Implementing device modifications based on machine learning processes performed within a secure deployment system

A system, comprising:

• a computing system configured to manage a plurality of communications between a plurality of industrial devices by applying one or more security protocols to each of the plurality of communications;
• a microcontroller unit is configured to be integrated within one of the plurality of industrial devices, wherein the microcontroller unit is configured to:
• receive data associated with one or more operations of an industrial device of the plurality of industrial devices from a computing node associated with the industrial device, wherein the computing node comprises a system-on-chip (SoC) component that is preregistered with the computing system and the SoC component is integrated within the industrial device of the plurality of industrial devices, wherein the computing node corresponds to one of a plurality of computing nodes authorized to communicate with the computing system via a preprogrammed handshake protocol, and wherein the data is received via a secure communication channel between the computing system and the computing node after the secure communication channel is established by the computing system with the computing node and one or more security protocols;
• receive updated data associated with the one or more operations of the industrial device from the SDM node, wherein the updated data is acquired after the data;
• generate an updated machine learning model based on the updated data and a machine learning model representative of one or more expected outputs associated with the one or more operations of the industrial device of the plurality of industrial devices, wherein the machine learning model is generated based on the data;
• and
• generate updated configuration data in response to one or more expected outputs of the updated machine learning model being outside one or more thresholds;
• send the updated configuration data to the SoC component of the SDM node;
• and
• send the updated configuration data to the industrial device of the plurality of industrial devices via the secure communication channel, the computing system, and the computing node after establishing the secure communication channel between the computing system and the computing node and verifying that the updated configuration data is associated with the industrial device of the plurality of industrial devices, wherein the industrial device of the plurality of industrial devices is configured to receive the updated configuration data without performing one or more security operations on the updated configuration data.

A non-transitory computer-readable medium comprising computer-executable instructions that, when executed, are configured to cause at least one processor to perform one or more operations comprising:

• receiving data associated with one or more operations of an industrial device from a computing node associated with the industrial device, wherein the computing node comprises a system-on-chip (SoC) component that is preregistered with the at least one processor and the SoC component is integrated within the industrial device, wherein the computing node is one of a plurality of computing nodes authorized to communicate with the at least one processor via a preprogrammed handshake protocol, and wherein the data is received via a secure communication channel between the at least one processor and the computing node after the secure communication channel is established by the at least one processor with the computing node and one or more security protocols;
• receiving updated data associated with one or more operations of the industrial device from the computing node, wherein the updated data is acquired after the data, and wherein the computing node is configured to send data directly to a machine learning system configured to:
• generate an updated machine learning model based on the updated data and a machine learning model representative of one or more expected outputs associated with the one or more operations of the industrial device, wherein the machine learning model is generated based on the data;
• generate updated configuration data in response to one or more expected outputs of the updated machine learning model being outside one or more thresholds;
• and
• send the updated configuration data to the SoC component of the computing node;
• receiving the updated configuration data from the computing node via the secure communication channel;
• and
• sending the updated configuration data to the industrial device after establishing the secure communication channel between the at least one processor and the computing node and verifying that the updated configuration data is associated with the industrial device, wherein the industrial device is configured to receive the updated configuration data from the computing node without performing one or more security operations on the updated configuration data.