Transmit or Discard : Optimizing Data Freshness in Networked Embedded Systems with Energy Harvesting Sources
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Title of host publication | PROCEEDINGS OF THE 2019 56TH ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC) |
Publisher | Association for Computing Machinery (ACM) |
ISBN (print) | 9781450367257 |
Publication status | Published - Jun 2019 |
Publication series
Name | Proceedings - Design Automation Conference |
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ISSN (Print) | 0738-100X |
Conference
Title | 56th Design Automation Conference, DAC 2019 |
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Location | Las Vegas Convention Center |
Place | United States |
City | Las Vegas |
Period | 2 - 6 June 2019 |
Link(s)
Abstract
This paper explores how to optimize the freshness of real-time data in energy harvesting based networked embedded systems. We introduce the concept of Age of Information (AoI) to quantitatively measure the data freshness and present a comprehensive analysis on the average AoI of the real-time data with stochastic update arrival and energy replenishment rates. Both an optimal offline solution and an effective online solution are designed to judiciously select a subset of the real-time data updates and determine their corresponding transmission times to optimize the average AoI subject to energy constraints. Our extensive experiments have validated the effectiveness of the proposed solutions, and showed that these two methods can significantly improve the average AoI by 47.2% comparing to the state-of-the-art solutions for low energy replenishment rate.
Research Area(s)
- Age of Information (AoI), Data freshness, Energy harvesting (EH), Networked embedded systems (NESs), Optimization
Bibliographic Note
Full text of this publication does not contain sufficient affiliation information. With consent from the author(s) concerned, the Research Unit(s) information for this record is based on the existing academic department affiliation of the author(s).
Citation Format(s)
Transmit or Discard: Optimizing Data Freshness in Networked Embedded Systems with Energy Harvesting Sources. / Zhou, Zimeng; Fu, Chenchen; Xue, Chun Jason et al.
PROCEEDINGS OF THE 2019 56TH ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC). Association for Computing Machinery (ACM), 2019. 35 (Proceedings - Design Automation Conference).
PROCEEDINGS OF THE 2019 56TH ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC). Association for Computing Machinery (ACM), 2019. 35 (Proceedings - Design Automation Conference).
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review