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1 Introduction to the Fourth Industrial Revolution |
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1 | (20) |
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1 | (1) |
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1.2 Concepts of the Fourth Industrial Revolution |
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2 | (3) |
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1.3 CPS Based Disruptive Technology (M2M → IoT → CPS) |
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5 | (3) |
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1.4 Comparison among Physical vs Cyber vs CPS Space |
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8 | (2) |
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10 | (4) |
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1.6 Valuing Drones in Bi-directional Bridging |
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14 | (3) |
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1.7 Drones as a Tool to Ignite CPS Concept Learning |
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17 | (1) |
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18 | (1) |
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19 | (2) |
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21 | (38) |
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21 | (1) |
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22 | (2) |
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24 | (2) |
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2.4 Advantages over Manned Aircraft |
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26 | (2) |
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28 | (5) |
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2.5.1 Fixed Wings and Rotary Wings |
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28 | (2) |
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30 | (1) |
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2.5.3 Military vs Civilian |
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31 | (1) |
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2.5.4 Various Classification Criteria |
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32 | (1) |
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2.6 Drone Industry Growth Background |
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33 | (2) |
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2.7 Drone Abuse and Regulation |
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35 | (5) |
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35 | (2) |
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37 | (2) |
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2.7.3 Unrealistic Regulation |
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39 | (1) |
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2.8 Check Points for Drone Purchase |
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40 | (5) |
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42 | (1) |
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2.8.2 Drone Adequate to Intermediate Level Users |
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42 | (1) |
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43 | (1) |
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2.8.4 Professional Drones for Aerial Photography |
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44 | (1) |
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2.9 Drone Simulator and Primary Movements of Drone |
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45 | (5) |
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45 | (3) |
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2.9.2 Three Primary Movements of Drone |
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48 | (2) |
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50 | (5) |
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2.10.1 Checklist for Drone Status |
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50 | (1) |
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50 | (2) |
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52 | (1) |
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2.10.4 Seasonal Drone Flight |
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53 | (1) |
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54 | (1) |
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55 | (1) |
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56 | (3) |
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59 | (42) |
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59 | (1) |
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3.2 Drone Cyber-Systems as CPS Components |
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60 | (1) |
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61 | (2) |
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3.4 Basic Knowledge for the Drone Assembly |
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63 | (3) |
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66 | (3) |
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3.6 Electronic Speed Controller and Propeller |
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69 | (1) |
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70 | (5) |
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3.7.1 Essential Concepts Related to Battery |
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70 | (2) |
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3.7.2 Comparison of Lithium Ion Batteries and Lithium Ion Polymer Batteries |
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72 | (1) |
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3.7.3 Common Mistakes by Many Beginners |
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73 | (2) |
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75 | (4) |
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3.9 Radio Control Transmitter |
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79 | (1) |
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80 | (11) |
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3.10.1 Basic Knowledge for Radio Communication |
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81 | (3) |
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3.10.2 Various Network Techniques of the Wireless Controller |
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84 | (7) |
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91 | (6) |
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3.11.1 Essential Background for Drone Software |
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91 | (2) |
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3.11.2 Hierarchy of Drone Software |
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93 | (1) |
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94 | (1) |
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95 | (1) |
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3.11.5 Updating the Firmware |
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96 | (1) |
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97 | (1) |
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98 | (3) |
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101 | (42) |
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101 | (1) |
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4.2 Importance of Sensors in CPS |
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102 | (8) |
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4.2.1 Sensors as CPS Components |
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102 | (1) |
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103 | (1) |
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4.2.3 Application Examples of Sensor |
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104 | (1) |
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4.2.4 Sensor Classification |
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105 | (2) |
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4.2.5 Physical Sensors in CPS |
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107 | (1) |
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4.2.6 Imaging versus Location Sensor |
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107 | (3) |
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110 | (9) |
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4.3.1 Deep Learning versus Human Brain Sensor |
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110 | (4) |
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4.3.2 Deep Convolutional Neural Networks |
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114 | (3) |
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4.3.3 Supervised versus Unsupervised Learning |
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117 | (2) |
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4.4 Concepts of Spatial Information |
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119 | (5) |
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4.4.1 Comparison of Spatial Information versus Non-spatial Information |
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120 | (1) |
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4.4.2 Development History of Mapping Technology |
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121 | (1) |
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4.4.3 GIS (Geographic Information System) |
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122 | (2) |
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4.5 Concepts of Remote Sensing |
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124 | (11) |
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4.5.1 Comparison of Remote Sensing versus GIS |
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124 | (2) |
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4.5.2 Comparison of Remote Sensing versus Field Survey |
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126 | (4) |
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4.5.3 Spatial Information and Satellites |
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130 | (3) |
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4.5.4 Typical Procedures of Remote Sensing |
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133 | (2) |
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4.6 Self-Driving Car and Spatial Information |
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135 | (2) |
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4.7 Spatial Information as a Core Technology Operating CPS |
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137 | (2) |
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139 | (1) |
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140 | (3) |
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143 | (34) |
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144 | (1) |
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5.2 From Manual Navigation to Indoor Localization |
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144 | (2) |
