진동수주형 파력발전 시스템의 디지털 트윈 적용을 위한 불확실성 정량화 및 성능 신뢰구간 추정 연구A Study on Uncertainty Quantification and Performance Confidence Interval Estimation for Application to Digital Twin of Oscillating Water Column Type Wave Power Generator System
- Other Titles
- A Study on Uncertainty Quantification and Performance Confidence Interval Estimation for Application to Digital Twin of Oscillating Water Column Type Wave Power Generator System
- Authors
- 김태균; 조수길; 오재원; 이태희
- Issue Date
- 6월-2023
- Publisher
- 한국산업융합학회
- Keywords
- Oscillating Water Column; Wave Power Generator; Digital Twin; Uncertainty Quantification; Confidence Interval Estimation
- Citation
- 한국산업융합학회논문집, v.26, no.3, pp 401 - 409
- Pages
- 9
- Journal Title
- 한국산업융합학회논문집
- Volume
- 26
- Number
- 3
- Start Page
- 401
- End Page
- 409
- URI
- https://www.kriso.re.kr/sciwatch/handle/2021.sw.kriso/9488
- ISSN
- 1226-833x
2765-5415
- Abstract
- Oscillating water column (OWC) type wave power generator system is a power generation system that uses wave energy, a sustainable and renewable energy source.
Irregular cycles and wave heights act as factors that make it difficult to secure generation efficiency of the wave power generator system. Recently, research for improving power generation efficiency is being conducted by applying digital twin technology to OWC type wave energy converter system. However, digital twin using sensor data can predict erroneous performance due to uncertainty in the sensor data.
Therefore, this study proposes an uncertainty analysis method for sensor data which is used in digital twin to secure the reliability of digital twin prediction results.
Uncertainty quantification considering sensor data characteristics and future uncertainty information according to uncertainty propagation were derived mathematically, and confidence interval estimation was performed based on the proposed method.
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