本示例演示了使用机器学习和深度学习技术对雷达数据进行分类的方法。以下是解决问题的方法:
1.机器学习: 支持向量法 (SVM)。
2.深度学习: SqueezeNet、LSTM
物体分类是雷达系统的一项重要任务。本示例解决的问题是确定物体反射的雷达信号是圆柱体还是圆锥体。虽然该示例使用的是合成数据,但该方法可应用于实际雷达测量。
文件install_packages.jl
包含脚本所需的软件包。它们被添加到工作环境中。在import_packages
文件中,脚本导入了所有已安装的软件包。在下面的单元格中,我们开始执行它们
用于训练模型的数据取自一个关于雷达物体 EPR 建模的演示示例。
CSV 文件包含一个圆锥体和一个圆柱体的数据。前 100 个元素是圆柱体,后 100 个元素是圆锥体。让我们把数据分成训练数据集和测试数据集
下面的代码使用莫列连续小波变换对时间序列进行特征提取。首先,对所有数据进行小波变换,然后计算系数的绝对值,只留下振幅。然后对这些振幅进行时间轴平均,以降低特征的维度。然后对结果进行 "压缩",以去除不必要的维度。
在训练分类器之前,必须将数据转换成与模型兼容的格式:将训练特征转换成表格形式,将标签转换成分类类型。
接下来,我们通过初始化参数和交叉验证来建立支持向量模型
接下来,让我们建立一个误差矩阵来评估模型分类的质量--函数plot_confusion_matrix
可以完成这项任务
从构建的误差矩阵中可以看出,模型对圆锥体的分类效果很好,但圆柱体与圆锥体经常混淆。
接下来,我们将训练一个深度学习网络--SqueezeNet。SqueezeNet 是 2016 年提出的一种紧凑型卷积神经网络,它以更小的规模实现了 AlexNet 的性能。它使用的 Fire 模块包括挤压层(1x1 卷积层,用于减少通道数量)和扩展层(1x1 和 3x3 卷积层,用于恢复维度),在不损失质量的情况下减少了参数数量。由于结构紧凑,适合嵌入式设备。
首先,我们需要准备用于训练网络的数据。我们需要对信号进行并构建连续小波变换,以获得其时频特征。小波经过 "压缩 "后,能以较高的时间精度定位短期突发信号,而经过 "拉伸 "后,则能捕捉信号结构的平滑变化。
辅助功能save_wavelet_images
可获取每个雷达信号的连续小波变换(CWT)
,将结果转换为与计算机视觉模型兼容的格式,并将频谱图保存为图像。
c
是一个基于 Morlet 小波的可定制小波变换器。
初始化数据增强函数:它负责将图像转换为 224x224 尺寸,并将数据转换为张量
函数Create_dataset
通过处理图像所在的目录来创建训练数据集。
在下一个代码单元中,让我们执行该函数来创建训练集和测试集
创建一个数据加载器(DataLoader),将图像批量输入模型。将它们传输到 GPU
重要说明: 模型在 GPU 上进行训练,因为它能将学习过程加快很多倍。如果您需要使用 GPU,请联系管理人员,他们会为您提供 GPU 的使用权限。在工作目录中,会有已经预先训练好的网络权重,这些权重已经转移到 CPU 上。训练完主网络后,您可以通过将相应权重加载到模型中,查看 CPU 格式的网络
让我们来介绍一下负责每个 epoch 训练模型的函数。函数train_one_epoch
通过遍历加载器Loader
中的所有数据批次,在单个 epoch 上执行模型训练。该函数稍后将用于训练模型LSTM
。该函数有一个参数type_model
,用于确定我们是在训练卷积模型还是递归模型
Out[0]:
"/user/nn/radar_classification_using_ML_DL/models"
让我们对训练好的模型进行评估。函数evaluate_model_accuracy
负责计算模型的准确度
Accuracy trained model:100.0%
如上图所示,模型的准确率为 100%。这清楚地表明,该模型完美地将两个类别区分开来。让我们来看一个模型预测的具体例子
让我们用函数plot_confusion_matrix
Предсказанный класс: ["Cone"]
LSTM¶
本示例的最后一部分介绍 LSTM 工作流程。首先,定义 LSTM 级别:
Out[0]:
2×50 OneHotMatrix(::Vector{UInt32}) with eltype Bool:
1 1 1 1 1 1 1 1 1 1 1 1 1 … ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅
⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ ⋅ 1 1 1 1 1 1 1 1 1 1 1 1
让我们将训练数据和测试数据导入DataLoader
,并将其转换为 GPU 数据
重要说明: 模型在 GPU 上进行训练,因为它能将学习过程加快很多倍。如果您需要使用 GPU,请联系管理人员,我们将为您分配 GPU 使用权。在工作目录中,会有已经预先训练好的网络权重,这些权重已经转移到 CPU 上。训练完主网络后,您可以通过将相应权重加载到模型中,查看 CPU 格式的网络
初始化我们要训练的模型。在本例中,我们的模型是一个层层相连的链条
让我们通过计算测试数据集上的准确率来评估我们的模型
Accuracy trained model:84.0%
现在,让我们构建一个误差矩阵,以便对模型进行可视化评估
Random Sample Index: 12
True Label: 1
Predicted Probabilities: Float32[0.99999905; 9.580198f-7;;]
Predicted Class: [1]
从上面的结果可以看出,模型正确地对所给的实例进行了分类
本示例介绍了使用机器学习和深度学习技术进行雷达目标分类的工作流程。虽然本示例使用合成数据进行训练和测试,但可以很容易地将其扩展到真实雷达结果中。
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