Controlled agricultural systems and methods of managing agricultural systems
The present disclosure relates to different techniques of controlling an agricultural system, as for example a controlled agricultural system, an agricultural light fixture and a method for agricultural management. Furthermore, the disclosure relates to an agricultural system, which comprises a plurality of processing lines for growing plants of a given plant type, wherein a first processing line in the plurality of processing lines is configured to move a first plurality of plants through the agricultural system along a route; and apply a first growth condition to the first plurality of plants to satisfy a first active agent parameter for the first plurality of plants.
1. A horticultural platform, comprising:
a first communications interface configured to:
receive raw input data from a plurality of input devices, each of the plurality of input devices providing the raw input data in a format specific to the input device, the raw input data including at least plant growth data for one or more plants; and
transmit output data to a plurality of output devices;
a second communications interface configured to:
receive application input from one or more applications via one or more application programming interfaces (APIs), the application input including input from at least a third party application and including a growth goal for the one or more plants provided by a user; and
transmit application output to the one or more applications via the one or more APIs, at least one of the one or more APIs including a user identification; and
one or more processors configured to:
process the raw input data into standardized plant growth input data by classifying the raw input data into a plurality of input types and by standardizing, for each input type, the raw input data classified as that input type, the plurality of input types including at least one of structured/relational data and unstructured data; and
generate the output data and the application output based on the standardized plant growth input data and the application input, the application output including data regarding growth of one or more plants in an indoor horticultural environment, the output data including control commands for controlling at least one of the plurality of output devices to affect growth of the one or more plants in the indoor horticultural environment to achieve the growth goal for the one or more plants,
wherein the one or more processors generate the control commands for controlling at least one of the plurality of output devices at least partially based on selecting specific control commands that have a highest probable success score for reaching the growth goal of the one or more plants within constraints of the horticultural platform from among a list of possible control commands.
2. The horticultural platform of claim 1 , wherein:
the application input comprises a request for the application output and/or output data; and
the one or more processors are further configured to:
select one or more of the plurality of input types based on the request; and
generate the application output and/or output data based on the standardized plant growth input data of the selected input types.
3. The horticultural platform of claim 1 , wherein each output device receives data in a format specific to the output device.
4. The horticultural platform of claim 1 , wherein the plurality of input devices comprises at least one of a sensor, a lighting fixture, a third-party data service, and an environmental control system.
5. The horticultural platform of claim 1 , wherein the application input further comprises input from the user.
6. The horticultural platform of claim 1 , wherein the plurality of output devices comprises at least one of an actuator, a sensor, a lighting fixture, a computing device, a third-party data service, and an environmental control system.
7. The horticultural platform of claim 1 , wherein:
the one or more processors are further configured to determine correlations between the standardized plant growth input data; and
the application output and the output data are generated based on the determined correlations.
8. The horticultural platform of claim 1 , further comprising:
a memory configured to store the raw input data, the application input, the standardized plant growth input data, the determined correlations, the application output, and the output data.
9. The horticultural platform of claim 1 , wherein the raw input data further comprises at least one of sensor data, user input, environmental data of the indoor horticultural environment, lighting data, and data collected by third parties.
10. The horticultural platform of claim 1 , wherein the output data comprises at least one of operational parameters for at least one of the plurality of output devices, plant lighting recipes, plant growth recipes, pest control programs, disinfection procedures, and yield prediction.
11. The horticultural platform of claim 1 , wherein the plurality of input types further includes results of data analytics.
12. The horticultural platform of claim 1 , wherein the plurality of input types further includes blockchain data.
13. The horticultural platform of claim 1 , wherein the raw input data is processed into standardized plant growth input data based on ideal plant growth data sets.
14. A method of providing a horticultural platform as a service, comprising:
receiving, at a first communications interface, raw input data from a plurality of input devices, each of the plurality of input devices providing the raw input data in a format specific to the input device, the raw input data including at least plant growth data for one or more plants;
receiving, at a second communications interface, application input from one or more applications via one or more application programming interfaces (APIs), the application input including input from at least a third party application and including a growth goal for the one or more plants provided by a user;
processing, by one or more processors, the raw input data into standardized plant growth input data by classifying, by the one or more processors, the raw input data into a plurality of input types and by standardizing, by the one or more processors, for each input type, the raw input data classified as that input type, the plurality of input types including at least one of structured/relational data and unstructured data;
generating, by the one or more processors, output data and application output based on the standardized plant growth input data and the application input, the application output comprising data regarding growth of the one or more plants in an indoor horticultural environment, and the output data comprising control commands for controlling at least one of a plurality of output devices to affect growth of the one or more plants in the indoor horticultural environment to achieve the growth goal for the one or more plants, the control commands being generated at least partially based on selecting specific control commands that have a highest probable success score for reaching the growth goal of the one or more plants within constraints of the indoor horticultural environment from among a list of possible control commands;
transmitting, by the first communications interface, the output data to the plurality of output devices; and
transmitting, by the second communications interface, the application output to the one or more applications via the one or more APIs, at least one of the one or more APIs including a user identification.
15. The method of claim 14 , wherein the application input comprises a request for the application output and/or output data and the method further comprises:
select one or more of the plurality of input types based on the request; and
generate the application output and/or output data based on the standardized plant growth input data of the selected input types.
16. The method of claim 14 , wherein each output device receives data in a format specific to the output device.
17. The method of claim 14 , wherein the application input comprises input from at least one of the user and a third party application.
18. The method of claim 14 , the method further comprising:
determining, by the one or more processors, correlations between the standardized plant growth input data, wherein the application output and the output data are generated based on the determined correlations.