Age-of-Information vs. Value-of-Information Scheduling for Cellular Networked Control Systems

March 13, 2019 Β· Declared Dead Β· πŸ› International Conference on Cyber-Physical Systems

πŸ‘» CAUSE OF DEATH: Ghosted
No code link whatsoever

"No code URL or promise found in abstract"

Evidence collected by the PWNC Scanner

Authors Onur Ayan, Mikhail Vilgelm, Markus KlΓΌgel, Sandra Hirche, Wolfgang Kellerer arXiv ID 1903.05356 Category cs.IT: Information Theory Cross-listed cs.NI, eess.SY Citations 154 Venue International Conference on Cyber-Physical Systems Last Checked 4 months ago
Abstract
Age-of-Information (AoI) is a recently introduced metric for network operation with sensor applications which quantifies the freshness of data. In the context of networked control systems (NCSs), we compare the worth of the AoI metric with the value-of-information (VoI) metric, which is related to the uncertainty reduction in stochastic processes. First, we show that the uncertainty propagates non-linearly over time depending on system dynamics. Next, we define the value of a new update of the process of interest as a function of AoI and system parameters of the NCSs. We use the aggregated update value as a utility for the centralized scheduling problem in a cellular NCS composed of multiple heterogeneous control loops. By conducting a simulative analysis, we show that prioritizing transmissions with higher VoI improves performance of the NCSs compared with providing fair data freshness to all sub-systems equally.
Community shame:
Not yet rated
Community Contributions

Found the code? Know the venue? Think something is wrong? Let us know!

πŸ“œ Similar Papers

In the same crypt β€” Information Theory

Died the same way β€” πŸ‘» Ghosted