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With the development and spread of Internet of Things technologies, various types of data for IoT applications can be generated anywhere and at any time. Among such data, there are data that depend heavily on generation time and location. We define these data as spatio-temporal data (STD). In previous studies, we proposed a STD retention system using vehicular networks to achieve the “Local production and consumption of STD” paradigm. The system can quickly provide STD for users within a specific location by retaining the STD within the area. However, this system does not take into account that each type of STD has different requirements for STD retention. In particular, the lifetime of STD and the diffusion time to the entire area directly influence the performance of STD retention. Therefore, we propose an efficient diffusion and elimination control method for retention based on the requirements of STD. The results of simulation evaluation demonstrated that the proposed method can satisfy the requirements of STD, while maintaining a high coverage rate in the area.
Shumpei YAMASAKI
the Kyushu Institute of Technology (KIT)
Daiki NOBAYASHI
Kyushu Institute of Technology
Kazuya TSUKAMOTO
Kyushu Institute of Technology
Takeshi IKENAGA
Kyushu Institute of Technology
Myung J. LEE
City University of New York
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Shumpei YAMASAKI, Daiki NOBAYASHI, Kazuya TSUKAMOTO, Takeshi IKENAGA, Myung J. LEE, "Efficient Data Diffusion and Elimination Control Method for Spatio-Temporal Data Retention System" in IEICE TRANSACTIONS on Communications,
vol. E104-B, no. 7, pp. 805-816, July 2021, doi: 10.1587/transcom.2020CQP0010.
Abstract: With the development and spread of Internet of Things technologies, various types of data for IoT applications can be generated anywhere and at any time. Among such data, there are data that depend heavily on generation time and location. We define these data as spatio-temporal data (STD). In previous studies, we proposed a STD retention system using vehicular networks to achieve the “Local production and consumption of STD” paradigm. The system can quickly provide STD for users within a specific location by retaining the STD within the area. However, this system does not take into account that each type of STD has different requirements for STD retention. In particular, the lifetime of STD and the diffusion time to the entire area directly influence the performance of STD retention. Therefore, we propose an efficient diffusion and elimination control method for retention based on the requirements of STD. The results of simulation evaluation demonstrated that the proposed method can satisfy the requirements of STD, while maintaining a high coverage rate in the area.
URL: https://global.ieice.org/en_transactions/communications/10.1587/transcom.2020CQP0010/_p
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@ARTICLE{e104-b_7_805,
author={Shumpei YAMASAKI, Daiki NOBAYASHI, Kazuya TSUKAMOTO, Takeshi IKENAGA, Myung J. LEE, },
journal={IEICE TRANSACTIONS on Communications},
title={Efficient Data Diffusion and Elimination Control Method for Spatio-Temporal Data Retention System},
year={2021},
volume={E104-B},
number={7},
pages={805-816},
abstract={With the development and spread of Internet of Things technologies, various types of data for IoT applications can be generated anywhere and at any time. Among such data, there are data that depend heavily on generation time and location. We define these data as spatio-temporal data (STD). In previous studies, we proposed a STD retention system using vehicular networks to achieve the “Local production and consumption of STD” paradigm. The system can quickly provide STD for users within a specific location by retaining the STD within the area. However, this system does not take into account that each type of STD has different requirements for STD retention. In particular, the lifetime of STD and the diffusion time to the entire area directly influence the performance of STD retention. Therefore, we propose an efficient diffusion and elimination control method for retention based on the requirements of STD. The results of simulation evaluation demonstrated that the proposed method can satisfy the requirements of STD, while maintaining a high coverage rate in the area.},
keywords={},
doi={10.1587/transcom.2020CQP0010},
ISSN={1745-1345},
month={July},}
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TY - JOUR
TI - Efficient Data Diffusion and Elimination Control Method for Spatio-Temporal Data Retention System
T2 - IEICE TRANSACTIONS on Communications
SP - 805
EP - 816
AU - Shumpei YAMASAKI
AU - Daiki NOBAYASHI
AU - Kazuya TSUKAMOTO
AU - Takeshi IKENAGA
AU - Myung J. LEE
PY - 2021
DO - 10.1587/transcom.2020CQP0010
JO - IEICE TRANSACTIONS on Communications
SN - 1745-1345
VL - E104-B
IS - 7
JA - IEICE TRANSACTIONS on Communications
Y1 - July 2021
AB - With the development and spread of Internet of Things technologies, various types of data for IoT applications can be generated anywhere and at any time. Among such data, there are data that depend heavily on generation time and location. We define these data as spatio-temporal data (STD). In previous studies, we proposed a STD retention system using vehicular networks to achieve the “Local production and consumption of STD” paradigm. The system can quickly provide STD for users within a specific location by retaining the STD within the area. However, this system does not take into account that each type of STD has different requirements for STD retention. In particular, the lifetime of STD and the diffusion time to the entire area directly influence the performance of STD retention. Therefore, we propose an efficient diffusion and elimination control method for retention based on the requirements of STD. The results of simulation evaluation demonstrated that the proposed method can satisfy the requirements of STD, while maintaining a high coverage rate in the area.
ER -