Smart Collaborative Automation for Receive Buffer Control in Multipath Industrial Networks
- Authors
- Song, Fei; Ai, Zhengyang; Zhou, Yutong; You, Ilsun; Choo, Kim-Kwang Raymond; Zhang, Hongke
- Issue Date
- Feb-2020
- Publisher
- Institute of Electrical and Electronics Engineers
- Keywords
- Multipath industrial networks; receive buffer control; smart collaborative automation; theoretical model
- Citation
- IEEE Transactions on Industrial Informatics, v.16, no.2, pp 1385 - 1394
- Pages
- 10
- Journal Title
- IEEE Transactions on Industrial Informatics
- Volume
- 16
- Number
- 2
- Start Page
- 1385
- End Page
- 1394
- URI
- https://scholarworks.bwise.kr/sch/handle/2021.sw.sch/3119
- DOI
- 10.1109/TII.2019.2950109
- ISSN
- 1551-3203
1941-0050
- Abstract
- Artificial intelligence is being utilized in multipath industrial networks to enhance service supporting ability. However, existing obstacles in controlling receive buffer restrict throughput even when higher bandwidth is available. Therefore, in this article, we propose a smart collaborative automation (SCA) scheme to improve resource usage and overcome buffer limitations. First, a mathematical model is established to describe primary system operations with considerations of chunk loss. The infsupremum methodology and probability theory are adopted to track congestion window variations. Second, differences in disordered chunk expectations are analyzed to locate the critical condition of round numbers. Specific algorithm details are provided via simplifying comparison to achieve comprehensive policy selections. Third, evaluation topologies and environments are created with reasonable parameter settings. Validation results demonstrate that model-driven SCA can reduce unexpected occupations at the receiver-side. Comparing to intuition-driven schemes, overall performances, in terms of the sender's transmission capacity and receiver's buffer utilization, are improved under different experimental configurations.
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Collections - College of Engineering > Department of Information Security Engineering > 1. Journal Articles
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