Enhanced probabilistic prediction of pavement deterioration using Bayesian neural networks and cuckoo search optimization

Enhanced probabilistic prediction of pavement deterioration using Bayesian neural networks and cuckoo search optimization

Abstract The predictive performance of probabilistic pavement condition deterioration is critical for effective maintenance and rehabilitation decisions. Currently, numerous improved models exist, but few rely on probabilistic models to improve pavement deterioration prediction. Therefore, this stud...

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Bibliographic Details
Main Authors: Feng Xiao, Biying Shi, Jie Gao, Huapeng Chen, Di Yang
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
Subjects:
Pavement management systems
Deterioration
Probabilistic prediction
Bayesian neural network
Cuckoo search algorithm
Online Access:https://doi.org/10.1038/s41598-025-92469-9
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