System and Method for Plant Treatment Based on Neighboring Effects
A method for plant treatment, including: receiving a first measurement for a plant from a sensor as the sensor moves within a geographic area comprising a plurality of plants; in response to receipt of the first measurement and prior to receipt of a second measurement for a second plant of the plurality, determining a set of treatment mechanism operation parameters for the plant to optimize a geographic area output parameter based on the first measurement and historical measurements for the geographic area; determining an initial treatment parameter for the plant; and operating a treatment mechanism in a treatment mode based on the set of operating parameters in response to satisfaction of the initial treatment parameter.
1 . A method comprising:
classifying, by a computer, a plant in a first image by identifying a plant feature for the plant in a first plurality of pixels in the first image, the first plurality of pixels representing the plant in an area of a field, and the first image accessed from a detection mechanism of a farming machine moving through the field;
treating the plant by operating a treatment mechanism to apply a treatment to the plant classified by the computer;
accessing, from the detection mechanism a second image of the area of the field, the second image comprising a second plurality of pixels representing the plant and the treatment of the plant in the area of the field, the second image accessed from a verification mechanism of the farming machine moving through the field;
identifying, by the computer and based on the second plurality of pixels, a treatment indicator in the second image, the treatment indicator representing an effectiveness of the treatment; and
adjusting operating parameters of the treatment mechanism based on the treatment indicator.
2 . The method of claim 1 , further comprising:
accessing a reference indicator value indicative of an effective treatment; and
comparing the treatment indicator to a reference indicator to determine if the treatment was effective.
3 . The method of claim 1 , wherein identifying the treatment indicator in the second image comprises applying an image processing algorithm to the second image.
4 . The method of claim 1 , wherein identifying the treatment indicator comprises identifying fluid application indicators in the second image.
5 . The method of claim 1 , wherein identifying the treatment indicator comprises identifying liquid on the plant.
6 . The method of claim 1 , wherein identifying the treatment indicator comprises identifying a spray blockage pattern of the treatment mechanism.
7 . The method of claim 1 , wherein identifying the treatment indicator comprises identifying a color change of a substrate in the field induced by the treatment.
8 . The method of claim 1 , wherein the detection mechanism comprises a thermal camera.
9 . The method of claim 1 , wherein the detection mechanism comprises a true color camera system.
10 . The method of claim 1 , wherein the detection mechanism comprises a stereo camera.
11 . A farming machine comprising:
a detection mechanism configured to capture images of plants in a field as the farming machine moves through the field;
a treatment mechanism configured to treat plants in the field;
a verification system configured to captured images of plants and plant treatments in the field as the farming machine moves through the field;
a control system comprising one or more processors, the control system configured to control operation of the detection mechanism and the treatment mechanism; and
a non-transitory computer-readable storage medium comprising computer program instructions that, when executed by the one or more processors of the control system, cause the control system to:
classify a plant in a first image by identifying a plant feature for the plant in a first plurality of pixels in the first image, the first plurality of pixels representing the plant in an area of a field, the first image accessed from the detection mechanism as the farming machine moves through the field;
treat the plant by operating the treatment mechanism to apply a treatment to the plant;
access a second image of the area of the field, the second image comprising a second plurality of pixels representing the plant and the treatment of the plant in the area of the field, the second image accessed from the verification system as the farming machine moves through the field;
identify, based on the second plurality of pixels, a treatment indicator in the second image, the treatment indicator representing an effectiveness of the treatment; and
adjusting operating parameters of the treatment mechanism based on the treatment indicator.
12 . The farming machine of claim 11 , wherein the computer program instructions, when executed, cause the one or more processors of the control system to:
access a reference indicator value indicative of an effective treatment; and
compare the treatment indicator to a reference indicator to determine if the treatment was effective.
13 . The farming machine of claim 11 , wherein identifying the treatment indicator in the second image causes the one or more processors of the control system to apply an image processing algorithm to the second image.
14 . The farming machine of claim 11 , wherein identifying the treatment indicator causes the one or more processors of the control system to identify fluid application indicators in the second image.
15 . The farming machine of claim 11 , wherein identifying the treatment indicator causes the one or more processors of the control system to identify liquid on the plant.
16 . The farming machine of claim 11 , wherein identifying the treatment indicator causes the one or more processors of the control system to identify a spray blockage pattern of the treatment mechanism.
17 . The farming machine of claim 11 , wherein identifying the treatment indicator causes the one or more processors of the control system to identify a color change of a substrate in the field induced by the treatment.
18 . The farming machine of claim 11 , wherein the detection mechanism comprises a thermal camera.
19 . The farming machine of claim 11 , wherein the detection mechanism comprises a true color camera system.
20 . A non-transitory computer-readable storage medium comprising computer program instructions that, when executed by one or more processors, cause the one or more processors to:
classifying, by a computer, a plant in a first image by identifying a plant feature for the plant in a first plurality of pixels in the first image, the first plurality of pixels representing the plant in an area of a field, and the first image accessed from a detection mechanism of a farming machine moving through the field;
treating the plant by operating a treatment mechanism to apply a treatment to the plant classified by the computer;
accessing, from the detection mechanism a second image of the area of the field, the second image comprising a second plurality of pixels representing the plant and the treatment of the plant in the area of the field, the second image accessed from a verification mechanism of the farming machine moving through the field;
identifying, by the computer and based on the second plurality of pixels, a treatment indicator in the second image, the treatment indicator representing an effectiveness of the treatment; and
adjusting operating parameters of the treatment mechanism based on the treatment indicator.