收稿日期: 2021-08-27
网络出版日期: 2023-03-28
基金资助
国家自然科学基金资助项目(61671011);国家自然科学基金资助项目(61771299)
A collaborative neighbor discovery protocol for unmanned aerial vehicle network based on improved three-way handshake mechanism and SVM
Received date: 2021-08-27
Online published: 2023-03-28
无人机在军事和民用领域都得到了广泛的应用, 无人机的组网也成为研究热点之一. 邻居发现作为组网完成的前提步骤, 发挥着至关重要的作用. 首先提出了基于3次握手改进机制的非协作邻居发现 (3-handshake non-cooperation neighbor discovery, 3-NCND) 协议; 然后融入支持向量机 (support vector machine, SVM) 算法, 提出了基于3次握手改进机制和SVM的协作邻居发现(3-handshake and SVM cooperative neighbor discovery, 3-SVMCND) 协议, SVM作为分类器加入到邻居协议中, 智能地将自身邻居节点信息发送给目标节点, 减少了邻居节点推荐的数量, 提高了邻居发现的速度. 通过仿真实验比较了邻居发现时隙数、邻居发现率和能量消耗这3个性能指标. 研究结果表明, 相较于3-NCND协议, SVM-CND协议具有更快的发现速度和更高的邻居发现率.
王涛, 陈银豪, 李平, 吴雅婷, 孙彦赞, 王瑞 . 基于3次握手改进机制和SVM的无人机网络协作邻居发现协议[J]. 上海大学学报(自然科学版), 2023 , 29(1) : 82 -94 . DOI: 10.12066/j.issn.1007-2861.2347
Unmanned aerial vehicles have been widely used in military and civil fields, and unmanned aerial vehicle networking has become a hot research topic. Neighbor discovery is a prerequisite step to complete a network. In this study, the 3-handshake non-cooperation neighbor discovery (3-NCND) protocol is first improved. Then a support vector machine (SVM) algorithm is integrated and a 3-handshake and SVM cooperative neighbor discovery (3-SVMCND) protocol is proposed. SVMs are trained as classifiers and then added to the neighbor discovery protocol. The protocol can intelligently recommend its own neighbor nodes to the target nodes and can reduce the number of neighbor node recommendations while improving the speed of neighbor discovery. In this study, three performance indices of neighbor discovery, namely, slot number, neighbor discovery rate, and energy consumption, are compared in a simulation experiment. Results show that 3-SVMCND has a faster discovery speed and higher neighbor discovery rate than those of 3-NCND.
| [1] | Jiang L, Ke S Q, Zhang L. Research on key technologies of topology control in mobile predictive Ad Hoc networks[C]// 2020 International Conference on Wireless Communications and Smart Grid(ICWCSG). 2020: 190-194. |
| [2] | Liang Y, Wei Z, Chen Q, et al. Neighbor discovery algorithm in wireless Ad Hoc networks based on successive interference cancellation technology[C]// 2020 International Conference on Wireless Communications and Signal Processing (WCSP). 2020: 1137-1141. |
| [3] | Zou X, Yang R, Yin C, et al. Optimization of wireless Ad Hoc network node layout self-play based on alphazero algorithm[C]// 2019 2nd International Conference on Artificial Intelligence and Big Data (ICAIBD). 2019: 334-337. |
| [4] | 裘莹, 李士宁, 徐相森, 等. 传感器网络邻居发现协议综述[J]. 计算机学报, 2016, 39(5): 973-992. |
| [5] | Mcglynn M J, Borbash S A. Birthday protocols for low energy deployment and flexible neighbor discovery in Ad Hoc wireless networks[C]// Proceedings of the 2nd ACM Interational Symposium on Mobile Ad Hoc Networking and Computing. 2001: 137-145. |
| [6] | Jing J R, Tseng T C, Hsu C S, et al. Quorum-based asynchronous power-saving protocols for IEEE 802.11 Ad Hoc networks[C]// 2003 International Conference on Parallel Processing. 2003: 257-264. |
| [7] | Tseng Y C, Hsu C S, Hsieh T Y. Power-saving protocols for IEEE 802.11-based multi-hopad hoc networks[C]// Twenty-First Annual Joint Conference of the IEEE Computer and Communications Societies. 2002: 200-209. |
| [8] | Dutta P, Culler D. Practical asynchronous neighbor discovery and rendezvous for mobile sensing applications[C]// Conference on Embedded Network Sensor Systems ACM. 2008: 71. |
| [9] | Kandhalu A, Lakshmanan K, Rajkumar R R. U-connect: a low-latency energy-efficient asynchronous neighbor discovery protocol[C]// Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks. 2010: 350-361. |
| [10] | Bakht M, Trower M, Kravets R. Searchlight: helping mobile devices find their neighbors[C]// ACM Sigops Operating Systems Review. 2012: 71-76. |
| [11] | Bakht M, Kravets R. SearchLight: asynchronous neighbor discovery using systematic probing[J]. ACM Sigmobile Mobile Computing & Communications Review, 2011, 14(4): 31-33. |
| [12] | Sun W, Yang Z, Wang K, et al. Hello: a generic flexible protocol for neighbor discovery[C]// IEEE INFOCOM-IEEE Conference on Computer Communications. 2014: 540-548. |
| [13] | Chen L, Yan B, Zhang J, et al. Neighbor discovery algorithm in mobile low duty cycle WSNs[J]. Journal of Software, 2014, 25(6): 1352-1368. |
| [14] | Wang Y, Sun G, Yang G, et al. Xgboosted neighbor referring in low-duty-cycle wireless sensor networks[J]. IEEE Internet of Things Journal, 2021, 8(5): 3446-3461. |
| [15] | Wei Z, Liu X, Han C, et al. Neighbor discovery for unmanned aerial vehicle networks[J]. IEEE Access, 2018, 6: 68288-68301. |
| [16] | Li Z C, Liu M, Yang B. Rendezvous on the fly: efficient neighbor discovery for autonomous UAVs[J]. IEEE Journal on Selected Areas in Communications, 2018, 36(9): 2032-2044. |
| [17] | Liu Y, Feng Z, Han C, et al. Hybrid 3-way neighbor discovery algorithm in UAV networks with directional antennas[C]// 2018 IEEE 29th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC). 2018: 1163-1168. |
| [18] | 洪亮, 罗鹏涛, 燕熊, 等. 一种基于定向天线的蜂群组网邻居发现算法[J]. 西北工业大学学报, 2020, 38(1): 191-198. |
| [19] | 梁志公. 无线自组网定向天线邻居发现技术研究[D]. 成都: 电子科技大学, 2020. |
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