EURASIP Journal on Wireless Communications and Networking | |
Network consensus analysis and optimization of distributed FANETs based on multi-agent consensus theory | |
Research | |
FuZhuang Ding1  Ying Liu1  Xin Tong1  Xu Li1  | |
[1] School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China; | |
关键词: Distributed FANET; Network consensus; Network maintenance; Service delay; Resource efficiency; | |
DOI : 10.1186/s13638-023-02241-8 | |
received in 2023-01-05, accepted in 2023-03-29, 发布年份 2023 | |
来源: Springer | |
【 摘 要 】
Distributed flying ad hoc networks (FANETs) have been widely used in collaborative reconnaissance, situation construction, and other scenarios. In distributed FANETs with multi-hop and intermittent links, nodes only maintain neighbors’ information and cannot obtain the whole network messages. There may be contradicting information collected across nodes, resulting in inconsistency problems. However, existing research on collaborative consensus focuses mainly on the control domain using multi-agent consensus theory. The study on distributed network consensus does not consider the effect of the multi-hop forwarding order, hence limiting the optimization of distributed FANETs. Based on this, we establish a network consensus model utilizing the multi-agent consensus theory and analyze the impact of the outage probability of links and untimely forwarding on the distributed consensus probability, considering the node density, link outage probability, and network maintenance times. Besides, using the election mechanism as an example, we establish distributed network performance analysis models considering consensus error to enhance the service delay and resource efficiency performance analysis of distributed FANETs. Finally, we construct a protocol-level simulation platform based on Visual Studio and extensive experiments to determine the optimal mechanism parameters under different network and channel parameters. The simulation results show that the optimal network maintenance times increase with the increasing outage probability of links. Moreover, distributed FANETs can achieve optimal resource efficiency without achieving complete consensus, that is, there is a tradeoff between network maintenance cost and network performance.
【 授权许可】
CC BY
© The Author(s) 2023
【 预 览 】
Files | Size | Format | View |
---|---|---|---|
RO202308151989887ZK.pdf | 3185KB | download | |
41116_2023_36_Article_IEq7.gif | 1KB | Image | download |
Fig. 1 | 803KB | Image | download |
40517_2023_256_Article_IEq2.gif | 1KB | Image | download |
41116_2023_36_Article_IEq123.gif | 1KB | Image | download |
41116_2023_36_Article_IEq127.gif | 1KB | Image | download |
40517_2023_256_Article_IEq58.gif | 1KB | Image | download |
MediaObjects/12888_2023_4811_MOESM2_ESM.docx | 112KB | Other | download |
41116_2023_36_Article_IEq139.gif | 1KB | Image | download |
MediaObjects/41408_2023_835_MOESM1_ESM.pdf | 1137KB | download | |
40517_2023_256_Article_IEq71.gif | 1KB | Image | download |
Fig. 8 | 136KB | Image | download |
41116_2023_36_Article_IEq195.gif | 1KB | Image | download |
41116_2023_36_Article_IEq201.gif | 1KB | Image | download |
Fig. 1 | 129KB | Image | download |
Fig. 1 | 2859KB | Image | download |
41116_2023_36_Article_IEq240.gif | 1KB | Image | download |
41116_2023_36_Article_IEq241.gif | 1KB | Image | download |
