Methods and systems for tank level monitoring and alerting
Methods and systems for tank level management are disclosed. In some aspects, one or more regions of interest are defined within an image acquired from an imaging sensor. Histograms of pixel values within each region of interest are generated, and thresholds delineating two groups of similar pixel values within each region of interest are determined. In some aspects, the tank level within each region of interest is based on the corresponding threshold. In some aspects, rows of pixel values within each region of interest are thresholded. The thresholded rows may be used to determine the tank level within the region. Some aspects determine whether the pixel values are bimodal based on the generated histogram. Unimodal pixel values may represent either an empty or full tank. A similarity to preconfigured values associated with full or empty tank conditions may facilitate identification of whether the tank is full or empty.
1. A method of determining a tank level within a region of interest in an image, comprising:
receiving a digital image from an imaging sensor positioned to provide a field of view including a side view of a tank configured to contain a substance, the digital image comprising a plurality of pixels each having a pixel value, the pixels arranged in a plurality of lines indicative of image data along a direction parallel to the horizon of the earth;
determining a region of interest within the digital image;
determining a tank level of the substance within the region of interest by:
generating a histogram of pixel values within the region of interest,
determining whether a distribution of the pixel values is bimodal based on the histogram,
determining whether the tank is either empty or full in response to determining the distribution is not bimodal,
in response to determining the distribution is bimodal:
determining a threshold delineating pixels within the region of interest in a first group of the bimodal histogram and pixels within the region of interest in a second group of the bimodal histogram,
determining median or average pixel values of the lines indicative of image data along the direction parallel to the horizon of the earth within the region of interest and thresholding the determined median or average pixel values, and
based on the thresholded values, determining a tank level measurement value indicative of a portion of the tank filled by the substance, and
displaying an indicator of the tank level measurement value.
2. The method of claim 1 , wherein determining whether the tank is either empty or full comprises:
determining a similarity measure between a mean or median of pixel values within the region of interest and a configuration value defining an occupied or empty region of the tank; and
determining the tank level based on the similarity measure.
3. The method of claim 1 , further comprising determining, substantially in parallel, a plurality of tank levels within the digital image and displaying a corresponding plurality of indicators of a plurality of tank level measurement values.
4. The method of claim 1 , wherein, determining a threshold delineating pixels within the region of interest in the first group and pixels within the region of interest in the second group comprises determining the threshold based on Otsu's method.
5. The method of claim 1 , wherein determining whether the distribution of the pixel values is bimodal based on the histogram comprises;
determining a bimodality coefficient based on a number of pixels in the distribution, a skewness of the distribution, and a kurtosis of the distribution, and
determining the distribution is bimodal based on the bimodality coefficient's relationship to a threshold.
6. The method of claim 1 , further comprising generating an alert based on the determined tank level measurement value.
7. The method of claim 6 , wherein generating an alert comprises providing an indicator for display on an electronic display.
8. The method of claim 6 , wherein generating an alert comprises transmitting a network message to a second computing device.
9. The method of claim 6 , wherein generating an alert comprises providing a region of interest indicator for display that is a predetermined color associated with the alert.
10. An apparatus for determining a tank level within a region of interest in an image, comprising:
an image capture device positioned to provide a field of view including a side view of a tank configured to contain a substance;
an electronic hardware processor, configured to:
receive a digital image from the image capture device, the digital image comprising a plurality of pixels each having a pixel value, the pixels arranged in a plurality of lines indicative of image data along a direction parallel to the horizon of the earth;
determine a region of interest within the digital image;
determine a tank level of the substance within the region of interest by:
generating a histogram of pixel values within the region of interest,
determining whether a distribution of the pixel values is bimodal based on the histogram,
determining whether the tank is either empty or full in response to determining the distribution is not bimodal,
in response to determining the distribution is bimodal:
determining a threshold delineating pixels within the region of interest in a first group of the bimodal histogram and pixels within the region of interest in a second group of the bimodal histogram,
determining median or average pixel values of the lines indicative of image data along the direction parallel to the horizon of the earth within the region of interest and thresholding the determined median or average pixel values, and
based on the thresholded values, determining a tank level measurement value indicative of a portion of the tank filled by the substance, and
display an output indicating the tank level measurement value.
11. The apparatus of claim 10 , wherein determining whether the tank is either empty or full comprises:
determining a similarity measure between a mean or median of pixel values within the region of interest and a configuration value defining an occupied or empty region of the tank; and
determining the tank level based on the similarity measure.
12. The apparatus of claim 10 , wherein the electronic hardware processor is further configured to determine, substantially in parallel, a plurality of tank levels within the digital image and to display a corresponding plurality of indicators of a plurality of tank level measurement values.
13. The apparatus of claim 10 , wherein determining a threshold delineating pixels within the region of interest in the first group and pixels within the region of interest in the second group comprises determining the threshold based on Otsu's method.
14. The apparatus of claim 10 , wherein determining whether the distribution of the pixel values is bimodal based on the histogram comprises:
determining a bimodality coefficient based on a number of pixels in the distribution, a skewness of the distribution, and a kurtosis of the distribution, and
determining the distribution is bimodal based on the bimodality coefficient's relationship to a threshold.
15. The apparatus of claim 10 , wherein the electronic hardware processor is further configured to generate an alert based on the determined tank level.
16. The apparatus of claim 15 , wherein the electronic hardware processor is further configured to provide an alert indicator for display on an electronic display.
17. The apparatus of claim 15 , wherein the electronic hardware processor is further configured to transmit an alert network message to a second computing device.
18. The apparatus of claim 15 , wherein the electronic hardware processor is further configured to provide an alert region of interest indicator for display that is a predetermined color associated with the alert.