Modeling Human Mobility Based on Temporal Characteristics

Yujin Xie; Zhiwen Yu; Ying Zhang; Bin Guo

doi:10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089

Modeling Human Mobility Based on Temporal Characteristics

Yujin Xie
, Zhiwen Yu
, Ying Zhang
, Bin Guo

School of Computer Science

Northwestern Polytechnical University Xian

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

Understanding and describing human mobility is of great significance to various fields such as urban management, transportation planning and epidemic prevention and control. Research on the regularity of human mobility and modeling based on human behavior dynamics attempt to explore the underlying mechanisms of the occurrence of movement, but most of the work focuses on the spatial laws. In this work we address a new temporal characteristic of mobility that cannot be predicted by classical agent-based models. By introducing a dynamic attractiveness factor, we build a temporally dynamic model (t-EPR), and the experimental results on a large-scale geolocation-based social platform check-in dataset indicate that the proposed model better describes human mobility in both time and space.

Original language	English
Title of host publication	Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	500-507
Number of pages	8
ISBN (Electronic)	9798350346558
DOIs	https://doi.org/10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089
State	Published - 2022
Event	2022 IEEE SmartWorld, 19th IEEE International Conference on Ubiquitous Intelligence and Computing, 2022 IEEE International Conference on Autonomous and Trusted Vehicles Conference, 22nd IEEE International Conference on Scalable Computing and Communications, 2022 IEEE International Conference on Digital Twin, 8th IEEE International Conference on Privacy Computing and 2022 IEEE International Conference on Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022 - Haikou, China Duration: 15 Dec 2022 → 18 Dec 2022

Publication series

Name	Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022

Conference

Conference	2022 IEEE SmartWorld, 19th IEEE International Conference on Ubiquitous Intelligence and Computing, 2022 IEEE International Conference on Autonomous and Trusted Vehicles Conference, 22nd IEEE International Conference on Scalable Computing and Communications, 2022 IEEE International Conference on Digital Twin, 8th IEEE International Conference on Privacy Computing and 2022 IEEE International Conference on Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022
Country/Territory	China
City	Haikou
Period	15/12/22 → 18/12/22

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 11 Sustainable Cities and Communities

Keywords

Agent-based Modeling
Human Behavior Dynamics
Human Mobility

Access to Document

10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089

Cite this

Xie, Y., Yu, Z., Zhang, Y., & Guo, B. (2022). Modeling Human Mobility Based on Temporal Characteristics. In Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022 (pp. 500-507). (Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089

Xie, Yujin ; Yu, Zhiwen ; Zhang, Ying et al. / Modeling Human Mobility Based on Temporal Characteristics. Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 500-507 (Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022).

@inproceedings{a957945df4cf483187e0f2720946f2b2,

title = "Modeling Human Mobility Based on Temporal Characteristics",

abstract = "Understanding and describing human mobility is of great significance to various fields such as urban management, transportation planning and epidemic prevention and control. Research on the regularity of human mobility and modeling based on human behavior dynamics attempt to explore the underlying mechanisms of the occurrence of movement, but most of the work focuses on the spatial laws. In this work we address a new temporal characteristic of mobility that cannot be predicted by classical agent-based models. By introducing a dynamic attractiveness factor, we build a temporally dynamic model (t-EPR), and the experimental results on a large-scale geolocation-based social platform check-in dataset indicate that the proposed model better describes human mobility in both time and space.",

keywords = "Agent-based Modeling, Human Behavior Dynamics, Human Mobility",

author = "Yujin Xie and Zhiwen Yu and Ying Zhang and Bin Guo",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 2022 IEEE SmartWorld, 19th IEEE International Conference on Ubiquitous Intelligence and Computing, 2022 IEEE International Conference on Autonomous and Trusted Vehicles Conference, 22nd IEEE International Conference on Scalable Computing and Communications, 2022 IEEE International Conference on Digital Twin, 8th IEEE International Conference on Privacy Computing and 2022 IEEE International Conference on Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022 ; Conference date: 15-12-2022 Through 18-12-2022",

year = "2022",

doi = "10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089",

language = "英语",

series = "Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "500--507",

booktitle = "Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022",

}

Xie, Y, Yu, Z, Zhang, Y & Guo, B 2022, Modeling Human Mobility Based on Temporal Characteristics. in Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022. Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022, Institute of Electrical and Electronics Engineers Inc., pp. 500-507, 2022 IEEE SmartWorld, 19th IEEE International Conference on Ubiquitous Intelligence and Computing, 2022 IEEE International Conference on Autonomous and Trusted Vehicles Conference, 22nd IEEE International Conference on Scalable Computing and Communications, 2022 IEEE International Conference on Digital Twin, 8th IEEE International Conference on Privacy Computing and 2022 IEEE International Conference on Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022, Haikou, China, 15/12/22. https://doi.org/10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089

Modeling Human Mobility Based on Temporal Characteristics. / Xie, Yujin; Yu, Zhiwen; Zhang, Ying et al.
Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022. Institute of Electrical and Electronics Engineers Inc., 2022. p. 500-507 (Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Modeling Human Mobility Based on Temporal Characteristics

AU - Xie, Yujin

AU - Yu, Zhiwen

AU - Zhang, Ying

AU - Guo, Bin

PY - 2022

Y1 - 2022

N2 - Understanding and describing human mobility is of great significance to various fields such as urban management, transportation planning and epidemic prevention and control. Research on the regularity of human mobility and modeling based on human behavior dynamics attempt to explore the underlying mechanisms of the occurrence of movement, but most of the work focuses on the spatial laws. In this work we address a new temporal characteristic of mobility that cannot be predicted by classical agent-based models. By introducing a dynamic attractiveness factor, we build a temporally dynamic model (t-EPR), and the experimental results on a large-scale geolocation-based social platform check-in dataset indicate that the proposed model better describes human mobility in both time and space.

AB - Understanding and describing human mobility is of great significance to various fields such as urban management, transportation planning and epidemic prevention and control. Research on the regularity of human mobility and modeling based on human behavior dynamics attempt to explore the underlying mechanisms of the occurrence of movement, but most of the work focuses on the spatial laws. In this work we address a new temporal characteristic of mobility that cannot be predicted by classical agent-based models. By introducing a dynamic attractiveness factor, we build a temporally dynamic model (t-EPR), and the experimental results on a large-scale geolocation-based social platform check-in dataset indicate that the proposed model better describes human mobility in both time and space.

KW - Agent-based Modeling

KW - Human Behavior Dynamics

KW - Human Mobility

UR - https://www.scopus.com/pages/publications/85168114266

U2 - 10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089

DO - 10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089

M3 - 会议稿件

AN - SCOPUS:85168114266

T3 - Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022

SP - 500

EP - 507

BT - Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2022 IEEE SmartWorld, 19th IEEE International Conference on Ubiquitous Intelligence and Computing, 2022 IEEE International Conference on Autonomous and Trusted Vehicles Conference, 22nd IEEE International Conference on Scalable Computing and Communications, 2022 IEEE International Conference on Digital Twin, 8th IEEE International Conference on Privacy Computing and 2022 IEEE International Conference on Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022

Y2 - 15 December 2022 through 18 December 2022

ER -

Xie Y, Yu Z, Zhang Y, Guo B. Modeling Human Mobility Based on Temporal Characteristics. In Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 500-507. (Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022). doi: 10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089

Modeling Human Mobility Based on Temporal Characteristics

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

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