41116_2023_36_Article_IEq245.gif | 1KB | Image | download |
41116_2023_36_Article_IEq246.gif | 1KB | Image | download |
41116_2023_36_Article_IEq247.gif | 1KB | Image | download |
Fig. 1 | 240KB | Image | download |
Fig. 1 | 41KB | Image | download |
MediaObjects/40249_2023_1051_MOESM1_ESM.pdf | 512KB | download | |
Fig. 2 | 78KB | Image | download |
41116_2023_36_Article_IEq270.gif | 1KB | Image | download |
MediaObjects/12888_2023_4781_MOESM1_ESM.docx | 1166KB | Other | download |
41116_2023_36_Article_IEq272.gif | 1KB | Image | download |
41116_2023_36_Article_IEq273.gif | 1KB | Image | download |
41116_2023_36_Article_IEq274.gif | 1KB | Image | download |
Fig. 1 | 142KB | Image | download |
41116_2023_36_Article_IEq276.gif | 1KB | Image | download |
41116_2023_36_Article_IEq277.gif | 1KB | Image | download |
41116_2023_36_Article_IEq278.gif | 1KB | Image | download |
Fig. 2 | 188KB | Image | download |
41116_2023_36_Article_IEq280.gif | 1KB | Image | download |
40517_2023_256_Article_IEq199.gif | 1KB | Image | download |
41116_2023_36_Article_IEq281.gif | 1KB | Image | download |
41116_2023_36_Article_IEq282.gif | 1KB | Image | download |
41116_2023_36_Article_IEq283.gif | 1KB | Image | download |
41116_2023_36_Article_IEq284.gif | 1KB | Image | download |
41116_2023_36_Article_IEq285.gif | 1KB | Image | download |
41116_2023_36_Article_IEq286.gif | 1KB | Image | download |
41116_2023_36_Article_IEq287.gif | 1KB | Image | download |
Fig. 1 | 406KB | Image | download |
41116_2023_36_Article_IEq289.gif | 1KB | Image | download |
Fig. 1 | 1158KB | Image | download |
MediaObjects/12888_2023_4752_MOESM1_ESM.docx | 6KB | Other | download |
41116_2023_36_Article_IEq291.gif | 1KB | Image | download |
41116_2023_36_Article_IEq292.gif | 1KB | Image | download |
41116_2023_36_Article_IEq293.gif | 1KB | Image | download |
40517_2023_256_Article_IEq213.gif | 1KB | Image | download |
41116_2023_36_Article_IEq294.gif | 1KB | Image | download |
41116_2023_36_Article_IEq295.gif | 1KB | Image | download |
41116_2023_36_Article_IEq296.gif | 1KB | Image | download |
41116_2023_36_Article_IEq297.gif | 1KB | Image | download |
MediaObjects/12888_2023_4827_MOESM1_ESM.docx | 46KB | Other | download |
MediaObjects/12888_2023_4827_MOESM2_ESM.docx | 14KB | Other | download |
MediaObjects/12888_2023_4830_MOESM1_ESM.docx | 36KB | Other | download |
Fig. 1 | 218KB | Image | download |
41116_2023_36_Article_IEq301.gif | 1KB | Image | download |
41116_2023_36_Article_IEq302.gif | 1KB | Image | download |
41116_2023_36_Article_IEq303.gif | 1KB | Image | download |
41116_2023_36_Article_IEq304.gif | 1KB | Image | download |
Fig. 1 | 64KB | Image | download |
40517_2023_256_Article_IEq225.gif | 1KB | Image | download |
Fig. 2 | 243KB | Image | download |
41116_2023_36_Article_IEq307.gif | 1KB | Image | download |
41116_2023_36_Article_IEq308.gif | 1KB | Image | download |
41116_2023_36_Article_IEq309.gif | 1KB | Image | download |
41116_2023_36_Article_IEq310.gif | 1KB | Image | download |
41116_2023_36_Article_IEq311.gif | 1KB | Image | download |
41116_2023_36_Article_IEq312.gif | 1KB | Image | download |
41116_2023_36_Article_IEq313.gif | 1KB | Image | download |
41116_2023_36_Article_IEq314.gif | 1KB | Image | download |
41116_2023_36_Article_IEq315.gif | 1KB | Image | download |
41116_2023_36_Article_IEq316.gif | 1KB | Image | download |
