Remote Sensing Using an Unmanned Aerial Vehicle
Transcription
Remote Sensing Using an Unmanned Aerial Vehicle
Aircraft Systems Mission The mission of the UC Davis CalSpace UAV project is to develop and implement a modular remote sensing platform able to be deployed on a variety of vehicles. Sensors to be incorporated include a multi-spectral RGB/NIR camera, CO2-detector, temperature, humidity, and a spectrometer. The sensors are controlled by a small computer running Linux and linked to a ground-based computer via an 802.11 network infrastructure. The imagery obtained may be automatically georeferenced by means of a GPS receiver and three-axis compass and tilt-meter module. The test-bed for the platform is an off-the-shelf radio control (RC) aircraft, the Kadet Senior, powered by an electric motor and lithium-polymer batteries with an endurance of 20minutes. A new custom-designed aircraft is currently being built by the UC Davis Mechanical and Aeronautical Engineering Department to carry the CalSpace sensor platform on longer missions of 2-3 hours. The applications of the UAV-based remote sensing platform range from atmospheric research to monitoring plant vigor. Remote Sensing Using an Unmanned Aerial Vehicle Matthias Falk, Quinn J. Hart, Keith S. Bowen, Justin R. Merz and Susan L. Ustin, CALSPACE, University of California, Davis; [email protected] Aircraft Performance Parameters The Kadet Senior RC Aircraft was selected for its stability and large wing area. It was modified with stronger landing gear and larger wheels to allow for operation in rough terrain as well as relocating the RC equipment to allow for the sensors and computer. The fully loaded weight of the modified Kadet is approximately 14-lbs, approximately twice that of the standard model. An exhaustive aerodynamic performance review was undertaken to predict the flight characteristics of the modified Kadet and aid in selecting a suitable powerplant. Flight-testing proved to validate the ability of the Kadet to lift the 4-pound payload safely. The fully loaded Kadet is able to take off from pavement or gravel in just over 50-feet with zero headwind. Once airborne, the plane is manually flown over the area of interest taking pictures and relaying position reports to the ground station. Each time an image is captured, the position and attitude of the plane are used to calculate the coverage of the image, and a corresponding polygon is painted over a map on the ground station laptop. This allows the operator to see when full coverage has been acquired, as well as staying within the limits of the area of interest. Initially, a 1.6 hp, .91-in3 four-stroke, glow-plug-type internal engine was selected for the higher energy density possible with gasoline. However, vibrations and low efficiencies led to the selection of a geared, brushless electric motor. When powered by a 6-cell series, 2-cell parallel (3S2P) lithium-polymer battery in series, the MaxCim N32-13Y provides approximately 600 W to the propeller shaft. A 3.53:1 gear-reduction ratio allows the motor to operate near the most efficient rpm, spinning the propeller at about 6-7000 rpm. A 15X10 propeller was selected as a compromise between maximizing efficiency at take-off and at the projected cruise speed of 30 mph (13.4 m/s). Flight stabilization is accomplished by an FMA Copilot device that uses infrared transducers to reduce pitch and roll by minimizing the temperature differences seen on all four sides of the aircraft. When the plane rolls to the left, the right-facing transducer begins to look skyward where IR temperatures are relatively lower. Likewise, the left-facing transducer begins to see more ground than sky, effectively raising its temperature indication. This flight stabilization effectively counters the effects of turbulence, keeping the camera pointing straight down. The Copilot receiver also includes a failsafe feature that allows the user to program failsafe settings for all of the servos. In the event of a loss of signal, the Copilot directs all of the servos to their preset location allowing for a predicable controlled descent, such as a low-power, downward spiral. A new, state-of-the-art UAV is currently under construction by the UC Davis Mechanical and Aeronautical Engineering department. The composite aircraft will have a 4-meter wing span, and will be capable of carrying a 4-5 kg payload on missions up to 2-3 hours using an autopilot. Computer System The onboard computer system consist of a single board communications computer (WRAP2C, PCEngines, Switzerland) equipped with wireless radio Mini-PCI card (CM9, Wistron Neweb, Taiwan) and a 4-port serial card (Aeon, Taiwan). All onboard sensors are connected to this computer and a wireless link is kept with a base station at all times during the flight. Total cost of the