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Junhyeong Lee

affiliation not provided to SSRN

  • affiliation not provided to SSRN

SCHOLARLY PAPERS

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Scholarly Papers (1)

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Real-Time Structural Health Monitoring with Bayesian Neural Networks: Distinguishing Aleatoric and Epistemic Uncertainty for Digital Twin Frameworks

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Real-Time Structural Health Monitoring with Bayesian Neural Networks: Distinguishing Aleatoric and Epistemic Uncertainty for Digital Twin Frameworks

Number of pages: 40 Posted: 30 Sep 2025
Hanbin Cho, Jecheon Yu, Hyeonbin Moon, Jiyoung Yoon, Junhyeong Lee, Giyoung Kim, Jinhyoung Park and Seunghwa Ryu
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Kyungpook National University, Korea University of Technology and Education and Korea Advanced Institute of Science and Technology (KAIST) - Department of Mechanical Engineering
Downloads 52 (1,060,784)

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Bayesian neural network, Principal component analysis, Hamiltonian Monte Carlo, Structural Health Monitoring, Uncertainty Quantification

Real-Time Structural Health Monitoring with Bayesian Neural Networks: Distinguishing Aleatoric and Epistemic Uncertainty for Digital Twin Frameworks

Number of pages: 40 Posted: 30 Sep 2025
Hanbin Cho, Jecheon Yu, Hyeonbin Moon, Jiyoung Yoon, Junhyeong Lee, Giyoung Kim, Jinhyoung Park and Seunghwa Ryu
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Kyungpook National University, Korea University of Technology and Education and Korea Advanced Institute of Science and Technology (KAIST) - Department of Mechanical Engineering
Downloads 48 (1,107,422)

Abstract:

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Bayesian neural network, Principal component analysis, Hamiltonian Monte Carlo, Structural Health Monitoring, Uncertainty Quantification