基于BP神经网络的Ad Hoc网络通信能力评估

Evaluation of Communication Capabilities of Ad Hoc Network Based on BP Neural Network

针对Ad Hoc网络特点,建立了效能评估指标体系,简要分析了指标选取的理由。然后阐述了利用BP神经网络评估网络通信能力的基本设想。构建了BP神经网络模型,分析了样本的录用和训练过程,当训练精度达到要求后,再运用BP神经网络对几种典型分簇算法构建网络的通信能力进行了评估。

The efficiency evaluation index system is established for characteristics of Ad Hoc network, and reasons for index selection are analyzed briefly, then basic idea for evaluating network communication capabilities is described. BP neural network model is built and sample selection and training process are analyzed. After the training precision reaches the requirement, BP neural networks are used to evaluate communication capabilities of Ad Hoc network based on some typical clustering algorithms.