System and method for modelling system behaviour
First Claim
1. A method of modelling system behaviour of a physical system, the method including, in one or more electronic processing devices:
- a) obtaining quantified system data measured for the physical system, the quantified system data being at least partially indicative of the system behaviour for at least a time period, the quantified system data including measured attributes of a physical system obtained from sensor data received from sensors;
b) forming at least one population of model units, each model unit including model parameters and at least part of a model, the model parameters being at least partially based on the quantified system data, each model including one or more mathematical equations for modelling system behaviour;
c) for each model unit;
i) calculating at least one solution trajectory to the one or more mathematical equations for at least part of the at least one time period;
ii) determining a fitness value based at least in part on the at least one solution trajectory; and
,iii) iteratively modifying the model unit over a number of generations in accordance with the fitness value of each model unit by modifying at least one of;
(1) at least part of the model; and
,(2) the model parameters; and
,d) selecting a combination of model units using the fitness values of each model unit, the combination of model units representing a collective model that models the system behaviour.
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Abstract
A method of modelling system behaviour of a physical system, the method including, in one or more electronic processing devices obtaining quantified system data measured for the physical system, the quantified system data being at least partially indicative of the system behaviour for at least a time period, forming at least one population of model units, each model unit including model parameters and at least part of a model, the model parameters being at least partially based on the quantified system data, each model including one or more mathematical equations for modelling system behaviour, for each model unit calculating at least one solution trajectory for at least part of the at least one time period; determining a fitness value based at least in part on the at least one solution trajectory; and, selecting a combination of model units using the fitness values of each model unit, the combination of model units representing a collective model that models the system behaviour.
31 Citations
19 Claims
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1. A method of modelling system behaviour of a physical system, the method including, in one or more electronic processing devices:
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a) obtaining quantified system data measured for the physical system, the quantified system data being at least partially indicative of the system behaviour for at least a time period, the quantified system data including measured attributes of a physical system obtained from sensor data received from sensors; b) forming at least one population of model units, each model unit including model parameters and at least part of a model, the model parameters being at least partially based on the quantified system data, each model including one or more mathematical equations for modelling system behaviour; c) for each model unit; i) calculating at least one solution trajectory to the one or more mathematical equations for at least part of the at least one time period; ii) determining a fitness value based at least in part on the at least one solution trajectory; and
,iii) iteratively modifying the model unit over a number of generations in accordance with the fitness value of each model unit by modifying at least one of; (1) at least part of the model; and
,(2) the model parameters; and
,d) selecting a combination of model units using the fitness values of each model unit, the combination of model units representing a collective model that models the system behaviour. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19)
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Specification