhD Thesis, , Purdue University.

Senior-Brown, B A (1993) A study of the planning and integrated cyclic analysis of serial system operations, Unpublished PhD Thesis, , Purdue University.

Shafaat, A (2016) Designing project systems in presence of variations, Unpublished PhD Thesis, , Purdue University.

Shahbodaghlou, F (1987) A feasibility model for use of weather protection in cold region construction, Unpublished PhD Thesis, , Purdue University.

Shaurette, M (2007) Assessment of webcam technology on teaching and learning in construction management education, Unpublished PhD Thesis, , Purdue University.

Shin, D H (2007) Strategic development of AR systems for industrial construction, Unpublished PhD Thesis, , Purdue University.

Shuck, D W (1983) Design phase cost estimating, Unpublished PhD Thesis, , Purdue University.

Sims, B L (1999) Program assessment of the Mechanical Contractors Association of America's construction continuing education project management course, Unpublished PhD Thesis, , Purdue University.

Singh, A (1990) Development of process and mix flexibility in construction, Unpublished PhD Thesis, , Purdue University.

Smith, G R (1986) A conceptual construction project planning model (fuzzy sets, networks), Unpublished PhD Thesis, , Purdue University.

Son, J (1997) Multi-heuristic approach to resource leveling in construction: A hybrid model, Unpublished PhD Thesis, , Purdue University.

Su, X (2013) A spatial temporal information model for construction planning, Unpublished PhD Thesis, , Purdue University.

Valentin, V (2011) Impact assessment of inter-organizational dynamics on the performance metrics of capital-intensive projects, Unpublished PhD Thesis, , Purdue University.

Vander Schaaf, R E (2008) A system-of-system (sos) approach for improved decision-making in infrastructure project selection problems, Unpublished PhD Thesis, , Purdue University.

Wang, H (2017) Construction project performance improvement through radio frequency identification technology application on a project supply chain, Unpublished PhD Thesis, , Purdue University.

Wang, J (2023) Direct policy search for adaptive management of flood risk, Unpublished PhD Thesis, , Purdue University.

• Type: Thesis
• Keywords: optimization; infrastructure planning; learning; policy; risk management; data mining; case study
• ISBN/ISSN:
• URL: https://www.proquest.com/docview/2838440305
• Abstract:
  Direct policy search (DPS) has been shown to be an efficient method for identifying optimal rules (i.e., policies) for adapting a system in response to changing conditions. This dissertation describes three major advances in the usage of DPS for long-range infrastructure planning, using a specific application domain of flood risk management. We first introduce a new adaptive way to incorporate learning into DPS. The standard approach identifies policies by optimizing their average performance over a large ensemble of future states of the world (SOW). Our approach exploits information gained over time, regarding what kind of SOW is being experienced, to further improve performance via adaptive meta-policies defining how control of the system should switch between policies identified by a standard DPS approach (but trained on different SOWs). We outline the general method and illustrate it using a case study of optimal dike heightening extending the work of Garner and Keller (2018). The meta-policies identified by the adaptive algorithm show Pareto-dominance in two objectives over the standard DPS, with an overall 68% improvement in hypervolume. We also see the improved performance over three grouped SOWs based on future extreme water levels, with the hypervolume improvements of 90%, 46%, and 35% for low, medium, and high water level SOWs respectively. Additionally, we evaluate the degree of improvement achieved by different ways of implementing the algorithm (i.e., different hyperparameter values). This provides guidance for decision makers with different degrees of risk aversion, and computational budgets.Due to simplifying assumptions and limitations of the adaptive DPS model used in the chapter, such as uniform levee design heights, the Surge and Waves Model for Protection Systems (SWaMPS) is presented as a more realistic application of the DPS framework. SWaMPS is a process-based model of surge-based flood risk. This chapter marks the first implementation of DPS using a realistic process-based risk model. The physical process of storm surge and rainfall is simulated independently over multiple reaches, and different frequencies are explored to manage the production system in SWaMPS. The performance of the DPS algorithm is evaluated versus a static intertemporal optimization.The computational burden of evaluating the large ensemble of SOWs to include possible future events in DPS motivates us to apply scenario reduction methods to select representative scenarios that more efficiently span an uncertain parameter space. This allows us to reduce the runtime of the optimization process. We explore a range of data-mining tools, including principal component analysis (PCA) and clustering to reduce the scenarios. We compare the computational efficiency and quality of policies to this optimization problem with reduced ensembles of SOWs.

Xin, X (2020) Semantic intelligence for knowledge-based compliance checking of underground utilities, Unpublished PhD Thesis, , Purdue University.

Yamin, R A (2001) Cumulative effect of productivity rates in linear schedules, Unpublished PhD Thesis, , Purdue University.

Yang, Z (2004) Assessing cumulative damage in concrete and quantifying its influence on life cycle performance modeling, Unpublished PhD Thesis, , Purdue University.

Yoon, Y J (2012) Planning of optimal rehabilitation strategies for infrastructure using time float and multiyear prioritization approach, Unpublished PhD Thesis, , Purdue University.

Zayed, T M (2001) Assessment of productivity for concrete bored pile construction, Unpublished PhD Thesis, , Purdue University.

Zhang, L (2002) Engineering performance improvement based on the integration of genetic algorithms and artificial neural networks, Unpublished PhD Thesis, , Purdue University.