Congestion Control Method for Campus Opportunity Network Based on Ant Colony Algorithm

IF 1.6 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Peng Li;Yumei Cao;Huan Jia;Xiaoming Wang;Xiaojun Wu
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引用次数: 0

Abstract

Due to the limited storage resources of portable devices, congestion control has become a hot direction in opportunity networks. To address the issue of heavy loads on certain nodes, which can impact routing efficiency and overall network performance, this paper proposes a load-balancing opportunity routing algorithm based on ant colony optimization (LBOR) in a campus environment. The congestion status is represented by the ratio of message drop receptions within a certain period and the occupancy of the cache. Path selection is based on the concentration of pheromones and the pheromones on the path are updated when a data transmission is completed. In the event of congestion, the algorithm prevents a large amount of data from entering the node and unloads the data to other nodes, even if they are not the optimal relay nodes. Experimental results demonstrate that the proposed algorithm effectively improves data transmission success rates, reduces network loads, and decreases the number of packet losses, especially under low latency conditions.
基于蚁群算法的校园机会网络拥塞控制方法
由于便携式设备的存储资源有限,拥塞控制已成为机会网络中的一个热点方向。针对校园环境中某些节点负载过重会影响路由效率和整体网络性能的问题,提出了一种基于蚁群优化(LBOR)的负载均衡机会路由算法。拥塞状态由一定时间内接收到的消息丢弃数与缓存占用率的比值表示。路径选择基于信息素的浓度,当数据传输完成时,路径上的信息素会更新。在发生拥塞时,该算法阻止大量数据进入该节点,并将数据卸载给其他节点,即使这些节点不是最优中继节点。实验结果表明,该算法有效地提高了数据传输成功率,降低了网络负载,减少了丢包数量,特别是在低延迟条件下。
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来源期刊
Chinese Journal of Electronics
Chinese Journal of Electronics 工程技术-工程:电子与电气
CiteScore
3.70
自引率
16.70%
发文量
342
审稿时长
12.0 months
期刊介绍: CJE focuses on the emerging fields of electronics, publishing innovative and transformative research papers. Most of the papers published in CJE are from universities and research institutes, presenting their innovative research results. Both theoretical and practical contributions are encouraged, and original research papers reporting novel solutions to the hot topics in electronics are strongly recommended.
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