Incorporation of continuous activities into activity cycle diagram based discrete event simulation for construction operations

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

Abstract

Construction operations have been modeled and simulated using Discrete-Event Simulation (DES) with effectiveness and fidelity that has continuously increased over the past four decades, since the introduction of CYCLONE. Today it is possible to model construction operations so that its discrete components are represented very faithfully. However, construction operations often include activities that are simultaneously continuous and stochastic in nature. These continuous activities have typically been modeled by discretization and in some cases using combined discrete-continuous simulation. Modeling by discretization brings along a series of important statistical issues related to the divisibility of fitted distributions and a significant possibility of the discretized activities not being Independent and Identically Distributed (IID). Combined discrete-continuous simulations have treated the continuous portion dynamically (i.e. , based on differential equations of rate change) but either deterministically or disrespecting statistical properties of the underlying continuous stochastic process and its interactions with the discrete portion. Most of these issues can be attributed to either limitations of the modeling tool or assumptions by the modeler. These assumption and limitations can seriously affect the accuracy of the model in representing the system behavior, grossly impact the simulation results and can be detrimental to the acceptance of the model due to difficulties in verification and validation. A clear understanding of the underlying problems is required when modeling simultaneously continuous and stochastic processes. This research study investigates the major issues associated with modeling continuous stochastic construction activities, highlights possible sources of error and develops a framework for a combined discrete and continuous approach that utilizes methods optimized for modeling and simulation of continuous construction activities within the three phase scanning algorithm of a discrete event simulator. The approach includes support for modeling dependence within the observed data, mixed modeling of discrete and continuous activities, discrete and continuous resource flows and other algorithms to improve the accuracy and efficiency of the modeling and simulation of continuous construction operations. As part of the study, these methods were implemented as an extension to STROBOSCOPE, a powerful discrete event simulation tool optimized for construction simulation.

Item Type: Thesis (Doctoral)
Thesis advisor: Martinez, J C
Uncontrolled Keywords: accuracy; effectiveness; efficiency; simulation
Index terms: discrete event simulation, cyclone, efficiency, construction operation, construction activity, effectiveness, modelling, interaction, construction simulation, resource flow, accuracy, validation
Subjects: climate science, analytical methods, construction operations, behavioral psychology, modelling and simulation, resource management, performance management, professional development
Topics: Sustainability, Engineering Principles, Quality Management, Research Practice, Information Management, Site Management, Digital Applications
Descriptive scope: 3 PCA

N.B. Descriptive scope is a count of how many of the five facets of empirical research are indicated by the words used in title, abstract and keywords. It is not intended as a judgement on the research; merely a count of the kind of word we would expect to indicate Phenomenon, Concepts, Theoretical framing, Empirical techniques, Analytical techniques. If all five are present, then a code of “5 PCTEA” will indicate this. If you feel the coding for this record is questionable, we welcome discussion around the terms we matched or the way we categorized them. The facet you would expect may not be coded, or a facet may be coded inappropriately. This can also bear on a larger question, of which facets should be treated as defining in construction management research. Please get in touch, and we will look at it. More details here