空军工程大学学报2026，Vol.27Issue(1)：48-57,10.DOI:10.3969/j.issn.2097-1915.2026.01.006
改进学习自动机的分簇式航空自组网时隙分配方法
A Method of Time Slot Allocation for Improved Learning Automata in Clustered Aeronautical Ad-hoc Network
摘要
Abstract
In existing resource allocation schemes for aeronautical Ad hoc networks,there remain some problems that high control overhead is high and time slot is low in utilization in trans-oceanic scenario ap-plications,an improved learning automata is proposed for slot allocation(ILASA)scheme based on the clustered aeronautical Ad hoc network.Firstly,a model of clustered aeronautical Ad hoc network is given.Secondly,a time slot frame structure is designed,the time slot allocation mode of the learning automata al-gorithm is improved,and the probability updating method in the reward and punishment mechanism is op-timized,solving the probability selection bias problem of the learning automata algorithm by increasing the time slot reservation mechanism.Lastly,the network model is constructed on the basis of the OMNeT++platform for simulation.The results show that the proposed scheme can reduce the resource overhead caused by the control information,effectively reduce the average end-to-end delay of the network,and im-prove the network throughput and packet delivery rate.关键词
航空自组网/分簇/时隙分配/学习自动机Key words
aeronautical Ad-hoc network/cluster/slot allocation/learning automata分类
信息技术与安全科学引用本文复制引用
李冬霞,高毅,刘海涛..改进学习自动机的分簇式航空自组网时隙分配方法[J].空军工程大学学报,2026,27(1):48-57,10.基金项目
国家重点研发计划项目(2022YFB3904503) （2022YFB3904503）