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146 | (4) |
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5.3.1 History of Satellite Navigation |
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146 | (1) |
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5.3.2 Satellite Navigation Principle |
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147 | (1) |
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5.3.3 Three Fundamental Segments of Satellite Navigation |
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147 | (1) |
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5.3.4 Triangulating Three GNSS Satellites |
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148 | (2) |
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5.4 GNSS Errors and Biases |
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150 | (4) |
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5.4.1 GNSS Satellite Errors |
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150 | (2) |
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5.4.2 Selective Availability |
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152 | (1) |
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153 | (1) |
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5.5 GNSS Signal Components |
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154 | (2) |
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5.6 GNSS Error Correction |
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156 | (10) |
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5.6.1 DGPS (Differential GPS) |
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157 | (1) |
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5.6.2 Kinematic Positioning and RTK |
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158 | (1) |
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159 | (3) |
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5.6.4 Ground Based Augmentation Systems (GBAS) |
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162 | (1) |
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5.6.5 Satellite Based Augmentation Systems (SBAS) |
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163 | (3) |
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5.7 GNSS and INS Integration |
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166 | (8) |
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5.7.1 INS (Inertial Navigation Systems) |
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166 | (1) |
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5.7.2 Comparison of INS versus GNSS |
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167 | (1) |
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5.7.3 Direct Geo-Referencing Through INS/GNSS Integration |
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168 | (2) |
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5.7.4 Accelerometer versus Gyroscope |
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170 | (4) |
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174 | (1) |
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175 | (2) |
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177 | (50) |
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177 | (1) |
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6.2 Four Sensor Selection Criteria |
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178 | (1) |
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179 | (2) |
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6.3.1 Spatial Resolution, Pixel Size, and Scale |
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180 | (1) |
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181 | (7) |
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6.5 Radiometric Resolution |
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188 | (2) |
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190 | (4) |
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6.7 Drone Imagery as a Survey Tool for Hyper-Localized Targets |
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194 | (16) |
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6.7.1 Drone versus Traditional Remote Sensing |
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194 | (3) |
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6.7.2 Small Sensor Size of Drone Camera |
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197 | (3) |
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6.7.3 Low-Height Drone Photography (LHDP) |
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200 | (3) |
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6.7.4 Low-Height Drone Photography as an Alternative for In-situ Survey |
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203 | (2) |
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6.7.5 Decreasing Cost of Hyper or Multi-spectral Sensors |
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205 | (2) |
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6.7.6 Sunrise Calendar Temporal Resolution |
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207 | (3) |
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6.8 Drone Shooting and Related Observation |
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210 | (4) |
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6.9 Ortho-Photo Generation |
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214 | (8) |
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6.9.1 Bundle Block Adjustment |
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214 | (3) |
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6.9.2 Self-Calibrating Bundle Adjustment: Structure from Motion |
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217 | (5) |
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222 | (1) |
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222 | (5) |
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7 Valuing Cyber-Physical Bridging Intensity of Drone |
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227 | (30) |
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227 | (1) |
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7.2 Importance of Sensor Fusion |
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228 | (6) |
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7.2.1 Concepts of Sensor Fusion |
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229 | (1) |
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7.2.2 Sensor Fusion in Self-Driving Car |
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230 | (1) |
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7.2.3 Location Sensors in Self-Driving Car |
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231 | (2) |
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7.2.4 Imaging Sensors in Self-Driving Car |
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233 | (1) |
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7.3 Drones as Cyber-Physical Bridging Systems |
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234 | (6) |
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7.3.1 Drone versus Area-Wide CPS as a Tool Conceptualizing Sensor Society |
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234 | (3) |
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7.3.2 Big-Data Collection Tool |
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237 | (1) |
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7.3.3 Flying IoT Mounting Device |
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238 | (2) |
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7.4 Autonomous Driving versus Flying |
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240 | (6) |
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240 | (1) |
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7.4.2 New Road Infrastructure Specialized in Self-Driving |
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241 | (1) |
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7.4.3 Self-Driving Car and High Definition 3D-Real Time Map |
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242 | (2) |
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7.4.4 Realistic Potential of Autonomous Flying |
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244 | (2) |
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7.5 Automation Level of Drone |
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246 | (7) |
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7.5.1 Operating Methods Depending on Automation Levels |
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247 | (3) |
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7.5.2 Distributed/Collaborative Physical System (DCPS) |
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250 | (1) |
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7.5.3 Power Sources to Make the DCPS a Feasible Reality |
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251 | (2) |
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253 | (1) |
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254 | (3) |
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8 Futurology and Future Prospect of Drone CPS |
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257 | |
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257 | (1) |
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8.2 Essential Background Concerning Futurology |
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258 | (5) |
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8.2.1 Our Daily Lives and Prediction |
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258 | (1) |
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8.2.2 Concepts of Futurology |
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259 | (1) |
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8.2.3 Historical Background for Futurology |
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260 | (1) |
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8.2.4 Major Forecasting Principles |
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261 | (2) |
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8.3 Future Prospect of Drone CPS |
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263 | (9) |
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8.3.1 Adam Smith versus Thomas Robert Malthus |
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263 | (1) |
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8.3.2 CPS as an Automated Invisible Hand: Drones as a New Necessity |
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264 | (2) |
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8.3.3 Exponential Speed of Drone Cyber-Physical Bridging |
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266 | (3) |
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8.3.4 Drones as an AI Instrument to Speed Up Anywhere CPS Economy |
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269 | (3) |
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272 | (1) |
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273 | |