41116_2023_36_Article_IEq317.gif | 1KB | Image | download |
41116_2023_36_Article_IEq318.gif | 1KB | Image | download |
Fig. 2 | 83KB | Image | download |
Fig. 3 | 1194KB | Image | download |
41116_2023_36_Article_IEq321.gif | 1KB | Image | download |
41116_2023_36_Article_IEq322.gif | 1KB | Image | download |
41116_2023_36_Article_IEq323.gif | 1KB | Image | download |
41116_2023_36_Article_IEq324.gif | 1KB | Image | download |
41116_2023_36_Article_IEq325.gif | 1KB | Image | download |
40517_2023_256_Article_IEq244.gif | 1KB | Image | download |
41116_2023_36_Article_IEq326.gif | 1KB | Image | download |
41116_2023_36_Article_IEq327.gif | 1KB | Image | download |
41116_2023_36_Article_IEq328.gif | 1KB | Image | download |
41116_2023_36_Article_IEq330.gif | 1KB | Image | download |
Fig. 4 | 1202KB | Image | download |
41116_2023_36_Article_IEq332.gif | 1KB | Image | download |
41116_2023_36_Article_IEq333.gif | 1KB | Image | download |
41116_2023_36_Article_IEq335.gif | 1KB | Image | download |
41116_2023_36_Article_IEq337.gif | 1KB | Image | download |
40517_2023_256_Article_IEq256.gif | 1KB | Image | download |
41116_2023_36_Article_IEq338.gif | 1KB | Image | download |
41116_2023_36_Article_IEq340.gif | 1KB | Image | download |
41116_2023_36_Article_IEq341.gif | 1KB | Image | download |
41116_2023_36_Article_IEq342.gif | 1KB | Image | download |
Fig. 5 | 561KB | Image | download |
41116_2023_36_Article_IEq344.gif | 1KB | Image | download |
41116_2023_36_Article_IEq345.gif | 1KB | Image | download |
41116_2023_36_Article_IEq346.gif | 1KB | Image | download |
41116_2023_36_Article_IEq347.gif | 1KB | Image | download |
MediaObjects/12888_2023_4883_MOESM1_ESM.docx | 17KB | Other | download |
41116_2023_36_Article_IEq350.gif | 1KB | Image | download |
41116_2023_36_Article_IEq351.gif | 1KB | Image | download |
41116_2023_36_Article_IEq352.gif | 1KB | Image | download |
41116_2023_36_Article_IEq354.gif | 1KB | Image | download |
Fig. 2 | 29KB | Image | download |
Fig. 3 | 30KB | Image | download |
41116_2023_36_Article_IEq358.gif | 1KB | Image | download |
MediaObjects/12888_2023_4767_MOESM1_ESM.pdf | 1353KB | download | |
41116_2023_36_Article_IEq359.gif | 1KB | Image | download |
41116_2023_36_Article_IEq360.gif | 1KB | Image | download |
41116_2023_36_Article_IEq361.gif | 1KB | Image | download |
Fig. 4 | 104KB | Image | download |
41116_2023_36_Article_IEq362.gif | 1KB | Image | download |
MediaObjects/12888_2023_4867_MOESM1_ESM.docx | 16KB | Other | download |
41116_2023_36_Article_IEq364.gif | 1KB | Image | download |
41116_2023_36_Article_IEq365.gif | 1KB | Image | download |
41116_2023_36_Article_IEq366.gif | 1KB | Image | download |
41116_2023_36_Article_IEq367.gif | 1KB | Image | download |
41116_2023_36_Article_IEq368.gif | 1KB | Image | download |
41116_2023_36_Article_IEq369.gif | 1KB | Image | download |
MediaObjects/12888_2023_4867_MOESM2_ESM.docx | 17KB | Other | download |
41116_2023_36_Article_IEq372.gif | 1KB | Image | download |
MediaObjects/12888_2023_4867_MOESM3_ESM.docx | 17KB | Other | download |
Fig. 5 | 863KB | Image | download |
41116_2023_36_Article_IEq375.gif | 1KB | Image | download |
41116_2023_36_Article_IEq376.gif | 1KB | Image | download |
41116_2023_36_Article_IEq377.gif | 1KB | Image | download |
12938_2023_1111_Article_IEq24.gif | 1KB | Image | download |
41116_2023_36_Article_IEq378.gif | 1KB | Image | download |
