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GPSSpoofing检测onUAV数据集

GPSSpoofing检测onUAV数据集

一、数据集概述

GPSSpoofing检测onUAV数据集，包含丰富的数据样本，适用于机器学习、数据分析和学术研究。具体内容请参考以下数据详情章节。

二、基本信息

三、数据内容详情

文件夹结构

本数据集包含 1 个子文件夹，共计 4 个文件。 其中：CSV 4 个。

文件夹：（根目录）

数据统计汇总

文件: GPS_Authentic_Data_3D_8_Channels.csv

字段说明

数据样本（前3行）

文件: GPS_Dataset_3D_8_Channels_Authentic_and_Simulated.csv

字段说明

数据样本（前3行）

文件: GPS_Data_Simplified_2D_Feature_Map.csv

字段说明

数据样本（前3行）

四、数据类型与标注情况

五、应用场景

• 数据探索与可视化分析

• 机器学习模型训练与验证

• 统计分析与报告生成

• 学术研究与教学实践

六、使用建议

• 使用前请进行必要的数据清洗和预处理

• 建议在使用前仔细查看数据集原始说明文档

• 表格数据请先检查缺失值、异常值等数据质量问题

属性 值
数据集名称 GPSSpoofing检测onUAV数据集
类型 数量 / 内容
文件总数 4 个
CSV文件 4 个
统计项 数值
子文件夹数 1 个
总文件数 4 个
CSV数据总行数 827,852 行
属性 值
记录数 159,146 行
字段数 104 个
文件大小 109.49 MB
字段名 中文含义 说明
PRN PRN
Unnamed: 1 Unnamed: 1
Unnamed: 2 Unnamed: 2
Unnamed: 3 Unnamed: 3
Unnamed: 4 Unnamed: 4
Unnamed: 5 Unnamed: 5
Unnamed: 6 Unnamed: 6
Unnamed: 7 Unnamed: 7
Carrier_Doppler_hz Carrier_Doppler_hz
Unnamed: 9 Unnamed: 9
Unnamed: 10 Unnamed: 10
Unnamed: 11 Unnamed: 11
Unnamed: 12 Unnamed: 12
Unnamed: 13 Unnamed: 13
Unnamed: 14 Unnamed: 14
Unnamed: 15 Unnamed: 15
Pseudorange_m Pseudorange_m
Unnamed: 17 Unnamed: 17
Unnamed: 18 Unnamed: 18
Unnamed: 19 Unnamed: 19
Unnamed: 20 Unnamed: 20
Unnamed: 21 Unnamed: 21
Unnamed: 22 Unnamed: 22
Unnamed: 23 Unnamed: 23
RX_time RX_time
Unnamed: 25 Unnamed: 25
Unnamed: 26 Unnamed: 26
Unnamed: 27 Unnamed: 27
Unnamed: 28 Unnamed: 28
Unnamed: 29 Unnamed: 29
Unnamed: 30 Unnamed: 30
Unnamed: 31 Unnamed: 31
TOW_at_current_symbol_s TOW_at_current_symbol_s
Unnamed: 33 Unnamed: 33
Unnamed: 34 Unnamed: 34
Unnamed: 35 Unnamed: 35
Unnamed: 36 Unnamed: 36
Unnamed: 37 Unnamed: 37
Unnamed: 38 Unnamed: 38
Unnamed: 39 Unnamed: 39
Carrier_phase_cycles Carrier_phase_cycles
Unnamed: 41 Unnamed: 41
Unnamed: 42 Unnamed: 42
Unnamed: 43 Unnamed: 43
Unnamed: 44 Unnamed: 44
Unnamed: 45 Unnamed: 45
Unnamed: 46 Unnamed: 46
Unnamed: 47 Unnamed: 47
EC EC
Unnamed: 49 Unnamed: 49
Unnamed: 50 Unnamed: 50
Unnamed: 51 Unnamed: 51
Unnamed: 52 Unnamed: 52
Unnamed: 53 Unnamed: 53
Unnamed: 54 Unnamed: 54
Unnamed: 55 Unnamed: 55
LC LC
Unnamed: 57 Unnamed: 57
Unnamed: 58 Unnamed: 58
Unnamed: 59 Unnamed: 59
Unnamed: 60 Unnamed: 60
Unnamed: 61 Unnamed: 61
Unnamed: 62 Unnamed: 62
