Patent ID: 11935659
Assignee: BAGNE-MILLER ENTERPRISES, INC.
Field: Control (Instruments)
Classification: CPC G | IPC G

Claim 16:
17. A non-transitory computer-readable medium for a complex adaptive systems metrology (CASM) for estimating CASM causal quantitative significance of bidirectional temporal-interaction difference scores of a complex adaptive system comprising:
at least one processor; and
a memory storing instructions that, when executed by the at least one processor, cause the at least one processor to perform operations comprising:
receiving a first time-series dataset A operating as an independent or predictor action variable;
receiving a second time-series dataset B operating as a dependent or predicted action variable;
processing the first time-series dataset A and the second time-series dataset B with an operationally defined and transparent CASM scoring protocol to determine a dataset-A-to-dataset-B temporal interaction summary score,
wherein the CASM scoring protocol includes non-default levels for at least one temporal analysis parameter including episode length, episode criterion, delay of effect, or persistence of effect,

modifying the time-series dataset B to operate as an independent or predictor action variable and modifying the time-series dataset A to operate as a dependent or predicted action variable;
processing the modified time-series dataset B and the modified time-series dataset A to determine a dataset-B-to-dataset-A temporal interaction summary score;
determining causal evidence for time-asymmetry of causation in the complex adaptive system by differencing the dataset-A-to-dataset-B temporal interaction summary score and the dataset-B-to-dataset-A temporal interaction summary score;
monitoring at least one health effect of the complex adaptive system based on at least one variable in the first time-series dataset A and at least one variable in the second time-series dataset B;
estimating, based on the monitoring, a quantitative significance of the causal evidence; and
using the estimated quantitative significance of the causal evidence to improve decision-making corresponding to the at least one health effect associated with the complex adaptive system.