Distributed Consensus in Wireless Networks With Probabilistic Broadcast Scheduling

被引:5
作者
Herrera, Daniel Perez [1 ]
Chen, Zheng [1 ]
Larsson, Erik G. [1 ]
机构
[1] Linkoping Univ, Dept Elect Engn, SE-58183 Linkoping, Sweden
关键词
Convergence; Broadcasting; Probabilistic logic; Wireless networks; Signal processing algorithms; Topology; Consensus algorithm; Average consensus; broadcast transmission; scheduling; wireless networks; GOSSIP ALGORITHMS; OPTIMIZATION; CONVERGENCE;
D O I
10.1109/LSP.2023.3240647
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We consider distributed average consensus in a wireless network with partial communication to reduce the number of transmissions in every iteration/round. Considering the broadcast nature of wireless channels, we propose a probabilistic approach that schedules a subset of nodes for broadcasting information to their neighbors in every round. We compare several heuristic methods for assigning the node broadcast probabilities under a fixed number of transmissions per round. Furthermore, we introduce a pre-compensation method to correct the bias between the consensus value and the average of the initial values, and suggest possible extensions for our design. Our results are particularly relevant for developing communication-efficient consensus protocols in a wireless environment with limited frequency/time resources.
引用
收藏
页码:41 / 45
页数:5
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