ADS-B Signals Dataset

该数据集包含了实际的ADS-B信号，这些信号被商用飞机用于无线设备识别，并携带了航班途中的信息。在构建该数据集时，通过对样本数量少于500的无线转发器进行筛选，并选择了出现频率最高的前100个转发器。每条信号记录被转换成一个32x32x3的张量。数据集规模为100个无线转发器，其中60%用于训练，40%用于验证，任务是对无线设备进行识别。

This dataset comprises real ADS-B signals, which are utilized by commercial aircraft for wireless device identification and carry in-flight information. During the dataset construction, wireless transponders with fewer than 500 samples were filtered out, and the top 100 transponders with the highest occurrence frequency were selected. Each signal record is converted into a 32×32×3 tensor. The dataset covers 100 wireless transponders, with 60% allocated for training and 40% for validation, and the task is wireless device identification.

搜集汇总

背景与挑战

背景概述

该数据集是一个包含标签的原始ADS-B信号数据集，使用BladeRF2 SDR接收器在1090MHz频率下捕获，采样率为10MHz，主要用于非加密识别和增量学习研究。数据集提供MATLAB格式的原始信号和处理后的数据，支持深度学习应用。