Methods, systems, articles of manufacture, and apparatus to control data acquisition settings in edge-based deployments

At least one non-transitory computer-readable medium comprising instructions that, when executed, cause at least one processor to at least:

• transform sensor data to variance data;
• differentiate the variance data to generate variance rate of change data;
• determine subsets of the variance rate of change data associated with respective data acquisition settings;
• determine a count of data points corresponding to the rate of change data;
• determine an interval spacing value based on the count of the data points and a number of subsets of the variance rate of change data;
• calculate candidate solutions at respective ones of the data points corresponding to the interval spacing value, respective ones of the candidate solutions corresponding to respective data acquisition settings of a data acquisition system;
• and
• select one of the candidate solutions satisfying an operational threshold of the data acquisition system.

A method to dynamically adjust data acquisition settings, the method comprising:

• transforming, by executing an instruction with a processor, sensor data to variance data;
• differentiating, by executing an instruction with the processor, the variance data to generate variance rate of change data;
• determining, by executing an instruction with the processor, subsets of the variance rate of change data associated with respective data acquisition settings;
• determining, by executing an instruction with the processor, a count of data points corresponding to the rate of change data;
• determining, by executing an instruction with the processor, an interval spacing value based on the count of the data points and a number of subsets of the variance rate of change data;
• calculating, by executing an instruction with the processor, candidate solutions at respective ones of the data points corresponding to the interval spacing value, respective ones of the candidate solutions corresponding to respective data acquisition settings of a data acquisition system;
• and
• selecting, by executing an instruction with the processor, one of the candidate solutions satisfying an operational threshold of the data acquisition system.