基于大数据分析的船舶通信网络优化研究
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摘要
网络优化是提高船舶通信系统工作性能的重要方法,针对当前船舶通信网络优化存在工作效率低,节点能量消耗大等缺点,设计基于大数据分析的船舶通信网络优化方法。首先以数据传输能量最小为目标建立船舶通信网络优化的数学模型,然后将船舶通信网络优化问题看作为一个大数据分析处理,通过云平台对数学模型进行并行求解,每一个子任务组合模型对数据传输能耗进行预测,选择能耗最小路由进行数据传输,最后进行船舶通信网络优化方法性能的仿真测试。测试结果表明,本文可以有效对船舶通信网络进行优化,提高了船舶通信系统的数据传输速度和成功率,具有十分广泛的应用前景。
Network optimization is an important method to improve the performance of ship communication system. In view of the advantages of low efficiency and high energy consumption of nodes in current ship communication network optimization, a method of ship communication network optimization based on large data analysis is designed. Firstly, the mathematical model of ship communication network optimization is established to minimize the energy of data transmission.However, the problem of ship communication network optimization is treated as a big data analysis and processing. The mathematical model is solved in parallel through cloud platform. Each sub-task combination model predicts the energy consumption of data transmission and chooses the energy consumption. The minimum routing is used for data transmission. Finally, the performance of the optimization method of ship communication network is simulated and tested. The test results show that this paper can effectively optimize the ship communication network, improve the data transmission speed and success rate of the ship communication system, and has a very wide application prospect.
Network optimization is an important method to improve the performance of ship communication system. In view of the advantages of low efficiency and high energy consumption of nodes in current ship communication network optimization, a method of ship communication network optimization based on large data analysis is designed. Firstly, the mathematical model of ship communication network optimization is established to minimize the energy of data transmission.However, the problem of ship communication network optimization is treated as a big data analysis and processing. The mathematical model is solved in parallel through cloud platform. Each sub-task combination model predicts the energy consumption of data transmission and chooses the energy consumption. The minimum routing is used for data transmission. Finally, the performance of the optimization method of ship communication network is simulated and tested. The test results show that this paper can effectively optimize the ship communication network, improve the data transmission speed and success rate of the ship communication system, and has a very wide application prospect.
引文
[1]马静,沈来信,盛文婷.在线开放通信网络信道分配算法优化[J].沈阳工业大学学报,2017,39(2):193-197.
[2]蒋湘涛,陈晓雷.基于信息融合的移动通信网络优化分析系统[J].计算机工程与设计,2012,33(4):1414-1417.
[3]张毅,张绛丽,刘倍雄.网络优化调度算法在船舶大数据通信中的应用[J].舰船科学技术,2018,40(8):94-96.
[2]蒋湘涛,陈晓雷.基于信息融合的移动通信网络优化分析系统[J].计算机工程与设计,2012,33(4):1414-1417.
[3]张毅,张绛丽,刘倍雄.网络优化调度算法在船舶大数据通信中的应用[J].舰船科学技术,2018,40(8):94-96.