Unexploded Ordnance (UXO) is a serious problem and threat to public safety. Unfortunately, UXO is very dangerous and difficult to detect and remove. Consequently, an improved mechanism for detecting and removing UXO is desired.
The embodiments herein utilize an autonomous UAV incorporating a custom time-domain metal detector, and is fully compatible with standard tools for UXO and mine detection. For the system to work effectively, maintaining a stable distance of UAV from ground is crucial. This feature leads to increased accuracy of the detector. The system is capable of precisely following real world terrain at distances as close as 20 cm, and is able to avoid obstacles in its flight path.
The system also cuts down UXO-survey times to a fraction of time needed for conventional survey methods currently being used for UXO and mine detection. Further, the system achieves this while improving accuracy, safety and cost effectiveness.
This disclosure will occasionally refer to MAVLINK protocols. Many but not all UAVs use MAVLINK protocols, packet formats, message formats. While the embodiments here strive to remain fully MAVLINK compatible, these embodiments also at times use the MAVLINK protocols as a base-platform but where they extend far beyond anything MAVLINK protocols intended. This results in customization and extended amounts of features and usages for the embodiments herein. Further, other protocols used to communicate with a UAV (drone) other than MAVLINK may also be used herein. This concludes the discussion of semantics.
The system 100 assesses and captures UXO data within specific areas of land combines a ground control system (GCS) 106 with a specially-configured unmanned aerial vehicle (UAV) 104. The UAV 104 has many components, not all of which are overtly stated herein. However, three elements are a flight controller 106, a metal detector 108, and a sensor hub 132.
This disclosure and claims are focused on the GCS 106, but even with that focus, it is still necessary to discuss the UAV 104 to some extent.
The ground control station 106 also has many elements, but
Within the embodiments herein, the GCS 106 controls everything, the whole flight of the UAV 104. The UAV 104 doesn't control many variables. While the UAV 104 is responsive to human interaction, that is typically done through the GCS 106. There is almost no direct human-to-UAV interaction.
The GCS 106 controls the UAV 104, and guides it in obtaining the most optimal information available on potential UXO in an area defined by a user. The GCS 106 assists the user in defining boundaries that can be searched for UXO.
More detail of the UAV 104 is shown in
One possible non-limiting way of operating the system 100 is as follows. A UXO-detection mission is planned using a drone control app (not shown) located on the tablet 107. The UAV 104 then flies that planned mission while precisely following the ground-contour and simultaneously flagging UXO/IED/EROW information, as shown in
Once a mission is completed, the data is automatically transferred to a storage device (USB Drive, SD card, other) attached to the GCS 106. The UAV 104 autonomously executes a flight plan while storing data collected by the detector 108, which can then be processed by a geophysicist. This collected data can also be processed directly on the GCS 106.
An important semantic occurs with respect to the flight controller (FC) 116. A casual, consumer user of drone devices and consumer UAV devices may equate the FC 116 with the manual, human-operated hands-on controller that comes with a consumer drone, as suggested by the manual controller 105 shown in
It's important to be aware that the FC 116 referred to herein is not equivalent to any manual “controller”. Instead, the FC 116 herein is a combination of electronic and mechanical components that plays a part in the entirely non-human and thus autonomous operation of the UAV 104. Further, other than during assembly described herein, no human ever touches the FC 116. Most of the special autonomous and metal detecting functionality actually comes from the GCS 106 and is not part of the FC 116.
This facilitates adding functionality to the UAV 104 while using fairly simple electronics and logic within the FC 116. Thus the system 100 can easily be adapted to different drones.
Further, an embodiment of the UAV 104 exists in which some non-metallic or minimal-metal components may also be detected or flagged by the UAV 104, potentially using shape information obtained by camera. In that embodiment, the system 100 surveys a location to detect metal targets, with particular emphasis on UXO/IED/EROW (UXO==unexploded ordnance, IED==improvised explosive device, EROW==explosive remnants of war), but also with at least some ability to suggest certain of the metal targets may be benign, e.g. old Pepsi cans (see
The effective depth of the metal detector 108 is up to 3 m, varying mostly via size of a target object size. A particular ground structure is almost irrelevant, and the metal detector 108 is agnostic (indifferent) to water and mud.
The system 100 utilizes an autonomous UAV incorporating a custom time-domain metal detector, and is fully compatible with standard tools for UXO and mine detection. For the system 100 to work effectively, maintaining a stable distance of UAV 104 from ground is crucial. This feature leads to increased accuracy of the detector 108. The system 100 is capable of precisely following real world terrain at distances as close as 20 cm, and is able to avoid obstacles in its flight path.
