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수직형 펌프 자동진단을 위한 규칙기반 진단 기술 개발Development of Rule-based Diagnosis for the Automatic Diagnosis of Vertical Pumps

Other Titles
Development of Rule-based Diagnosis for the Automatic Diagnosis of Vertical Pumps
Authors
강민석정덕영박동희선경호이상혁최병근
Issue Date
Dec-2024
Publisher
한국소음진동공학회
Keywords
규칙기반 진단; 결정목; 수직형 펌프; 상태진단; Rule-based diagnosis; Decision Tree; Vertical Pump; Condition diagnosis
Citation
한국소음진동공학회논문집, v.34, no.6, pp 717 - 727
Pages
11
Indexed
KCI
Journal Title
한국소음진동공학회논문집
Volume
34
Number
6
Start Page
717
End Page
727
URI
https://scholarworks.gnu.ac.kr/handle/sw.gnu/75242
DOI
10.5050/KSNVE.2024.34.6.717
ISSN
1598-2785
2287-5476
Abstract
Recent trends in facility maintenance have focused on automating defect diagnosis using artificial intelligence(AI) technologies. One such method utilizing AI is rule-based diagnosis, which operates based on decisions made from expert knowledge and does not require large datasets. However, because it evaluates only the data measured at a single point, the scope of evaluation is limited and requires further development. This paper presents the development of a multi-point rule-based diagnostic system that evaluates the entire system by considering measurement results from multiple points. The performance of the proposed diagnostic method is validated by comparing the results of direct diagnoses with those obtained through rule-based diagnosis, using durability test data from a vertical pump. The durability test results were categorized into four conditions based on their progression, and the diagnostic outcomes were compared at each step.
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Choi, Byeong Keun
해양과학대학 (스마트에너지기계공학과)
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