Information processing device, information processing method, and program
In an information processing device according to the present invention, a statistics estimation unit estimates a value of a state quantity by using a statistical model constructed based on values of past state quantities of a target device. A physical estimation unit estimates a value of a state quantity by using a physical model constructed based on design data of the target device. A specification unit specifies a value to be used to manage the target device from the value estimated by the statistics estimation unit and the value estimated by the physical estimation unit based on deterioration of the target device with time.
1. An information processing device comprising:
a statistics estimation unit configured to estimate a value of a state quantity by using a statistical model constructed based on values of past state quantities of a target device;
a physical estimation unit configured to estimate a value of a state quantity by using a physical model constructed based on design data of the target device; and
a specification unit configured to specify a value to be used to manage the target device from the value estimated by the statistics estimation unit and the value estimated by the physical estimation unit based on an amount of values of the past state quantities used to construct the statistical model.
2. The information processing device according to claim 1 , wherein the specification unit is configured to specify the value to be used to manage the target device based on predetermined application conditions of the physical model.
3. The information processing device according to claim 2 , wherein the specification unit is configured to specify the value to be used to manage the target device based on an operation time of the target device which is one of the predetermined application conditions.
4. The information processing device according to claim 1 , further comprising:
a notification unit configured to issue a notification in a case where a difference between the value estimated by the statistics estimation unit and the value estimated by the physical estimation unit is equal to or greater than a predetermined value.
5. The information processing device according to claim 1 , further comprising:
a model updating unit configured to update a statistical model based on the values of the past state quantities used to construct the statistical model,
wherein the specification unit is configured to specify the value to be used to manage the target device by using the updated statistical model.
6. The information processing device according to claim 1 , wherein the specification unit is configured to specify a weighted average value of the value estimated by the statistics estimation unit and the value estimated by the physical estimation unit using weights according to deterioration of the target device with time as the value to be used to manage the target device.
7. An information processing method comprising:
estimating a value of a state quantity by using a statistical model constructed based on values of past state quantities of a target device;
estimating a value of a state quantity by using a physical model constructed based on design data of the target device; and
specifying a value to be used to manage the target device from the value estimated using the statistical model and the value estimated using the physical model based on an amount of values of the past state quantities used to construct the statistical model.
8. A non-transitory computer readable medium comprising a program causing a computer to:
estimate a value of a state quantity by using a statistical model constructed based on values of past state quantities of a target device;
estimate a value of a state quantity by using a physical model constructed based on design data of the target device; and
specify a value to be used to manage the target device from the value estimated using the statistical model and the value estimated using the physical model based on an amount of values of the past state quantities used to construct the statistical model.