Unnamed: 63 Unnamed: 63
PC PC
Unnamed: 65 Unnamed: 65
Unnamed: 66 Unnamed: 66
Unnamed: 67 Unnamed: 67
Unnamed: 68 Unnamed: 68
Unnamed: 69 Unnamed: 69
Unnamed: 70 Unnamed: 70
Unnamed: 71 Unnamed: 71
PIP PIP
Unnamed: 73 Unnamed: 73
Unnamed: 74 Unnamed: 74
Unnamed: 75 Unnamed: 75
Unnamed: 76 Unnamed: 76
Unnamed: 77 Unnamed: 77
Unnamed: 78 Unnamed: 78
Unnamed: 79 Unnamed: 79
PQP PQP
Unnamed: 81 Unnamed: 81
Unnamed: 82 Unnamed: 82
Unnamed: 83 Unnamed: 83
Unnamed: 84 Unnamed: 84
Unnamed: 85 Unnamed: 85
Unnamed: 86 Unnamed: 86
Unnamed: 87 Unnamed: 87
TCD TCD
Unnamed: 89 Unnamed: 89
Unnamed: 90 Unnamed: 90
Unnamed: 91 Unnamed: 91
Unnamed: 92 Unnamed: 92
Unnamed: 93 Unnamed: 93
Unnamed: 94 Unnamed: 94
Unnamed: 95 Unnamed: 95
CN0 CN0
Unnamed: 97 Unnamed: 97
Unnamed: 98 Unnamed: 98
Unnamed: 99 Unnamed: 99
Unnamed: 100 Unnamed: 100
Unnamed: 101 Unnamed: 101
Unnamed: 102 Unnamed: 102
Unnamed: 103 Unnamed: 103
PRN Unnamed: 1 Unnamed: 2 Unnamed: 3 Unnamed: 4 Unnamed: 5 Unnamed: 6 Unnamed: 7
ch0 ch1 ch2 ch3 ch4 ch5 ch6 ch7
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
属性 值
记录数 158,176 行
字段数 112 个
文件大小 95.68 MB
字段名 中文含义 说明
PRN PRN
Unnamed: 1 Unnamed: 1
Unnamed: 2 Unnamed: 2
Unnamed: 3 Unnamed: 3
Unnamed: 4 Unnamed: 4
Unnamed: 5 Unnamed: 5
Unnamed: 6 Unnamed: 6
Unnamed: 7 Unnamed: 7
Carrier_Doppler_hz Carrier_Doppler_hz
Unnamed: 9 Unnamed: 9
Unnamed: 10 Unnamed: 10
Unnamed: 11 Unnamed: 11
Unnamed: 12 Unnamed: 12
Unnamed: 13 Unnamed: 13
Unnamed: 14 Unnamed: 14
Unnamed: 15 Unnamed: 15
Pseudorange_m Pseudorange_m
Unnamed: 17 Unnamed: 17
Unnamed: 18 Unnamed: 18
Unnamed: 19 Unnamed: 19
Unnamed: 20 Unnamed: 20
Unnamed: 21 Unnamed: 21
Unnamed: 22 Unnamed: 22
Unnamed: 23 Unnamed: 23
RX_time RX_time
Unnamed: 25 Unnamed: 25
Unnamed: 26 Unnamed: 26
Unnamed: 27 Unnamed: 27
Unnamed: 28 Unnamed: 28
Unnamed: 29 Unnamed: 29
Unnamed: 30 Unnamed: 30
Unnamed: 31 Unnamed: 31
TOW_at_current_symbol_s TOW_at_current_symbol_s
Unnamed: 33 Unnamed: 33
Unnamed: 34 Unnamed: 34
Unnamed: 35 Unnamed: 35
Unnamed: 36 Unnamed: 36
Unnamed: 37 Unnamed: 37
Unnamed: 38 Unnamed: 38
Unnamed: 39 Unnamed: 39
Carrier_phase_cycles Carrier_phase_cycles
Unnamed: 41 Unnamed: 41
Unnamed: 42 Unnamed: 42
Unnamed: 43 Unnamed: 43
Unnamed: 44 Unnamed: 44
Unnamed: 45 Unnamed: 45
