System and method for automated detection of landfill changes
View Patent ↗A system and method for monitoring and controlling of landfill operations are provided. One or more cameras are mounted on satellites, drones, and other devices to capture images and video of a landfill site from an aerial view. Users can analyze these images over time to automatically detect and classify material changes in landfill cover type and integrity, as well as human activities, and further associate these activities with environmental issues and land uses, helping to identify their root causes.
1. A method of monitoring landfill operations at a landfill site comprising:
obtaining a first set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
obtaining a second set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
aligning the first set of images and the second set of images;
segmenting the first set of images and categorizing sections of the first set of segmented images based on landfill characteristics,
segmenting the second set of images and categorizing sections of the second set of segmented images based on landfill characteristics,
merging the first set of segmented images and the second set of segmented images; and
generating a change map that identifies the location and nature of a change within the first set of segmented images and the second set of segmented images, wherein the change comprises a modification in landfill construction at the landfill site.
2. The method of claim 1 , wherein the at least one optical sensor comprises a camera located on a satellite, a drone, a vehicle, a robot, or a smartphone.
3. The method of claim 1 , wherein each image comprises a plurality of image pixels, and further comprising mapping the image pixels to corresponding latitude and longitude geographical coordinates.
4. The method of claim 1 , further comprising calibrating the at least one optical sensor and the second optical sensor to correct distortion in the image and convert the image to corresponding coordinates.
5. The method of claim 1 , further comprising generating an alert based upon detected landfill constructions and human activities.
6. A method of monitoring landfill operations at a landfill site comprising:
obtaining a first set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
obtaining a second set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
aligning the first set of images and the second set of images;
segmenting the first set of images and categorizing sections of the first set of segmented images based on landfill characteristics,
segmenting the second set of images and categorizing sections of the second set of segmented images based on landfill characteristics,
merging the first set of segmented images and the second set of segmented images; and
generating a change map that identifies the location and nature of a change within the first set of segmented images and the second set of segmented images, wherein the change comprises a landfill cover at the landfill site.
7. A method of monitoring landfill operations at a landfill site comprising:
obtaining a first set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
obtaining a second set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
aligning the first set of images and the second set of images;
segmenting the first set of images and categorizing sections of the first set of segmented images based on landfill characteristics,
segmenting the second set of images and categorizing sections of the second set of segmented images based on landfill characteristics,
merging the first set of segmented images and the second set of segmented images; and
generating a change map that identifies the location and nature of a change within the first set of segmented images and the second set of segmented images, wherein the change comprises leachate seep at the landfill site.
8. A method of monitoring landfill operations at a landfill site comprising:
obtaining a first set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
obtaining a second set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
aligning the first set of images and the second set of images;
segmenting the first set of images and categorizing sections of the first set of segmented images based on landfill characteristics,
segmenting the second set of images and categorizing sections of the second set of segmented images based on landfill characteristics,
merging the first set of segmented images and the second set of segmented images; and
generating a change map that identifies the location and nature of a change within the first set of segmented images and the second set of segmented images, wherein the change comprises the presence of a gas leak at the landfill site.
9. A method of monitoring landfill operations at a landfill site comprising:
obtaining a first set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
obtaining a second set of images of the landfill site from at least one optical sensor, wherein the at least one optical sensor comprises a camera located on a satellite or a drone;
aligning the first set of images and the second set of images;
segmenting the first set of images and categorizing sections of the first set of segmented images based on landfill characteristics,
segmenting the second set of images and categorizing sections of the second set of segmented images based on landfill characteristics,
merging the first set of segmented images and the second set of segmented images; and
generating a change map that identifies the location and nature of a change within the first set of segmented images and the second set of segmented images, wherein the change comprises the presence of a gas well at the landfill site.