Enhanced controller synchronization verification
Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, that validate the synchronization of controllers in an aquaculture environment. One of the methods includes an image processor that receives images generated by a first image generating device that includes a light filter that is associated with light of a particular light frequency while an aquaculture environment was illuminated with light. Based on the image, the image processor determines whether the intensity value of the light frequency in the image satisfies a threshold value. Based on determining whether the intensity value of the light frequency in the image satisfies the threshold value, the image processor determines whether the aquaculture environment was illuminated with light of the particular light frequency when the image was generated. The image processor provides an indication of whether the aquaculture was illuminated with light of the particular frequency when the image was generated.
1. A computer-implemented method comprising:
accessing, by an image processor, a synchronization schedule for:
synchronizing operation of a first camera having a filter that allows light of a first color to pass through, with a first illumination device that illuminates scenes with light of the first color, and
for synchronizing operation of a second camera having a filter that allows light of a second color to pass through, with a second illumination device that illuminates scenes with the light of the second color,
wherein the synchronization schedule:
indicates times when the first camera and the first illumination device are to operate so as to be in synchronization with each other, and
indicates other times when the second camera and the second illumination device are to operate so as to be in synchronization with each other, and
wherein the cameras and the illumination devices operate in an environment where synchronization according to the synchronization schedule can be disturbed by:
electrical disturbances that block signals used for instructing the operation of the first and second camera or the first and second illumination devices according to the synchronization schedule, or
spurious signals that are detected by the first and second camera or the first and second illumination devices as signals for instructing the operation of the first and second camera or the first and second illumination devices according to the synchronization schedule, but that are not actually signals used for instructing the first and second camera or the first and second illumination devices according to the synchronization schedule;
receiving a group of images each taken by the first camera or the second camera, wherein the group of images include a first image that was taken by the first camera and a second image that was taken by the second camera;
determining that synchronization according to the synchronization schedule has been disturbed, comprising:
at a time when the synchronization schedule indicates that the first camera and the first illumination device are to operate so as to be in synchronization with each other, receiving, by the image processor, the first image that was taken by the first camera that has the filter that allows the light of the first color to pass through, and the second image that was taken at the same time by the second camera that has the filter that allows the light of the second color to pass through, and
determining, by the image processor, that an intensity value of the first color in the first image that was taken by the first camera that has the filter that allows light of the first color to pass through does not satisfy a threshold value, or that an intensity value of the second color in the second image that was taken by the second camera that has the filter to allow light of the second color to pass through does satisfy the threshold value;
in response to determining that synchronization according to the synchronization schedule has been disturbed, excluding, by the image processor, the first and second images from evaluation by a machine learning model that evaluates images; and
evaluating the group of images excluding the first and second images by the machine learning model.
2. The method of claim 1 , wherein the first color comprises light having a first light frequency, and wherein first light frequency is in a range of 400 terahertz to 790 terahertz.
3. The method of claim 2 , wherein the first light frequency is in a range of 430 terahertz to 490 terahertz.
4. The method of claim 1 , wherein the second color comprises light having a second light frequency, wherein the second light frequency is in a range of 620 terahertz to 680 terahertz.
5. The method of claim 1 , comprising:
in response to determining that synchronization according to the synchronization schedule has been disturbed, generating, by the image processor, an error indicator.
6. The method of claim 1 , wherein the machine learning model that evaluates images that are taken by the first and second cameras comprises a machine learning model of a parasite detection system.
7. A non-transitory, computer-readable medium storing one or more instructions executable by a computer system to perform operations comprising:
accessing, by an image processor, a synchronization schedule for:
synchronizing operation of a first camera having a filter that allows light of a first color to pass through, with a first illumination device that illuminates scenes with light of the first color, and
for synchronizing operation of a second camera having a filter that allows light of a second color to pass through, with a second illumination device that illuminates scenes with the light of the second color,
wherein the synchronization schedule:
indicates times when the first camera and the first illumination device are to operate so as to be in synchronization with each other, and
indicates other times when the second camera and the second illumination device are to operate so as to be in synchronization with each other, and
wherein the cameras and the illumination devices operate in an environment where synchronization according to the synchronization schedule can be disturbed by:
electrical disturbances that block signals used for instructing the operation of the first and second camera or the first and second illumination devices according to the synchronization schedule, or
spurious signals that are detected by the first and second camera or the first and second illumination devices as signals for instructing the operation of the first and second camera or the first and second illumination devices according to the synchronization schedule, but that are not actually signals used for instructing the first and second camera or the first and second illumination devices according to the synchronization schedule;
receiving a group of images each taken by the first camera or the second camera, wherein the group of images include a first image that was taken by the first camera and a second image that was taken by the second camera;
determining that synchronization according to the synchronization schedule has been disturbed, comprising:
at a time when the synchronization schedule indicates that the first camera and the first illumination device are to operate so as to be in synchronization with each other, receiving, by the image processor, the first image that was taken by the first camera that has the filter that allows the light of the first color to pass through, and the second image that was taken at the same time by the second camera that has the filter that allows the light of the second color to pass through, and
determining, by the image processor, that an intensity value of the first color in the first image that was taken by the first camera that has the filter that allows light of the first color to pass through does not satisfy a threshold value, or that an intensity value of the second color in the second image that was taken by the second camera that has the filter to allow light of the second color to pass through does satisfy the threshold value;
in response to determining that synchronization according to the synchronization schedule has been disturbed, excluding, by the image processor, the first and second images from evaluation by a machine learning model that evaluates images; and
evaluating the group of images excluding the first and second images by the machine learning model.
