AI extensions and intelligent model validation for an industrial digital twin
US-11403541-B2 · Aug 2, 2022 · US
US11893869B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-11893869-B2 |
| Application number | US-202217824422-A |
| Country | US |
| Kind code | B2 |
| Filing date | May 25, 2022 |
| Priority date | May 28, 2021 |
| Publication date | Feb 6, 2024 |
| Grant date | Feb 6, 2024 |
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An information processing device uses models generated under different conditions, and predicts alarms occurring in the case in which each of a plurality of operation patterns, which is virtually generated in relation to the operation of an actual plant by a worker, is implemented with respect to the actual plant. Then, the information processing device sets the degree of reliability of the prediction result regarding each of the plurality of operation patterns. Subsequently, based on the degree of reliability of the prediction result, the information processing device performs display control with respect to the alarms.
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What is claimed is: 1. An information processing device comprising: a generating unit that generates a first model under a first condition and a second model under a second condition different from the first condition; a predicting unit that predicts an occurrence of at least one alarm by performing a simulation for an operation pattern, which is virtually generated in relation to operation of an actual plant by a worker under a third condition different from the first and second conditions, by interpolating or extrapolating the first model and the second model; a deciding unit that sets degree of reliability of prediction result regarding the operation pattern based on a difference between the third condition and the first and second conditions; and a display control unit that performs display control with respect to the occurrence of at least one alarm based on degree of reliability of the prediction result. 2. The information processing device according to claim 1 , wherein, the deciding unit sets the degree of reliability of the prediction result such that the degree of reliability becomes inversely proportional to a difference between the first and second conditions of the first and second models and condition at time of prediction of the alarms. 3. The information processing device according to claim 1 , wherein in the operation pattern, load information is set that indicates load on the actual plant when concerned operation pattern is implemented, at time of performing prediction regarding the operation pattern, the predicting unit performs prediction using a model that corresponds to load information set for concerned operation pattern, and the deciding unit sets degree of reliability of the prediction result based on model used at time of performing prediction regarding the operation pattern. 4. The information processing device according to claim 1 , wherein the display control unit generates a display screen in which, regarding the operation pattern, sequence of occurrence of predicted alarms is displayed in chronological order, and suppresses, from among a plurality of alarms displayed in the display screen, display of alarms for which degree of reliability of the prediction result is smaller than a threshold value. 5. An alarm prediction method comprising: generating a first model under a first condition and a second model under a second condition different from the first condition; predicting an occurrence of at least one alarm by performing a simulation for an operation pattern, which is virtually generated in relation to operation of an actual plant by a worker under a third condition different from the first and second conditions, by interpolating or extrapolating the first model and the second model; setting degree of reliability of prediction result regarding the operation pattern based on a difference between the third condition and the first and second conditions; and performing display control with respect to the occurrence of at least one alarm based on degree of reliability of the prediction result. 6. A non-transitory computer-readable recording medium having stored therein an alarm prediction program that causes a computer to perform a process comprising: generating a first model under a first condition and a second model under a second condition different from the first condition; predicting an occurrence of at least one alarm by performing a simulation for an operation pattern, which is virtually generated in relation to operation of an actual plant by a worker under a third condition different from the first and second conditions, by interpolating or extrapolating the first model and the second model; setting degree of reliability of prediction result regarding the operation pattern based on a difference between the third condition and the first and second conditions; and performing display control with respect to the occurrence of at least one alarm based on degree of reliability of the prediction result. 7. The information processing device according to claim 1 , wherein a relationship between the difference between the third condition and the first and second conditions and the degree of reliability is defined in advance in a table. 8. The information processing device according to claim 1 , wherein the first condition, the second condition and the third condition are related to one selected from a group consisting of a load on the plant, an ambient temperature, a humidity, weather and a skill level of the worker.
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