The system 100 cuts down UXO-survey times to a fraction of time needed for conventional survey methods currently being used for UXO and mine detection. Further, the system 100 achieves this while improving accuracy, safety and cost effectiveness.
The FC 116 mainly carries out commands from the GCS 106. Thus, the GCS 106 is the real brains. As shown in
The GCS 106 has many different tasks ranging from controlling flight of the UAV 104, communicating with the tablet app 109 (thru tablet 107 or mobile device), and analyzing and mapping UXO data. The GCS 106 system uses a different approach to controlling a UAV than most other systems.
Specifically, within the embodiments herein, the GCS 106 is constantly controlling the flight in real-time, while the UAV 104 just does simple tasks like stabilizing the UAV 104 or at most flying to a GPS location. Most of the time the GCS 106 is giving simple thrust and tilt angle commands to the UAV 104. The GCS 106 does all the work to get the UAV 104 to where it needs to be, control the payload within the UAV 104 like the metal detector 108, and receives all sensor data from the UAV 104 in real-time and factors this as a basis for navigation decisions.
This removes any need for powerful CPUs in the UAV 104, so even a very small UAV 104 can example have great capabilities including processing any UXO and terrain mapping data in real-time for autonomous flight and obstacle avoidance. It also means that the full functionality can easily be used with new UAVs. The GCS 106 logic which can just connect to different UAVs to control them.
The controller board 240 works with the metal detector controller 2012 and configures the metal detector 108, and contains a converter for converting voltage levels. In an embodiment it may use the RS232 protocol, but other protocols could also be used.
The laser rangefinder 244 from
The wireless modems 204\208 of
The metal detector control box 2012 has 2 main tasks:
Serial messages to configure the metal detector 108 are sent in a specific order and timing. Then, the metal detector 108 begins emitting serial data messages that are buffered, split and analyzed. If data flow from the detector 108 stops, the various computer-implementations and pre-configurations automatically detect and re-initialize the detector 108.
The metal detector control box 2012 comprises a customized hardware platform loaded with pre-configured instructions & logic, and performs calculations used to create an average of the detector's TX current, and also create precise timestamps that are added to the averaging-data. Those timestamps are used throughout the system 100 to synchronize data from various sources (e.g. metal detector 108, GPS/GNSS position, altitude, other).
Unfortunately, the MAVLINK protocol doesn't have a preserved message field for metal detector data. The embodiments herein thus repurpose different message-packets and use their payload bytes according to tables and inputs unique to the system 100.
The metal detector 108 provides 4 data channels, comprising scaling factor, timestamp, TX current, and detector supply voltage. This data is sent 16 times per second from the detector 108 and is sent over a serial TTL line to the FC 116 who relays it to the GCS 106 where the bytes from the message are taken apart again for further processing.
To configure the metal detector 108, serial messages are sent in a specific order and timing by the metal detector controller 2012. Then the detector starts to output serial data messages that are buffered, split and analyzed. If the data flow stops for any reason the logic automatically re-initializes the metal detector 108 after a timeout.
The metal detector 108 sends data over 4 channels: scaling factors, timestamp, TX current, and detector supply voltage. This happens 16 times per second. The data is then sent over a serial TTL line to the UAV 104 flight controller which then relays it to the GCS 106 over a wireless MAVLINK connection where the bytes from the message are taken apart again for further processing.
Moving on to detector data logging by the GCS 106, the data sent by the metal detector controller 2012 is received by the GCS 106 after being forwarded by the flight controller 116. The GCS 106 then buffers that data, analyzes it, adds more information and logs it into a file (see
The GCS 106 detects which payload is mounted to the UAV 104 by a custom use of another pre-configured MAVLINK message. The MAVLINK standard doesn't include a universal payload identification message, so then re-purpose a different MAVLINK message. This is overcomeable by identifying every custom payload currently connected to the UAV 104. This is another example of leveraging the various byte-formats of the MAVLINK message-protocol or message-format differently than intended.
The detector controller board identifies itself as metal detector through the system described above, and the FC forwards this message to the GCS 106. The GCS 106 then controls the UAV 104 accordingly, with the knowledge that it has the metal detector 108 attached.
Once the detector has identified itself it starts sending data through the custom message described. This data is received by the GCS 106 where it is buffered and analyzed. The custom messages are decoded and the individual channels of the detector are calculated from the received bytes. The channels are then corrected with the TX pulse current values for each detector pulse.
