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...

Full description

Bibliographic Details
Main Authors: Xing Lu, Kathryn Hinkelman, Yangyang Fu, Jing Wang, Wangda Zuo, Qianqian Zhang, Walid Saad
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8700176/
id doaj-799bcfacb66040719b2211e18008d70d
record_format Article
spelling 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/
work_keys_str_mv AT xinglu anopensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT kathrynhinkelman anopensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT yangyangfu anopensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT jingwang anopensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT wangdazuo anopensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT qianqianzhang anopensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT walidsaad anopensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT xinglu opensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT kathrynhinkelman opensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT yangyangfu opensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT jingwang opensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT wangdazuo opensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT qianqianzhang opensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
AT walidsaad opensourcemodelingframeworkforinterdependentenergytransportationcommunicationinfrastructureinsmartandconnectedcommunities
_version_ 1724191049002254336