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Hydrology for all: Image-based water level monitoring. How does it work?. Finds water line in an image Calculates the water stage Stores both the value and the image Provides live services in the form of stage, images, videos, alerts. What does it take?. A good Webcam A good camera stand
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How does it work? • Finds water line in an image • Calculates the water stage • Stores both the value and the image • Provides live services in the form of stage, images, videos, alerts.
What does it take? • A good Webcam • A good camera stand • A good flat background • An ftp server • A machine vision software to calibrate the images • Remote clients (smartphones, computers, etc.) to visualize, download data
A good Webcam • Objective: install virtually anywhere in the world • Live images require 3G coverage Picture of unsecured prototype: new packaging in testing
Picture of older prototype. New and improved prototype in testing
Picture of older prototype. New and improved prototype in testing
Preliminary results • Results borrowed from • Gilmore, T.G.,F. Birgand and K. Chapman. Source and magnitude of error in an inexpensive image-based water level measurement system. Submitted November, 10, 2011 to Journal of Hydrology
Can we measure water level? and linkage to real world measurement Detection
The System: Calibration x = 0 cm, y = 75 cm x = 0 cm, y = 45 cm
Uncertainty: Three Experiments • Image Resolution • Lighting effects* • Perspective • Lens distortion • Water meniscus Benchmark I Benchmark II Water Level
Uncertainty: Camera effects Lighting* Meniscus Effects
Standard error for several image resolutions in the lab Mean Bias, SD, RMSE (cm) 5 m 4m, 12 mm 6 m 7 m cm per pixel
Water Level: Posture Angle 10 deg 19 deg For camera at 6 meters
Water Level: 6m, 16mm lens 19 10 posture angle from horizontal (degrees)
Preliminary recommendations and performance • Lens distortion must be minimized • Posture angle may interact with meniscus • With reasonable precautions, accuracy of +/- 3 mm (0.01 ft) is achievable in the lab
Products • Data • Pictures • Videos • Alert • Remote actions in the field (work in progress)
Picture of Prototype of camera mount – a secured version is in testing