IP Library › Granted Patent US 11,531,576
Granted Patent B2
US 11,531,576 · App. 16/802,617 · Granted Dec 20, 2022

Maintenance recommendation system

Inventors: Takayuki Uchida (Tokyo, JP); Tomoaki Hiruta (Tokyo, JP); Toshiaki Kono (Tokyo, JP); Yasuharu Namba (Tokyo, JP)
Assignee: HITACHI, LTD.
G06F11/008G06F16/9027G06F17/18
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Quick Facts
Patent No.
US 11,531,576
App. No.
16/802,617
Granted
Dec 20, 2022
Kind
B2
Abstract

The invention provides a maintenance recommendation system in which an inspection item is presented timely in the halfway of an inspection, accuracy of failure mode identification is improved, a failure mode is identified at an early stage, meanwhile, a time required for investigating a content of the failure is reduced, and a time from device failure to reset is shortened. The maintenance recommendation system includes: a primary storage unit that stores an input inspection result; a failure mode probability calculation unit that is configured to calculate a probability of a failure mode based on the inspection result stored in the primary storage unit; an inspection item search unit that is configured to extract an inspection item with the minimum inspection score from uninspected inspection items; and a main routine operation unit that is configured to narrow down a failure mode candidate and an inspection item candidate from all inspection items.

Claims (20)

1. A maintenance recommendation system comprising:

a primary storage unit that stores:

an input inspection result of equipment,

an inspection item probability table including a plurality of entries, each entry including a failure mode, an inspection portion of the equipment, an inspection item of the equipment, an inspection item behavior indicating a state of the inspection item, and a conditional probability indicating a probability at which the inspection item is in the state according to the inspection item behavior, and

a failure mode probability table that stores a plurality of entry indicating one of the failure modes and a respective corresponding occurrence probability indicating a probability the corresponding failure mode occurs;

a display unit that displays a user interface indicating the inspection portion, the inspection item, and the inspection item behavior of one of the plurality of entries of the inspection item probability table and displaying an interface configured to receive a selection indicating whether the inspection result is true or false;

a failure mode probability calculation unit that, upon determining the selection is false, obtain a first failure mode and a first conditional probability corresponding to the failure mode based on the displayed inspection portion, inspection item, and the inspection item behavior having the false selection from the inspection item probability table, obtain a first occurrence probability based on the obtained first failure mode from the failure mode probability table, and calculate a probability of a failure mode based on the obtained first conditional probability and the obtained first occurrence probability;

an inspection item search unit that is configured to extract an inspection item with a minimum inspection score from uninspected inspection items; and

a main routine operation unit that is configured to narrow down a failure mode candidate and an inspection item candidate from all inspection items.

2. The maintenance recommendation system according to claim 1 , further comprising:

an inspection cost tree that stores inspection costs in a tree-diagram; and

a failure mode risk table that stores a treatment cost of the failure mode.

3. The maintenance recommendation system according to claim 1 , wherein

the inspection item search unit is configured to calculate conditional entropy based on uninspected inspection items, to calculate an inspection cost based on an inspection cost tree, and to calculate an inspection score based on the conditional entropy and the inspection cost.

4. The maintenance recommendation system according to claim 1 , wherein

the input inspection result is executed with respect to an inspection item behavior of an inspection portion.

5. The maintenance recommendation system according to claim 1 , wherein

the failure mode candidate is displayed with a respective failure mode, a probability of the failure mode, and a treatment cost of the failure mode.

6. The maintenance recommendation system according to claim 1 , wherein

an inspection item of which an inspection result is already input is not displayed in the inspection item candidate.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Feb 27, 2020
From: UCHIDA, TAKAYUKI; HIRUTA, TOMOAKI; KONO, TOSHIAKI; NAMBA, YASUHARU
To: HITACHI, LTD.
Reel/Frame 051944/0603 →
Priority Claims (1)
JP JP2019-081629 · Apr 23, 2019 · national
Continuity (1)
Related Publication 20200341828A1 · Oct 29, 2020