An Open Source Modeling Framework for Interdependent Energy-Transportation-Communication Infrastructure in Smart and Connected Communities
Infrastructure in future smart and connected communities is envisioned as an aggregate of public services, including energy, transportation, and communication systems, all intertwined with each other. The intrinsic interdependency among these systems may exert the underlying influence on both design...
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doaj-799bcfacb66040719b2211e18008d70d2021-03-29T22:40:30ZengIEEEIEEE Access2169-35362019-01-017554585547610.1109/ACCESS.2019.29136308700176An Open Source Modeling Framework for Interdependent Energy-Transportation-Communication Infrastructure in Smart and Connected CommunitiesXing Lu0Kathryn Hinkelman1https://orcid.org/0000-0002-8297-6036Yangyang Fu2Jing Wang3Wangda Zuo4Qianqian Zhang5Walid Saad6Department of Civil, Environmental and Architectural Engineering, University of Colorado, Boulder, CO, USADepartment of Civil, Environmental and Architectural Engineering, University of Colorado, Boulder, CO, USADepartment of Civil, Environmental and Architectural Engineering, University of Colorado, Boulder, CO, USADepartment of Civil, Environmental and Architectural Engineering, University of Colorado, Boulder, CO, USADepartment of Civil, Environmental and Architectural Engineering, University of Colorado, Boulder, CO, USAWireless@VT, Electrical and Computer Engineering Department, Virginia Tech, Blacksburg, VA, USAWireless@VT, Electrical and Computer Engineering Department, Virginia Tech, Blacksburg, VA, USAInfrastructure in future smart and connected communities is envisioned as an aggregate of public services, including energy, transportation, and communication systems, all intertwined with each other. The intrinsic interdependency among these systems may exert the underlying influence on both design and operation of the heterogeneous infrastructures. However, few prior studies have tapped into the interdependency among these systems in order to quantify their potential impacts during standard operation. In response to this, this paper proposes an open-source, flexible, integrated modeling framework suitable for designing coupled energy, transportation, and communication systems and for assessing the impact of their interdependencies. First, a novel multi-level, multi-layer, multi-agent approach is proposed to enable flexible modeling of the interconnected systems. Then, for the framework's proof of concept, preliminary component and system-level models for different systems are designed and implemented using Modelica, an equation-based object-oriented modeling language. Finally, three case studies of gradually increasing complexity are presented (energy, energy + transportation, and energy + transportation + communication) to evaluate the interdependencies among the three systems. Quantitative analyses show that the deviation of the average velocity on the road can be 10.5% and the deviation of the power drawn from the grid can be 7% with or without considering the transportation and communication system at the peak commute time, indicating the presence of notable interdependencies. The proposed modeling framework also has the potential to be further extended for various modeling purposes and use cases, such as dynamic modeling and optimization, resilience analysis, and integrated decision making in future connected communities.https://ieeexplore.ieee.org/document/8700176/Communitiesinterconnected systemsModelicamodelingmulti-infrastructure systemsobject oriented methods |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xing Lu Kathryn Hinkelman Yangyang Fu Jing Wang Wangda Zuo Qianqian Zhang Walid Saad |
spellingShingle |
Xing Lu Kathryn Hinkelman Yangyang Fu Jing Wang Wangda Zuo Qianqian Zhang Walid Saad An Open Source Modeling Framework for Interdependent Energy-Transportation-Communication Infrastructure in Smart and Connected Communities IEEE Access Communities interconnected systems Modelica modeling multi-infrastructure systems object oriented methods |
author_facet |
Xing Lu Kathryn Hinkelman Yangyang Fu Jing Wang Wangda Zuo Qianqian Zhang Walid Saad |
author_sort |
Xing Lu |
title |
An Open Source Modeling Framework for Interdependent Energy-Transportation-Communication Infrastructure in Smart and Connected Communities |
title_short |
An Open Source Modeling Framework for Interdependent Energy-Transportation-Communication Infrastructure in Smart and Connected Communities |
title_full |
An Open Source Modeling Framework for Interdependent Energy-Transportation-Communication Infrastructure in Smart and Connected Communities |
title_fullStr |
An Open Source Modeling Framework for Interdependent Energy-Transportation-Communication Infrastructure in Smart and Connected Communities |
title_full_unstemmed |
An Open Source Modeling Framework for Interdependent Energy-Transportation-Communication Infrastructure in Smart and Connected Communities |
title_sort |
open source modeling framework for interdependent energy-transportation-communication infrastructure in smart and connected communities |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2019-01-01 |
description |
Infrastructure in future smart and connected communities is envisioned as an aggregate of public services, including energy, transportation, and communication systems, all intertwined with each other. The intrinsic interdependency among these systems may exert the underlying influence on both design and operation of the heterogeneous infrastructures. However, few prior studies have tapped into the interdependency among these systems in order to quantify their potential impacts during standard operation. In response to this, this paper proposes an open-source, flexible, integrated modeling framework suitable for designing coupled energy, transportation, and communication systems and for assessing the impact of their interdependencies. First, a novel multi-level, multi-layer, multi-agent approach is proposed to enable flexible modeling of the interconnected systems. Then, for the framework's proof of concept, preliminary component and system-level models for different systems are designed and implemented using Modelica, an equation-based object-oriented modeling language. Finally, three case studies of gradually increasing complexity are presented (energy, energy + transportation, and energy + transportation + communication) to evaluate the interdependencies among the three systems. Quantitative analyses show that the deviation of the average velocity on the road can be 10.5% and the deviation of the power drawn from the grid can be 7% with or without considering the transportation and communication system at the peak commute time, indicating the presence of notable interdependencies. The proposed modeling framework also has the potential to be further extended for various modeling purposes and use cases, such as dynamic modeling and optimization, resilience analysis, and integrated decision making in future connected communities. |
topic |
Communities interconnected systems Modelica modeling multi-infrastructure systems object oriented methods |
url |
https://ieeexplore.ieee.org/document/8700176/ |
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