[an error occurred while processing this directive] [an error occurred while processing this directive]
[an error occurred while processing this directive]Journal of Projectiles, Rockets, Missiles and Guidance >
Efficiency Evaluation of Data Link System Based on Gray AHP-BP Neural Network
Received date: 2015-07-10
Online published: 2025-05-30
In order to improve the level of credibility and intelligence of efficiency evaluation, a BP neural network effectiveness evaluation frame of data link system on the basis of gray AHP theory was proposed.Considering performance and structure of data link system, according to the characteristics of advantage of data link information, the operational effectiveness assessment index system of data link was established.Through expert marking by standard, using AHP to determine the weight vectors of index, considering to use the albino indicators index of gray theory aggregate with different gray class efficiency value to generate comprehensive efficiency evaluation so that the output efficiency model was established.A three-layer BP neural network model was structured with the expert's knowledge and experience as input, and the grey AHP comprehensive efficiency evaluation value as the output of the training network.Finally, the experiment validated that the result was consistent with the expert evaluation.Since the model uses the advantage of nonlinear fitting inheritance of BP neural network and aggregates the expert's knowledge and experience effectively, therefore, it demonstrates validity and reliability of the model and provides intelligent operator for the data link system effectiveness evaluation.The model plays an important role in development and application of the data link.
CHEN Qiang , CHEN Changxing , CHEN Ting , CHENG Mengjiangchuan . Efficiency Evaluation of Data Link System Based on Gray AHP-BP Neural Network[J]. Journal of Projectiles, Rockets, Missiles and Guidance, 2016 , 36(3) : 109 -116 . DOI: 10.15892/j.cnki.djzdxb.2016.03.028
| [1] | 潘寒尽, 张德和, 邱学军. 基于模糊灰色理论的数据链系统作战效能评估[J]. 现代防御技术, 2001, 39(4): 60-64. |
| [2] | 吕娜. 数据链理论与系统[M]. 电子工业出版社, 2011: 36-40. |
| [3] | 周燕, 陈娘中, 李为民. 基于BP神经网络的弹炮结合系统作战效能评估[J]. 系统工程与电子技术, 2005, 27(1): 84-86. |
| [4] | 陈佳陶, 武斌, 唐唐. AHP 和 BP 神经网络在通信效能评估中的应用[J]. 现代电子技术, 2009, 25(7): 65-67. |
| [5] | 潘寒尽, 张德和, 邱学军. 基于模糊灰色理论的数据链系统作战效能评估[J]. 现代防御技术, 2011, 39(4): 60-64. |
| [6] | 陈士涛, 张志峰, 归建洲. 基于灰色理论的电子维修车保障效能综合评估[J]. 系统工程与电子技术, 2009, 31(4): 994-996. |
| [7] | 李志猛, 徐培德, 冉承新. 武器系统效能评估理论及应用[M]. 北京: 国防工业出版社, 2013: 50-56. |
| [8] | 王锐, 张安, 史兆伟. 基于幂指数法和AHP的先进战斗机效能评估[J]. 火力与指挥控制, 2008, 33(11): 73-76. |
| [9] | 孙继银, 付光远. 战术数据链技术与系统[M]. 北京: 国防工业出版社, 2009: 80-95. |
| [10] | 韩晓明, 张金哲, 张君. 基于指数法的航空装备对比优势评估模型[J]. 系统工程与电子技术, 2009, 31(6): 1409-1414. |
| [11] | 轩永波, 黄长强, 王勇. 基于灰色层次分析法的空间武器作战效能评估[J]. 空军工程大学学报, 2011, 12(2): 32-37. |
| [12] | LEE B R, JUNGEK, CHOE S. Link-16 simulator design over jamming environments and Link-16 performance analysis with or without time synchronization[J]. Telecom Reviewm, 2013, 23(2): 261-275. |
/
| 〈 |
|
〉 |