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A Novel Bayesian Model Validation Method Based on Bootstrap Resampling and Distance Remapping

delete2025-12-17
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PRE
AI
C
Chongyuan Chen
J
Jian Sun
B
Bing Sun
T
Tao Zhang
李
李云龙 (Yunlong Li) *
DOI:10.1016/j.ast.2025.111531delete
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Abstract

Abstract

En 中文
• A novel perspective on the classification of uncertainty is described. • Transitional Markov chains Monte Carlo method with simulated annealing is introduced for model calibration. • Bootstrap resampling and distance remapping strategies are introduced to assess the effectiveness of the model calibration and the quality of the samples. • A concentration indicator based on Kullback-Leibler divergence is proposed to quantitatively assess the credibility of calibration results.

Journal

Aerospace Science and Technology cover
Aerospace Science and Technology
IF:
5.8
Papers:
1.0W
Citations:
3.0W

Organization

B
Beihang University
Scholars:
5.2W
Papers: 4.1W
Citations: 37
B
Cited Papers

Cited Papers

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X-TMCMC: Adaptive kriging for Bayesian inverse modeling
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errAngelikopoulos, Panagiotis; Papadimitriou, Costas; Koumoutsakos, Petros
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Input Mapping for Model Calibration with Application to Wing Aerodynamics
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errSiyu Tao; Daniel W. Apley; Wei Chen; Andrea Garbo; David J. Pate; Brian J. German
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Verification and validation benchmarks
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errWilliam L. Oberkampf; Timothy G. Trucano
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An Adaptive Metropolis Algorithm
err2001-04-01
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errOAAI
errHeikki Haario; Eero Saksman; Johanna Tamminen
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Design, control, aerodynamic performances, and structural integrity investigations of compact ducted drone with co-axial propeller for high altitude surveillance
err2024-03-15
err6
errOAAI
errJayakumar, Shyam Sundar; Subramaniam, Indira Prasanth; Arputharaj, Beena Stanislaus; Solaiappan, Senthil Kumar; Rajendran, Parvathy; Lee, It Ee; Madasamy, Senthil Kumar; Gnanasekaran, Raj Kumar; Karuppasamy, Arunkumar; Raja, Vijayanandh
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