The metal detector data then has to be fused with position data from the UAV 104 at the time the reading was taken. Both GPS receiver and metal detector 108 have different delays from the point a measurement is taken until it is received at the GCS 106, and the logic within the metal detector controller 2012 software accounts for those delays and aligns the data. One reference is the timestamps created by the metal detector controller 2012.
The UXO and terrain data is then fused together and saved in an industry compatible data format that combines position data with metal detector data
As shown at least within
Within the app 109 there exist three tabs that can be selected at the top of the screen: Mission 308, Control 312, and Checklist 316. The app 109 can be used on a tablet, computer, or Android mobile device. In an embodiment, a language for coding the logic within the app 109 can be B4A, and a potential platform could be an android device.
Although difficult to see within
The mission tab 308 displays a map view with position of the UAV 104, position of the mobile device, and position of the landing area, as well as display of the planned mission. Initially, the map zooms in on an overview area near the UAV 104. If the UAV position cannot be determined, then it assumes a position near the operator. This view also shows mission and scanning results processed by the GCS 106 in real-time. For a UXO or mine detection survey the app 109 shows the scanning coverage as well as found targets and their size directly on a world map e.g. Google earth.
One can zoom in on the area with + or −, or by pinching the screen. Automatic tracking of the UAV's position is activated/deactivated by clicking the target cross-hairs at the top right. If deactivated, the map can be positioned with the finger, zoom gestures are also possible. The zoom can also be freely selected in the automatic tracking view and is retained. Menu options also exist for creating new missions, different mission types (e.g. Metal Detector Survey).
The control tab 312 displays all important system messages during operation, as well as some controls for automated flights. Examples include the following:
All items within the checklist tab 316 must be completed before flight, otherwise the software does not allow the operator to take off or start a mission. This checklist 316 guides the operator through setup of the GCS 106, the UAV 104, and ensuring proper location of all equipment and personnel during flight. Use this screen to ensure all tasks needed for safe flight are completed.
Planning of missions is done through the control app 109. The missions can be planned ahead of time or done at the location of the survey. Planning a mission with UAV 104 Control app is done with the following procedure:
On the app 109, users can navigate to the Mission tab 308 and select New Mission in the top left corner of the map. That will bring a user to the GUI shown in
Lane Spacing: width of the survey lanes. No overlap is added and lane spacing is specified directly. Flying Height: distance that the detector will be above the ground, in centimeters.
There are different ways to select the area that has to be scanned. A user can place mission coordinates on the map by tapping along the perimeter of the desired area to be surveyed. Or a user can load a mission by pressing the Load Area button to fly a previously saved mission.
It is possible to zoom into the map (e.g.
There is also a “Enter Marker Coordinates” button at the top of the screen where manual coordinates can be entered. When pressed, the coordinate of the tablet 107 will show on default. This can help greatly when maps are not available. The tablet 107 can be used to process a GPS location. For example, a user could manually walk with the tablet around the perimeter of a desired mission area and use the GPS location of the tablet to specify the boundary.
A Load and Save Area button exists, and expands to have file select and area name. If doing the same mission more than once, this feature of the app 109 can replicate past missions. When finished mapping the marker coordinates, select Next to progress in this mission. Pressing Save will save this defined area for a later time.
After selecting Next, the mission is processed and a flight path is generated on screen as shown at least in
Before starting a mission, the checklist under the checks tab 316 needs to be completed. To begin flying the planned mission, a user will select Fly Planned Mission button 366 within the control tab 312 to start flying the mission. On the mobile device one must press and hold the button 366 for three seconds. This prevents accidentally launching the UAV 104.
The “Mission Planning” button is where user taps on the screen to place a marker. Once that is done, there exists a slider 340 for changing speed. Even during the mission, a user can change the speed of the UAV 104. For example, in a rough rain, the slider 340 can make the UAV 104 run slower.
The system 100 accommodates many geometric patterns to employ during a UXO mission. Among these are parallel lanes, spiral, elliptical, and even a lane-style resembling the video game “breakout”.
After building a zone (e.g. zone 504
IOW, this setting means that 25 centimeters of each lane overlap with an adjacent lane just to make sure the system 100 doesn't overlook anything. Normally the GUI defaults to a specific number, but if users changed this setting in an earlier mission, the system 100 will retain the most recent selection e.g. 60 not 75.
