Even with today's remarkable advancement in computing power, microscopic simulation modeling remains a computationally intensive process that imposes limitations on its potential use for modeling large-scale transportation networks. Research and practice have repeatedly demonstrated that microscopic simulation runs can be excessively time-consuming, depending on the network size, the number of simulated entities (vehicles), and the computational resources available. While microscopic features of a simulated system collectively define the overall system characteristics, it is argued that the microscopic simulation process itself is not necessarily free of redundancy, which if reduced, could substantially improve the computational efficiency of simulation systems without compromising the overall integrity of the simulation process. This research study explores the concept of scalability for microscopic traffic simulation systems in order to improve their computational efficiency and cost-effectiveness. More specifically, we present an optimized downsampling procedure for transforming the full-scale simulation system (prototype) into a geometrically, kinematically, and behaviorally equivalent reduced-scale system (microcosm). The ultimate goal is to execute the microscopic simulation process in the microcosm environment, observe all necessary macroscopic characteristics and performance measures, and upsample the results back to the prototype environment. Experimental analysis was conducted on a homogeneous freeway corridor to examine the effect of different operating conditions on the optimal solutions for the downsampling procedure. The study also investigates the tradeoff between performance and scalability of microscopic simulation systems.
| Identifer | oai:union.ndltd.org:LSU/oai:etd.lsu.edu:etd-1112103-152602 |
| Date | 17 November 2003 |
| Creators | Chakravarthy, Srikanth |
| Contributors | Chester Wilmot, Brian Wolshon, Sherif Ishak |
| Publisher | LSU |
| Source Sets | Louisiana State University |
| Language | English |
| Detected Language | English |
| Type | text |
| Format | application/pdf |
| Source | http://etd.lsu.edu/docs/available/etd-1112103-152602/ |
| Rights | unrestricted, I hereby grant to LSU or its agents the right to archive and to make available my thesis or dissertation in whole or in part in the University Libraries in all forms of media, now or hereafter known. I retain all proprietary rights, such as patent rights. I also retain the right to use in future works (such as articles or books) all or part of this thesis or dissertation. |
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