Unnamed: 46 Unnamed: 46
Unnamed: 47 Unnamed: 47
EC EC
Unnamed: 49 Unnamed: 49
Unnamed: 50 Unnamed: 50
Unnamed: 51 Unnamed: 51
Unnamed: 52 Unnamed: 52
Unnamed: 53 Unnamed: 53
Unnamed: 54 Unnamed: 54
Unnamed: 55 Unnamed: 55
LC LC
Unnamed: 57 Unnamed: 57
Unnamed: 58 Unnamed: 58
Unnamed: 59 Unnamed: 59
Unnamed: 60 Unnamed: 60
Unnamed: 61 Unnamed: 61
Unnamed: 62 Unnamed: 62
Unnamed: 63 Unnamed: 63
PC PC
Unnamed: 65 Unnamed: 65
Unnamed: 66 Unnamed: 66
Unnamed: 67 Unnamed: 67
Unnamed: 68 Unnamed: 68
Unnamed: 69 Unnamed: 69
Unnamed: 70 Unnamed: 70
Unnamed: 71 Unnamed: 71
PIP PIP
Unnamed: 73 Unnamed: 73
Unnamed: 74 Unnamed: 74
Unnamed: 75 Unnamed: 75
Unnamed: 76 Unnamed: 76
Unnamed: 77 Unnamed: 77
Unnamed: 78 Unnamed: 78
Unnamed: 79 Unnamed: 79
PQP PQP
Unnamed: 81 Unnamed: 81
Unnamed: 82 Unnamed: 82
Unnamed: 83 Unnamed: 83
Unnamed: 84 Unnamed: 84
Unnamed: 85 Unnamed: 85
Unnamed: 86 Unnamed: 86
Unnamed: 87 Unnamed: 87
TCD TCD
Unnamed: 89 Unnamed: 89
Unnamed: 90 Unnamed: 90
Unnamed: 91 Unnamed: 91
Unnamed: 92 Unnamed: 92
Unnamed: 93 Unnamed: 93
Unnamed: 94 Unnamed: 94
Unnamed: 95 Unnamed: 95
CN0 CN0
Unnamed: 97 Unnamed: 97
Unnamed: 98 Unnamed: 98
Unnamed: 99 Unnamed: 99
Unnamed: 100 Unnamed: 100
Unnamed: 101 Unnamed: 101
Unnamed: 102 Unnamed: 102
Unnamed: 103 Unnamed: 103
Output Output
Unnamed: 105 Unnamed: 105
Unnamed: 106 Unnamed: 106
Unnamed: 107 Unnamed: 107
Unnamed: 108 Unnamed: 108
Unnamed: 109 Unnamed: 109
Unnamed: 110 Unnamed: 110
Unnamed: 111 Unnamed: 111
PRN Unnamed: 1 Unnamed: 2 Unnamed: 3 Unnamed: 4 Unnamed: 5 Unnamed: 6 Unnamed: 7
ch0 ch1 ch2 ch3 ch4 ch5 ch6 ch7
0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0
属性 值
记录数 510,530 行
字段数 14 个
文件大小 72.35 MB
字段名 中文含义 说明
PRN PRN
DO DO
PD PD
RX RX
TOW TOW
CP CP
EC EC
LC LC
PC PC
PIP PIP
PQP PQP
TCD TCD
CN0 CN0
Output Output
PRN DO PD RX TOW CP EC LC
6 1160.67140780005 -238359.543281858 491568.0 491568.000795082 -24660.2632931903 163521.78 170008.81
6 1157.82780811118 -238363.921192484 491568.02 491568.020795096 -24683.4685202421 158277.05 160253.09
6 1161.13593220979 -238368.638614547 491568.04 491568.040795112 -24706.6873571922 184442.36 193125.89
属性 说明
数据格式 CSV (逗号分隔值)
数据类型 结构化表格数据
标注情况 字段即标签，无额外标注需求
数据来自网络收集整理，如有侵权请联系网站管理人员，及时删除！
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