Moving to the elevation lift-off of the UAV 104 and the metal detector 108 therein, a GUI (not shown) of the app 109 will request the user select a height-from-ground of the detector 108. One default might be 42 cm, while a lowest boundary might be 20 cm. These depend on the hilliness and contour of the terrain within the user-selected zone. The number 40 cm is included because this is a default selection when using a hand (cart) detector.
Next, a user will click on the GUI shown in
Users can also manually enter coordinates for zones to be searched for UXO. If the user does not enter anything, the position shown is the actual position of the tablet 107 or mobile device. In such a case, a user can actually walk around the permit perimeter function, whatever position the user outlined will be auto-recorded. If users have predetermined shapes like areas, squares, grids that they want, that user can just enter their preferred shape.
Users can also hit a “next” GUI during their mission-prep, so that they can see, scope, and check that mission for accuracy in a macro-view. As shown in numerous figures, portions of the GUI also show battery level, speed of the UAV 104, and other important attributes. Regarding shapes of the zones, possible shapes could include spirals, latticing, oblong, and disconnected (e.g. bypass specific areas e.g. trees or farmhouses).
From the various GUIs on the tablet 104, the slider 340 (
As shown in
Regarding tablet 107 to GCS 106 communication (
The tablet 107 communicates with the GCS 106 via either a Bluetooth or WiFi connection. The communication protocol is developed from scratch and unique to the system 100. This proprietary protocol supports various different functionality, like status messages from the GCS 106 to the tablet app 109, mission planning, position updates, control commands from the user to commend the GCS 106 to carry out missions or change the speed or other functionality, map overlays to show mission results, and much more.
The connection (
Once the tablet 107 is connected to a GCS 106 it shows all status messages of the system, the UAV 104 position, its landing position, battery level, selected survey speed, mission progress, mission results, and much more. This information is constantly sent out by the GCS 106 in data packets, depending on the information either in real-time or at different intervals. The information is then processed by the Android software and displayed in appropriate ways to the operator. Further, all of this is sent through a single communication channel.
On the other hand, if the operator changes a setting or presses a button on the tablet screen the app 109 sends out a command to the GCS 106 informing it about the input, the GCS 106 then takes appropriate action to fulfill the request.
A user plans a mission and selects an area to scan and goes through the mission planning process, all information about the mission and flight path is processed and collected by the tablet 107, and afterwards sent to the GCS 106 in special mission packets that can contain information about the flight path, requested altitude, speed, and so on. This is then collected and processed by the GCS 106 which in turn controls the UAV 104 appropriately during the mission. The mission information also is saved on the UAV 104 and requested by the GCS 106 from the UAV 104 when a mission is to be flown. A mission can be permanently saved inside the UAV 104's memory and any GCS 106 can read it and fly the selected mission in this way. The GCS 106 doesn't have to keep track of which mission was intended for which UAV 104.
The same replication is done for other settings, like the requested survey speed, or also values the user can't change like internal information about the battery type used on each specific UAV 104. All this is saved inside the UAV 104's memory and can be requested by the GCS 106 to control the UAV 104 appropriately without needing a database to keep track of each UAV 104's settings. The tablet 107 can also set or request values from this communication interface and use them as needed, for example to display the battery level or mission speed selected.
The UXO data collected is continuously analyzed. As the raw UXO data doesn't really tell the user anything, a set of display logic shown at least within FIGS. Sep. 10, 2011-12 tries to find possible targets within the data and creates several different file formats. Those file formats contain data in several different ways, including visual maps and images, tabular data, digital maps, location data of UXO targets and so on.
The arrangements of
To collect this UXO data, noise-levels are measured. As the ground structure, environmental factors, the UAV 104, and other factors create noise in the UXO data-signal being sent from the UAV 104 to the GCS 106. Then, find the correct threshold to cut off the noise. This is different in every mission and on every metal detector 108, so a universal approach has been implemented. Every data point from a mission is used, and the longer the mission, the more data the system 100 can work with, including noise-data and trends in noise, creating more precise results.
