Load Reduction for Timely Applications in the Cloud
(2021) In IEEE Networking Letters 3(3). p.142-146- Abstract
- In many IoT applications, sensor data is sent remotely to be processed, but only the freshest result is of interest. In this paper we investigate a feedback mechanism that aborts the processing of stale data at the remote end to reduce the load and save costs. The process is approximated by an M/M/∞ queueing system with a feedback loop. We find the exact expression of the average computational time saved and show that with the feedback loop in place the computation time per CPU can be cut up to 25%, making the technique very promising.
- Abstract (Swedish)
- In many IoT applications, sensor data is sent remotely to be processed, but only the freshest result is of interest. In this paper we investigate a feedback mechanism that aborts the processing of stale data at the remote end to reduce the load and save costs. The process is approximated by an M/M/$\infty$ queueing system with a feedback loop. We find the exact expression of the average computational time saved and show that with the feedback loop in place the computation time per CPU can be cut up to 25%, making the technique very promising.
Please use this url to cite or link to this publication:
https://lup.lub.lu.se/record/e0ee946b-7e9e-4480-980d-3e3457b2a1ab
- author
- Franco, Antonio LU ; Landfeldt, Björn LU ; Körner, Ulf LU and Nyberg, Christian LU
- organization
- alternative title
- Last reducering for tidskänsliga tillämpningar i molntjänster
- publishing date
- 2021
- type
- Contribution to journal
- publication status
- published
- subject
- keywords
- Köteori, molntjänster
- in
- IEEE Networking Letters
- volume
- 3
- issue
- 3
- pages
- 5 pages
- publisher
- IEEE - Institute of Electrical and Electronics Engineers Inc.
- external identifiers
-
- scopus:85209457053
- ISSN
- 2576-3156
- DOI
- 10.1109/LNET.2021.3085115
- project
- ELLIIT LU P01: WP2 Networking solutions
- language
- English
- LU publication?
- yes
- id
- e0ee946b-7e9e-4480-980d-3e3457b2a1ab
- date added to LUP
- 2021-06-02 08:19:15
- date last changed
- 2024-12-26 04:02:54
@article{e0ee946b-7e9e-4480-980d-3e3457b2a1ab, abstract = {{In many IoT applications, sensor data is sent remotely to be processed, but only the freshest result is of interest. In this paper we investigate a feedback mechanism that aborts the processing of stale data at the remote end to reduce the load and save costs. The process is approximated by an M/M/∞ queueing system with a feedback loop. We find the exact expression of the average computational time saved and show that with the feedback loop in place the computation time per CPU can be cut up to 25%, making the technique very promising.}}, author = {{Franco, Antonio and Landfeldt, Björn and Körner, Ulf and Nyberg, Christian}}, issn = {{2576-3156}}, keywords = {{Köteori, molntjänster}}, language = {{eng}}, number = {{3}}, pages = {{142--146}}, publisher = {{IEEE - Institute of Electrical and Electronics Engineers Inc.}}, series = {{IEEE Networking Letters}}, title = {{Load Reduction for Timely Applications in the Cloud}}, url = {{https://lup.lub.lu.se/search/files/98551752/paper.pdf}}, doi = {{10.1109/LNET.2021.3085115}}, volume = {{3}}, year = {{2021}}, }