8. The non-transitory, computer-readable medium of claim 7 , wherein the first color comprises light having a first light frequency, and wherein first light frequency is in a range of 400 terahertz to 790 terahertz.
9. The non-transitory, computer-readable medium of claim 8 , wherein the first light frequency is in a range of 430 terahertz to 490 terahertz.
10. The non-transitory, computer-readable medium of claim 7 , wherein the second color comprises light having a second light frequency, wherein the second light frequency is in a range of 620 terahertz to 680 terahertz.
11. The non-transitory, computer-readable medium of claim 7 further comprising:
in response to determining that synchronization according to the synchronization schedule has been disturbed, generating, by the image processor, an error indicator.
12. The non-transitory, computer-readable medium of claim 7 , wherein the machine learning model that evaluates images that are taken by the first and second cameras comprises a machine learning model of a parasite detection system.
13. A computer-implemented system comprising:
one or more processors; and
machine-readable media interoperably coupled with the one or more processors and storing one or more instructions that, when executed by the one or more processors, perform operations comprising:
accessing, by an image processor, a synchronization schedule for:
synchronizing operation of a first camera having a filter that allows light of a first color to pass through, with a first illumination device that illuminates scenes with light of the first color, and
for synchronizing operation of a second camera having a filter that allows light of a second color to pass through, with a second illumination device that illuminates scenes with the light of the second color,
wherein the synchronization schedule:
indicates times when the first camera and the first illumination device are to operate so as to be in synchronization with each other, and
indicates other times when the second camera and the second illumination device are to operate so as to be in synchronization with each other, and
wherein the cameras and the illumination devices operate in an environment where synchronization according to the synchronization schedule can be disturbed by:
electrical disturbances that block signals used for instructing the operation of the first and second camera or the first and second illumination devices according to the synchronization schedule, or
spurious signals that are detected by the first and second camera or the first and second illumination devices as signals for instructing the operation of the first and second camera or the first and second illumination devices according to the synchronization schedule, but that are not actually signals used for instructing the first and second camera or the first and second illumination devices according to the synchronization schedule;
receiving a group of images each taken by the first camera or the second camera, wherein the group of images include a first image that was taken by the first camera and a second image that was taken by the second camera;
determining that synchronization according to the synchronization schedule has been disturbed, comprising:
at a time when the synchronization schedule indicates that the first camera and the first illumination device are to operate so as to be in synchronization with each other, receiving, by the image processor, the first image that was taken by the first camera that has the filter that allows the light of the first color to pass through, and the second image that was taken at the same time by the second camera that has the filter that allows the light of the second color to pass through, and
determining, by the image processor, that an intensity value of the first color in the first image that was taken by the first camera that has the filter that allows light of the first color to pass through does not satisfy a threshold value, or that an intensity value of the second color in the second image that was taken by the second camera that has the filter to allow light of the second color to pass through does satisfy the threshold value;
in response to determining that synchronization according to the synchronization schedule has been disturbed, excluding, by the image processor, the first and second images from evaluation by a machine learning model that evaluates images; and
evaluating the group of images excluding the first and second images by the machine learning model.
14. The computer-implemented system of claim 13 , wherein the first color comprises light having a first light frequency, and wherein first light frequency is in a range of 400 terahertz to 790 terahertz.
15. The computer-implemented system of claim 13 , wherein the operations comprise:
in response to determining that synchronization according to the synchronization schedule was not maintained at the particular time, generating, by the image processor, an error indicator.