One potential output file is shown in
This UXO data can be saved as a spreadsheet (e.g. CSV file). Every target is saved with coordinates, size and other information. this data can be used for various applications, the most obvious being that a UXO/mine removal team can go to each location and examine+remove the possible threat with a high degree of certainty. This file then can be loaded into many different GUIs and mapping applications to create “heat maps” showing the metal content in different locations on a map. Example heat maps are shown in
The use of heat maps within the system 100 does not stop there, however. Unlikely
Again, the advantages of the system 100 do not stop merely with the above. The data above is also compiled into a KML/KMZ file that can directly be loaded into Google Earth or other terrain-mapping applications to visualize the scanned area, targets and their size directly on a global map. An embodiment of the system 100 uses custom colored icons to visualize different object sizes on the map, and a numeric representation of the size, as shown in
The above file formats are automatically created after the UAV 104 has finished a mission. If the operator has connected a USB drive to the GCS 106 PC the data is directly transferred to it. Real-time processing of the data can be obtained while the UAV 104 is still in the air flying a mission. The above calculations are done continuously and a heat map is created in real-time and visualized directly on the map on the tablet 107 that is used to control the whole system 100. The operator can directly see the scanning coverage and all targets the UAV 104 finds directly on this map. An example of such a heat map is shown in
For all calculations above multiple channels of the metal detector 108 are used. The metal detector 108 is a time-domain detector, meaning it sends out a single electromagnetic pulse and then records the decay of the magnetic field at different time points after the pulse. This decay curve changes depending on the presence of metal. By using the values at different time points, the system 100 can more easily distinguish small items from noise, and the size of an object is easier to determine. After all calculations, every found object is given a dimensionless value that defines its metal content.
As shown in
As stated earlier, the embodiments herein implement the MAVLINK packet protocols for the communication links, but also add to these and customize certain unused MAVLINK pre-formatted data-packets for specialized purposes of use only to the embodiments herein. This allows the GCS 106 to be used with different UAVs or flight controllers fairly easily, as all the special functionality is in the GCS 106 and the UAV 104 doesn't need extensive computing capability.
As described above, the flight control portions of the system 100 are split in two parts. One part is inside the UAV 104, which is the flight controller 116 which has been programmed and configured to stabilize the UAV 104 via PID control, by controlling the speed of each one of the 4 motors precisely and quickly. A big challenge for some UAVs 104 is that a large portion of its weight is hanging on a hinged pole almost 2 m below the UAV 104. Special tuning and configuration is needed to keep the hinged pole very stable which is crucial for good scanning results. The flight controller 116 has simple capabilities like holding a position, setting specific tilt angles or rotational speeds for each of the UAV 104's axis, and simple altitude control.
The rest of the flight control functionality is contained within the GCS 106. The GCS 106 is in constant communication with the flight controller 116 via the MAVLINK protocol, including some modifications to this protocol unique to the embodiments herein. The flight controller 116 constantly sends information about the UAV 104 and its sensors to the GCS 106 (like sensor data from laser rangefinders, GNSS, tilt angles, magnetic fields, detector data, and so on). The GCS 106 then takes this data and calculates the necessary commands to send to the UAV 104. It constantly is sending correction commands to allow the UAV 104 to fulfill its task.
A takeoff sequence proceeds as follows. First the GCS 106 checks all the data it receives from the UAV 104 for anomalies and performs a “pre-flight check”. This contains things like checking the ground facing sensors for out of range values, the GNSS system precision, the battery voltage levels, and more.
If everything looks good, the GCS 106 communicates to the user via the control tablet 107 that the takeoff will happen, and then commands the UAV 104 to start the motors and turn on stabilization mode in horizon leveling mode. Once the motors are running more checks are done, and the takeoff position is saved by the GCS 106 to later return to the same place.
Then the GCS 106 commands the UAV 104 to increase the thrust and monitors the ground facing sensors. Once the GCS 106 can sense an increase in altitude it commands the UAV 104 to keep climbing at this speed and monitors and lateral movement, and corrects it by sending tilt commands to the UAV 104 if needed. Once the UAV 104 has reached a certain altitude the GCS 106 commands it to rotate around its yaw axis while continuing to climb.
It then starts the magnetometer calibration of the FC 106 which is used to measure the orientation of the UAV 104, like a compass. The calibration has to be done during every takeoff as the UAV 104 is very heavy and high current running through the wires on the UAV 104 create changing magnetic fields that interfere with the sensors.
The GCS 106 has a scanning area in memory that it has received before the flight from the control tablet. The GCS 106 monitors the UAV 104's orientation and position and points it to the starting point of the mission. It the commands the UAV 104 to tilt forward while constantly monitoring orientation, position and speed. Tilt angles and rotation are constantly monitored by the GCS 106 and correction signals are sent to the UAV 104 to fly directly towards the starting point at the correct speed. The required speed is calculated from different factors like the distance remaining or the terrain structure. The GCS 106 gradually slows down the UAV 104 once it reaches the end point of the transfer flight.