41116_2023_36_Article_IEq379.gif | 1KB | Image | download |
41116_2023_36_Article_IEq380.gif | 1KB | Image | download |
Fig. 1 | 289KB | Image | download |
41116_2023_36_Article_IEq437.gif | 1KB | Image | download |
41116_2023_36_Article_IEq438.gif | 1KB | Image | download |
41116_2023_36_Article_IEq439.gif | 1KB | Image | download |
Fig. 3 | 81KB | Image | download |
41116_2023_36_Article_IEq441.gif | 1KB | Image | download |
MediaObjects/12888_2023_4768_MOESM1_ESM.docx | 226KB | Other | download |
Fig. 3 | 1534KB | Image | download |
41116_2023_36_Article_IEq444.gif | 1KB | Image | download |
41116_2023_36_Article_IEq445.gif | 1KB | Image | download |
40517_2023_255_Article_IEq1.gif | 1KB | Image | download |
41116_2023_36_Article_IEq446.gif | 1KB | Image | download |
41116_2023_36_Article_IEq447.gif | 1KB | Image | download |
41116_2023_36_Article_IEq448.gif | 1KB | Image | download |
41116_2023_36_Article_IEq449.gif | 1KB | Image | download |
Fig. 2 | 976KB | Image | download |
41116_2023_36_Article_IEq450.gif | 1KB | Image | download |
41116_2023_36_Article_IEq451.gif | 1KB | Image | download |
41116_2023_36_Article_IEq452.gif | 1KB | Image | download |
41116_2023_36_Article_IEq453.gif | 1KB | Image | download |
41116_2023_36_Article_IEq454.gif | 1KB | Image | download |
41116_2023_36_Article_IEq455.gif | 1KB | Image | download |
41116_2023_36_Article_IEq456.gif | 1KB | Image | download |
41116_2023_36_Article_IEq457.gif | 1KB | Image | download |
41116_2023_36_Article_IEq458.gif | 1KB | Image | download |
41116_2023_36_Article_IEq459.gif | 1KB | Image | download |
Fig. 1 | 198KB | Image | download |
41116_2023_36_Article_IEq461.gif | 1KB | Image | download |
Fig. 1 | 201KB | Image | download |
Fig. 2 | 51KB | Image | download |
41116_2023_36_Article_IEq464.gif | 1KB | Image | download |
41116_2023_36_Article_IEq465.gif | 1KB | Image | download |
Fig. 4 | 352KB | Image | download |
41116_2023_36_Article_IEq466.gif | 1KB | Image | download |
41116_2023_36_Article_IEq467.gif | 1KB | Image | download |
41116_2023_36_Article_IEq468.gif | 1KB | Image | download |
【 图 表 】
41116_2023_36_Article_IEq468.gif
41116_2023_36_Article_IEq467.gif
41116_2023_36_Article_IEq466.gif
Fig. 4
41116_2023_36_Article_IEq465.gif
41116_2023_36_Article_IEq464.gif
Fig. 2
Fig. 1
41116_2023_36_Article_IEq461.gif
Fig. 1
41116_2023_36_Article_IEq459.gif
41116_2023_36_Article_IEq458.gif
41116_2023_36_Article_IEq457.gif
41116_2023_36_Article_IEq456.gif
41116_2023_36_Article_IEq455.gif
41116_2023_36_Article_IEq454.gif
41116_2023_36_Article_IEq453.gif
41116_2023_36_Article_IEq452.gif
41116_2023_36_Article_IEq451.gif
41116_2023_36_Article_IEq450.gif
Fig. 2
41116_2023_36_Article_IEq449.gif
41116_2023_36_Article_IEq448.gif
41116_2023_36_Article_IEq447.gif
41116_2023_36_Article_IEq446.gif
40517_2023_255_Article_IEq1.gif
41116_2023_36_Article_IEq445.gif
41116_2023_36_Article_IEq444.gif
Fig. 3
41116_2023_36_Article_IEq441.gif
Fig. 3
41116_2023_36_Article_IEq439.gif
41116_2023_36_Article_IEq438.gif
41116_2023_36_Article_IEq437.gif
Fig. 1
41116_2023_36_Article_IEq380.gif
41116_2023_36_Article_IEq379.gif
41116_2023_36_Article_IEq378.gif
12938_2023_1111_Article_IEq24.gif
41116_2023_36_Article_IEq377.gif
41116_2023_36_Article_IEq376.gif
41116_2023_36_Article_IEq375.gif
Fig. 5
41116_2023_36_Article_IEq372.gif
41116_2023_36_Article_IEq369.gif
