POLARIS: Agent-based modeling framework development and implementation for integrated travel demand and network and operations simulations. (March 2016)
- Record Type:
- Journal Article
- Title:
- POLARIS: Agent-based modeling framework development and implementation for integrated travel demand and network and operations simulations. (March 2016)
- Main Title:
- POLARIS: Agent-based modeling framework development and implementation for integrated travel demand and network and operations simulations
- Authors:
- Auld, Joshua
Hope, Michael
Ley, Hubert
Sokolov, Vadim
Xu, Bo
Zhang, Kuilin - Abstract:
- Highlights: Developed a generalized agent-based model software development kit. Optimized memory management and event scheduling for transportation applications. Fully integrated travel demand, network and operations simulation in a single process. Abstract: This paper discusses the development of an agent-based modeling software development kit, and the implementation and validation of a model using it that integrates dynamic simulation of travel demand, network supply and network operations. A description is given of the core utilities in the kit: a parallel discrete event engine, interprocess exchange engine, and memory allocator, as well as a number of ancillary utilities: visualization library, database IO library, and scenario manager. The overall framework emphasizes the design goals of: generality, code agility, and high performance. This framework allows the modeling of several aspects of transportation system that are typically done with separate stand-alone software applications, in a high-performance and extensible manner. The issue of integrating such models as dynamic traffic assignment and disaggregate demand models has been a long standing issue for transportation modelers. The integrated approach shows a possible way to resolve this difficulty. The simulation model built from the POLARIS framework is a single, shared-memory process for handling all aspects of the integrated urban simulation. The resulting gains in computational efficiency and performanceHighlights: Developed a generalized agent-based model software development kit. Optimized memory management and event scheduling for transportation applications. Fully integrated travel demand, network and operations simulation in a single process. Abstract: This paper discusses the development of an agent-based modeling software development kit, and the implementation and validation of a model using it that integrates dynamic simulation of travel demand, network supply and network operations. A description is given of the core utilities in the kit: a parallel discrete event engine, interprocess exchange engine, and memory allocator, as well as a number of ancillary utilities: visualization library, database IO library, and scenario manager. The overall framework emphasizes the design goals of: generality, code agility, and high performance. This framework allows the modeling of several aspects of transportation system that are typically done with separate stand-alone software applications, in a high-performance and extensible manner. The issue of integrating such models as dynamic traffic assignment and disaggregate demand models has been a long standing issue for transportation modelers. The integrated approach shows a possible way to resolve this difficulty. The simulation model built from the POLARIS framework is a single, shared-memory process for handling all aspects of the integrated urban simulation. The resulting gains in computational efficiency and performance allow planning models to be extended to include previously separate aspects of the urban system, enhancing the utility of such models from the planning perspective. Initial tests with case studies involving traffic management center impacts on various network events such as accidents show the potential of the system. … (more)
- Is Part Of:
- Transportation research. Volume 64(2016)
- Journal:
- Transportation research
- Issue:
- Volume 64(2016)
- Issue Display:
- Volume 64, Issue 2016 (2016)
- Year:
- 2016
- Volume:
- 64
- Issue:
- 2016
- Issue Sort Value:
- 2016-0064-2016-0000
- Page Start:
- 101
- Page End:
- 116
- Publication Date:
- 2016-03
- Subjects:
- Agent-based modeling -- Activity-based modeling -- Integration -- Dynamic traffic assignment
Transportation -- Periodicals
Transportation -- Technological innovations -- Periodicals
388.011 - Journal URLs:
- http://www.sciencedirect.com/science/journal/0968090X ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.trc.2015.07.017 ↗
- Languages:
- English
- ISSNs:
- 0968-090X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9026.274620
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 14494.xml