System and method for configuring data collection for a digital twin
A system ( 10 ) for configuring data collection for provision to a digital twin for generating a desired set of output information (e.g. physiological or anatomical parameter estimations) from the digital twin. The system is configured to detect available sources ( 56 ) of physical sensor data ( 58 ) pertaining to a patient, and to compare these with determined input data requirements of a digital twin ( 32 ) of the patient for computing a particular defined set of required output information. Depending on the result, a virtual sensing module ( 28 ) can be used to generate supplementary ‘virtual’ sensor data to compensate for any insufficiencies in the available physical sensor data or augment the physical sensor data, and the system can re-configure operating settings of the available physical sensors ( 56 ) to optimally meet the input data requirements of the digital model.
1 . A system, comprising:
a processor arrangement communicatively coupled to a data storage arrangement storing a digital model of at least part of an anatomy of a patient, the digital model being configured for simulating a physical state of said at least part of the anatomy based on adjustment of a set of one or more model input parameters, and the digital model being operable to provide output information related to the simulated physical state of the anatomy;
the processor arrangement being communicatively couplable in use with one or more physical sensors to receive physical patient sensor data;
the processor arrangement including a virtual sensing module configured in use for generating supplementary data; and
the processor arrangement being configured in use to:
execute an initial phase in which only a subset of available physical sensors are activated for data collection;
determine information indicative of currently available physical patient sensor data from the one or more physical sensors;
determine from the digital model a required set of input information for providing to the digital model in order to obtain, from the digital model, a particular defined set of output information from the model;
perform a comparison of the required set of input information and the available physical patient sensor data;
based on a result of the comparison, use the virtual sensing module to generate supplementary data to supplement or replace the physical patient sensor data:
based on a result of the comparison, adjust one or more operation settings of the one or more physical sensors, for improving a match between the available physical patient sensor data and the required set of input information; and
execute a further phase in which, based on performing a further comparison between resultant output information from the digital model using the currently available physical patient sensor data and said particular defined set of output information, activate a modified subset of the physical sensors.
2 . The system as claimed in claim 1 , wherein the processor arrangement is further configured to generate output information from the digital model using one or more of the physical patient sensor data or the supplementary data as input information to the digital model.
3 . The system as claimed in claim 2 , wherein the processor arrangement is further configured to perform a further comparison between the generated output information and said particular defined set of output information, to make adjustments to the supplementary data that is generated and the operation settings of the physical sensors.
4 . The system as claimed in claim 3 , wherein the processor arrangement is further configured to determine based on one or more of the comparison of claim 3 , the digital mode or on-feedback from the virtual sensing module, an alternative or modified set of input information formed by the available physical patient sensor data and the supplementary data which may be provided to the digital model, in order to obtain said output information.
5 . The system as claimed in claim 3 , wherein a feedback loop is implemented between one or more of the result of the comparison, the virtual sensing module, the digital model, or the further comparison of claim 3 in order to iteratively or recursively adjust one or more of the supplementary data generated by the virtual sensing module, and the operation settings of one or more of the physical sensors.
6 . The system as claimed in claim 1 , wherein the processor arrangement is configured to perform a further comparison between a combination of acquired physical patient sensor data after any adjustment of settings and any generated supplementary data, and the required input information, to make adjustments to the supplementary data that is generated and the operation settings of the physical sensors.
7 . The system as claimed in claim 1 , wherein the defined set of output information is received by the processor arrangement from a user interface device.
8 . The system as claimed in claim 1 , wherein the system comprises a plurality of physical sensors communicatively couplable in use with the processor arrangement for supplying said physical patient sensor data.
9 . A computer-implemented method, comprising:
accessing a digital model of at least part of an anatomy of a patient, the digital model being configured for simulating a physical state of said at least part of the anatomy based on adjustment of a set of one or more model input parameters, and the model being operable to provide output information related to the simulated physical state of the anatomy;
executing an initial phase in which only a subset of available physical patient sensors are activated for data collection:
determining from the digital model a required set of input information for providing to the digital model in order to obtain, from the digital model, a particular defined set of output information from the model;
determining an indication of currently available physical sensor data from the physical patient sensors;
performing a comparison of the required set of input information and the available physical sensor data;
based on a result of the comparison, generating supplementary data to supplement or replace the available physical sensor data,
based on a result of the comparison, adjusting one or more operation settings of the physical patient sensors, for improving a match between the available physical sensor data and the required set of input information; and
executing a further phase in which, based on performing a further comparison between resultant output information from the digital model using the currently available physical patient sensor data and said particular defined set of output information, activating a modified subset of the physical patient sensors.
10 . The method according to claim 9 , further comprising generating output information from the digital model using the physical sensor data or supplementary data as input information to the digital model.
11 . The method according to claim 10 , further comprising performing a further comparison between the generated output information and the particular defined set of output information.
12 . The method according to claim 11 further comprising determining, based on the comparison of claim 11 and using the digital model, an alternative or modified set of input information formed by the available physical sensor data and the supplementary data which may be provided to the digital model, in order to obtain said output information.
13 . The method according to claim 9 , further comprising performing a further comparison between:
a combination of available physical sensor data after any adjustment of settings and any generated supplementary data, and
the required set of input information.
14 . A non-transitory computer program product comprising code means configured, when run on a processor, to perform a method,
the processor being communicatively coupled with a data storage arrangement storing a digital model of at least part of an anatomy of a patient, the digital model being configured for simulating a physical state of said at least part of the anatomy based on adjustment of a set of one or more model input parameters, and the model operable to provide output information related to the simulated physical state of the anatomy,
the method comprising:
accessing a digital model of at least part of an anatomy of a patient, the digital model being configured for simulating a physical state of said at least part of the anatomy based on adjustment of a set of one or more model input parameters, and the model being operable to provide output information related to the simulated physical state of the anatomy;
executing an initial phase in which only a subset of available physical patient sensors are activated for data collection;
determining from the digital model a required set of input information for providing to the digital model in order to obtain, from the digital model, a particular defined set of output information from the model;
determining an indication of currently available physical sensor data from physical patient sensors;
performing a comparison of the required set of input information and the available physical sensor data;
based on a result of the comparison, generating supplementary data to supplement or replace the available physical sensor data,
based on a result of the comparison, adjusting one or more operation settings of the physical patient sensors, for improving a match between the available physical sensor data and the required set of input information; and
executing a further phase in which, based on performing a further comparison between resultant output information from the digital model using the currently available physical patient sensor data and said particular defined set of output information, activating a modified subset of the physical patient sensors.