基于BP神经网络的空中无人通信平台作战效能评估

Operational Effectiveness Evaluation of Unmanned Aerial Communication Platform Based on BP Neural Network

针对传统评估方法过度依赖专家经验、主观性强的问题,在深入分析空中无人通信平台作战效能影响因素的基础上,建立了作战效能评估指标体系;分析了BP神经网络用于作战效能评估的可行性,并构建了BP神经网络评估模型;最后,利用Matlab实现了实例验证评估。评估结果表明:BP神经网络模型评估结果与期望值一致,验证了该模型在空中无人通信平台作战效能评估中的有效性。

Based on the in-depth analysis of the influencing factors of the operational effectiveness of the aerial unmanned communication platform,this paper constructs the operational effectiveness evaluation index system;aiming at the problem that traditional evaluation methods excessively rely on expert experience and have strong subjectivity,the paper analyzes the feasibility of BP neural network used in operational effectiveness evaluation,and constructs the BP neural network evaluation model;finally,an example is implemented by using Matlab.The evaluation result shows that the evaluation conclusion of BP neural network model is consistent with the expected value,which verifies the effectiveness of the model in the operational effectiveness evaluation of aerial unmanned communication platform.