Datasets and processing methods for boosting visual inspection of civil infrastructure: A comprehensive review and algorithm comparison for crack classification …

G Yang, K Liu, J Zhang, B Zhao, Z Zhao, X Chen… - … and Building Materials, 2022 - Elsevier
Deep learning breakthrough stimulates new research trends in civil infrastructure inspection,
whereas the lack of quality-guaranteed, human-annotated, free-of-charge, and publicly …

Detecting, monitoring and modeling damage within the decision-making process in the context of managing bridges: a review

ACP Martins, JM Franco de Carvalho… - Structure and …, 2024 - Taylor & Francis
The expansion of transportation infrastructure and the aging and deterioration of its
constituent elements make bridge maintenance management programs more expensive …

A novel and reliable framework of patient deterioration prediction in intensive care unit based on long short-term memory-recurrent neural network

TI Alshwaheen, YW Hau, N Ass'Ad… - IEEE …, 2020 - ieeexplore.ieee.org
The clinical investigation explored that early recognition and intervention are crucial for
preventing clinical deterioration in patients in Intensive Care units (ICUs). Deterioration of …

A probabilistic framework for life-cycle cost analysis of bridge decks constructed with different reinforcement alternatives

L Shen, M Soliman, SA Ahmed - Engineering Structures, 2021 - Elsevier
Reinforced concrete bridge decks with conventional reinforcement may experience
deterioration due to deicing salts or marine environmental conditions. Routine maintenance …

Bridge deterioration models for different superstructure types using Markov chains and two-step cluster analysis

YFM Moscoso, LF Rincón… - Structure and …, 2024 - Taylor & Francis
Bridges deteriorate due to different causes such as ageing and climatic conditions. As a
consequence, repair actions are considered more expensive than maintenance. Therefore …

Zustandsprognose von Ingenieurbauwerken auf Basis von digitalen Zwillingen und Bestandsdaten

H Naraniecki, R Hartung, S Marx, K Klemt‐Albert - Bautechnik, 2022 - Wiley Online Library
Abstract Der Zustand von Ingenieurbauwerken ist von besonderer Bedeutung für den Erhalt
und sicheren Betrieb der Verkehrsinfrastruktur. Für ein wirtschaftliches …

Machine Learning–Based Bridge Maintenance Optimization Model for Maximizing Performance within Available Annual Budgets

M Ghafoori, M Abdallah, ME Ozbek - Journal of Bridge Engineering, 2024 - ascelibrary.org
Effective maintenance planning for bridges is crucial for maintaining their performance,
safety, and minimizing maintenance costs. Timely implementation of interventions can …

Infrastructure deterioration modeling with an inhomogeneous continuous time Markov chain: A latent state approach with analytic transition probabilities

D Mizutani, XX Yuan - Computer‐Aided Civil and Infrastructure …, 2023 - Wiley Online Library
Markov chains have been widely used to characterize performance deterioration of
infrastructure assets, to model maintenance effectiveness, and to find the optimal …

Genetic algorithm-Markovian model for predictive bridge asset management

A Yosri, Y Elleathy, S Hassini… - Journal of Bridge …, 2021 - ascelibrary.org
Rapid or unexpected bridge deterioration can lead to partial collapse, which can
subsequently hinder transportation activities and result in economic and human losses …

Condition level deteriorations modeling of RC beam bridges with U-Net convolutional neural networks

X Lei, Y Xia, S Komarizadehasl, L Sun - Structures, 2022 - Elsevier
Reinforced concrete (RC) beam bridges have suffered structural deterioration due to loads,
environmental conditions, etc. Regular visual inspections of bridges effectively monitor the …