During the transfer flight the GCS 106 also monitors the ground facing sensors and adjusts the altitude of the UAV 104 to keep clear of terrain. And the GCS 106 also receives information from the UAV 104s stereo vision cameras that has been pre-processed by the onboard computer 246. The GCS 106 uses that information to detect obstacles in its flight path and adjusts the flight path as necessary to clear those obstacles.
Once the UAV 104 position is very close to the end point the GCS 106 commands the UAV 104 to hold position and altitude. It the commands the UAV 104 to sink while monitoring the ground facing sensors until the correct altitude for scanning is reached. It then switches over to the next software part which is the survey mode.
This finishes a rough overview of how the flight control system generally operates. More detail exists, but for brevity is intentionally omitted.
For the system 100 to be effective, the UAV 104 must always know its position very precisely. Normal GNSS systems only offer a position accuracy within a meter. But by using a system called Real Time Kinematic (RTK) this accuracy can be brought up in the centimeter range. Generally it works by using a stationary second GPS receiver with known position that can then be used to monitor position offsets and atmospheric interference constantly. This information is then transferred to the moving receiver on the UAV 104 where it is used to remove the inaccuracies from the position data.
The GCS 106 software checks every USB port on boot for data that matches a GNSS receiver (e.g. from
The GCS 106 then monitors those correction signals coming from the GNSS receiver, buffers and combines them into a MAVLINK message that is then sent to the FC 116. The FC 116 forwards the correction signals to the UAV 104's onboard GNSS receiver 252 over a serial connection (
As shown in
This leads to challenges detecting objects that are only e.g. 20-30 centimeters high from the area. So there's lots of challenges is that, for example, not always accurate readings of altitude for the stereo cameras 248 over ground. Cannot just assume a distance above ground, as no certainty on exactly what is tilted in which direction.
The obstacle detection 180 can work with all those problems. So with a very high up camera, small obstacles, tilt angles, distances, the obstacle detection automatically compensates for all this. Obstacle detected and raising height. Lowering height, changing the tilt angles. Another challenge is any given ground area is not likely to be just flat, but instead having complicated shapes and contours. As such, the obstacle detection 180 needs good resolution.
The obstacle detection\avoidance 180 processes the visual info and then sends data about obstacles to the GCS 106. An example might be seeing an obstacle five meters in front on the left or something, and send this to the GCS 106 which processes that and controls flight of the UAV 104. This include controlling how it may go around or over or otherwise avoid that obstacle.
In performing obstacle detection, shadows can be a challenge, as even good software can mistake a shadow for an actual physical obstacle. That's two cameras (stereo cameras
As shown in
As shown at least within
Accordingly, one potential business model is to sell the system 100 outright, in a turnkey mode, and let that purchaser do all their own operations. Another potential business model is for Applicant to offer UXO-detection services to a third party purchaser, where Applicant sets up the system 100, does exploration, and then gives a carefully formatted volume of UXO data to that third party purchaser on a USB.
A user hired him to go do a job, go review a site and look for things. Go look for UXO. That user only uses the tablet 107. Someone else reviews the findings, obtains them from the GCS 106 via e.g. USB stick, or other. As shown in
The GCS 106 control logic talks to the phone app 109. Customers don't need to do any setup. Just have a GCS 106, turn it on, have a tablet 107, automatically connects to the next GCS 106.
An example sensor hub 132 is shown in
First the rangefinder and other electronics e.g. a camera equipped with e.g. shape-recognition software such as e.g. UXO\IED\EROW shapes need to be assembled into the sensor hub 132. It is understood that the desired UXO shapes change constantly as warfare changes. Accordingly, the system 100 works from a preconfigured shape-library which is continually updated over time. As shown in
While preferred embodiments of the present invention have been shown and described herein, it will be obvious to those skilled in the art that such embodiments are provided by way of example only. It is not intended that the invention be limited by the specific examples provided within the specification. While the invention has been described with reference to the aforementioned specification, the descriptions and illustrations of the embodiments herein are not meant to be construed in a limiting sense. Numerous variations, changes, and substitutions will now occur to those skilled in the art without departing from the invention. Furthermore, it shall be understood that all aspects of the invention are not limited to the specific depictions, configurations, or relative proportions set forth herein which depend upon a variety of conditions and variables. It should be understood that various alternatives to the embodiments of the invention described herein may be employed in practicing the invention. It is therefore contemplated that the invention shall also cover any such alternatives, modifications, variations, or equivalents. It is intended that the following claims define the scope of the invention and that methods and structures within the scope of these claims and their equivalents be covered thereby.
Number | Date | Country | |
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63532788 | Aug 2023 | US |