41116_2023_36_Article_IEq368.gif
41116_2023_36_Article_IEq367.gif
41116_2023_36_Article_IEq366.gif
41116_2023_36_Article_IEq365.gif
41116_2023_36_Article_IEq364.gif
41116_2023_36_Article_IEq362.gif
Fig. 4
41116_2023_36_Article_IEq361.gif
41116_2023_36_Article_IEq360.gif
41116_2023_36_Article_IEq359.gif
41116_2023_36_Article_IEq358.gif
Fig. 3
Fig. 2
41116_2023_36_Article_IEq354.gif
41116_2023_36_Article_IEq352.gif
41116_2023_36_Article_IEq351.gif
41116_2023_36_Article_IEq350.gif
41116_2023_36_Article_IEq347.gif
41116_2023_36_Article_IEq346.gif
41116_2023_36_Article_IEq345.gif
41116_2023_36_Article_IEq344.gif
Fig. 5
41116_2023_36_Article_IEq342.gif
41116_2023_36_Article_IEq341.gif
41116_2023_36_Article_IEq340.gif
41116_2023_36_Article_IEq338.gif
40517_2023_256_Article_IEq256.gif
41116_2023_36_Article_IEq337.gif
41116_2023_36_Article_IEq335.gif
41116_2023_36_Article_IEq333.gif
41116_2023_36_Article_IEq332.gif
Fig. 4
41116_2023_36_Article_IEq330.gif
41116_2023_36_Article_IEq328.gif
41116_2023_36_Article_IEq327.gif
41116_2023_36_Article_IEq326.gif
40517_2023_256_Article_IEq244.gif
41116_2023_36_Article_IEq325.gif
41116_2023_36_Article_IEq324.gif
41116_2023_36_Article_IEq323.gif
41116_2023_36_Article_IEq322.gif
41116_2023_36_Article_IEq321.gif
Fig. 3
Fig. 2
41116_2023_36_Article_IEq318.gif
41116_2023_36_Article_IEq317.gif
41116_2023_36_Article_IEq316.gif
41116_2023_36_Article_IEq315.gif
41116_2023_36_Article_IEq314.gif
41116_2023_36_Article_IEq313.gif
41116_2023_36_Article_IEq312.gif
41116_2023_36_Article_IEq311.gif
41116_2023_36_Article_IEq310.gif
41116_2023_36_Article_IEq309.gif
41116_2023_36_Article_IEq308.gif
41116_2023_36_Article_IEq307.gif
Fig. 2
40517_2023_256_Article_IEq225.gif
Fig. 1
41116_2023_36_Article_IEq304.gif
41116_2023_36_Article_IEq303.gif
41116_2023_36_Article_IEq302.gif
41116_2023_36_Article_IEq301.gif
Fig. 1
41116_2023_36_Article_IEq297.gif
41116_2023_36_Article_IEq296.gif
41116_2023_36_Article_IEq295.gif
41116_2023_36_Article_IEq294.gif
40517_2023_256_Article_IEq213.gif
41116_2023_36_Article_IEq293.gif
41116_2023_36_Article_IEq292.gif
41116_2023_36_Article_IEq291.gif
Fig. 1
41116_2023_36_Article_IEq289.gif
Fig. 1
41116_2023_36_Article_IEq287.gif
41116_2023_36_Article_IEq286.gif
41116_2023_36_Article_IEq285.gif
41116_2023_36_Article_IEq284.gif
41116_2023_36_Article_IEq283.gif
41116_2023_36_Article_IEq282.gif
41116_2023_36_Article_IEq281.gif
40517_2023_256_Article_IEq199.gif
41116_2023_36_Article_IEq280.gif
Fig. 2
41116_2023_36_Article_IEq278.gif
41116_2023_36_Article_IEq277.gif
41116_2023_36_Article_IEq276.gif
Fig. 1
41116_2023_36_Article_IEq274.gif
41116_2023_36_Article_IEq273.gif
41116_2023_36_Article_IEq272.gif
41116_2023_36_Article_IEq270.gif
Fig. 2
Fig. 1
Fig. 1
41116_2023_36_Article_IEq247.gif
41116_2023_36_Article_IEq246.gif
41116_2023_36_Article_IEq245.gif
41116_2023_36_Article_IEq241.gif
41116_2023_36_Article_IEq240.gif
Fig. 1
Fig. 1
41116_2023_36_Article_IEq201.gif
41116_2023_36_Article_IEq195.gif
Fig. 8
40517_2023_256_Article_IEq71.gif
41116_2023_36_Article_IEq139.gif
40517_2023_256_Article_IEq58.gif
41116_2023_36_Article_IEq127.gif
41116_2023_36_Article_IEq123.gif
40517_2023_256_Article_IEq2.gif
Fig. 1
41116_2023_36_Article_IEq7.gif
【 参考文献 】
- [1]
- [2]
- [3]
- [4]
- [5]
- [6]
- [7]
- [8]
- [9]
- [10]
- [11]
- [12]
- [13]
- [14]
- [15]
- [16]
- [17]
- [18]
- [19]
- [20]
- [21]
- [22]
- [23]
- [24]
- [25]