integrated flight computer system is less than $200 Other Tests Very high resolution imagery coupled with ease of repeat schedules, allows for many applications of precision agriculture, with monitoring possible for individual plants. The right-hand image from the UC Davis Campbell Field tract, shows rows of a tomato crop on 2006/07/26. The flight path in Google Earth is shown in the left hand picture. Increased repeatability The fact that the UAV can be deployed rapidly and with a minimum amount of effort means that many different temporal studies can be carried out. Changes within or between seasons can be identified. Study sites can be flown with monthly or even weekly repeat cycles. Storer Garden In addition, the mosaic can be used to update Arboretum plant collection maps, with detailed plant type and location information. For example, the Ruth Risdon Storer Garden includes perennials and shrubs well suited central valley gardens and designed for year round color with low maintenance and water use. The insets above show the Shields Oak Grove in late winter, providing an interesting contrast to the large scene taking the previous summer. Summer drought limits grass growth while the oak trees remain green throughout the summer. In winter the grass is green while the deciduous trees are leafless. Sensors Telemetry Aircraft flight telemetry is relayed to the ground over an 900 MHz wireless telemetry system. This telemetry includes GPS, airspeed, barometric altitude, motor rpm, motor battery pack voltage and amperage, servo positions, receiver battery voltage, temperature, and g-forces. Additional telemetry including GPS and UAV velocity and orientation is relayed on the 802.11G wireless network. When combined with a tool like Google Earth (shown above), these systems provide heads up display for piloting the UAV and controlling the instrumentation. Image data were collected using two compact digital cameras. One camera (NIKON Coolpix 4300, 4.3 Mpixel, focal length 8 mm, FOV = 49o) collected RGB imagery. The other camera (NIKON Coolpix 990, 3.3 Mpixel, focal length 8 mm, FOV = 49o) was modified to be sensitive in the NIR by replacing the original internal hot mirror with a clear glass (Edwards Optics, USA). Thus both cameras flown simultaneously give a four channel image with red ,green ,blue and NIR channels and the ability to calculate simple vegetation indices such as the NDVI while keeping the cost very low. The latest images were taken with a Canon Rebel XT DSLR camera (8.1 Mpixel, focal length 50.0mm (35mm equivalent: 81mm), FOV =46o). All cameras were controlled by the onboard flight computer. Flight coordinates, plane orientation and movement were recorded with a serial GPS unit (Trimble Inc., USA) and an electronic compass with built in x-y accelerometer (TCM-3, PNI, Sonoma, USA). All data were recorded by the flight computer. PNI generously donated the TCM-3 module for this research project. Alternative instrumentation available includes an atmospheric measurement subsystem recording pressure, temperature, relative humidity and CO2 concentrations using a lightweight InfraRed Gas Analyzer (SBA-1, PP-Systems, USA). SHIELDS OAK GROVE The Shields Oak Grove, the largest Oak grove in the southwest United States, is part of the UC Davis Arboretum, with more then 346 trees in 89 species. This image from May 2006 covers approximately 9.5 hectares, at 5 cm resolution, resulting in an image of about 6200x5200 pixels. 18 images were combined to form this mosaic. NIR Imagery This sub-scene shows a processed false-color infrared image taken by the modified NIKON Coolpix 990. Rookery In the last 5 years, a rookery including 4 species of Herons and Egrets, totaling more than 1000 nesting and roosting birds has developed in the Grove. This mosaic helps assess any damage to the Oak grove with high resolution RGB and CIR imagery. To support image processing applications. Preliminary results indicate some foliage loss in the most dense areas of the Rookery. In this image, individual birds can easily be identified. Working with the Sonoma Ecology Center, a survey mission was flown in August, 2006 over the Bouverie Preserve near Glen Ellen, California. The stewards of the preserve were interested in documenting invasive plant species. The goal of the survey was to provide a high-resolution, geo-referenced mosaic of the region of interest in order to obtain a baseline datum and to map out some existing field test plots, (shown as the rectangular vegetative areas in the right-hand image above). Future missions will characterize the effectiveness of the various treatments applied to specific areas, such as selectively grazing cattle, and manual weeding. The projected (black) and actual (red) flight path shown on the left in Google Earth over the Bouverie Preserve in Sonoma, CA.