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Infrastructures, Volume 9, Issue 12

December 2024 - 29 articles

Cover Story: This study presents a cutting-edge condition rating prediction model utilizing advanced recurrent neural networks (RNNs) with LSTM and GRU architectures enhanced by Time-Distributed layers. Processing time-series inspection data from a state’s National Bridge Inventory, it predicts the Bridge Health Index (BHI) and three component condition ratings. By effectively capturing temporal dependencies and nonlinear dynamics, the model surpasses traditional Markov and machine learning approaches. This innovative approach sets a new benchmark in predictive accuracy for performance assessments, advancing smarter infrastructure management. View this paper
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Articles (29)

  • Article
  • Open Access
3 Citations
1,235 Views
20 Pages

This article presents the fundamentals of an analytical method for determining the stress–strain state of a railway subgrade reinforced with geosynthetic material. The reinforcement described is a combined system where the geosynthetic material...

  • Article
  • Open Access
5 Citations
4,019 Views
39 Pages

Urban air mobility (UAM) has recently emerged as a promising new transportation mode, with various potential use cases. Facility location problems are well studied and of significant importance for various transportation modes. This work introduces a...

  • Article
  • Open Access
4 Citations
2,620 Views
17 Pages

Uncertainties in traffic flows pose significant challenges for the accurate fatigue safety assessment of bridge structures. Fatigue analysis requires detailed information on heavy vehicle-induced loads, which can be obtained from weigh-in-motion (WIM...

  • Article
  • Open Access
3 Citations
3,454 Views
16 Pages

This study explores the implementation and impact of autonomous vehicle (AV) systems, particularly in developing countries. While AVs promise enhanced road safety by reducing crashes, injuries, and fatalities, their adoption faces significant challen...

  • Article
  • Open Access
1,286 Views
10 Pages

Load rating, using nominated rating vehicles by individual road authorities, is described in the Australian standard for bridge assessment, AS 5100.7, for all load effects, including shear. The load rating can be used to indicate the strength conditi...

  • Article
  • Open Access
2 Citations
1,521 Views
17 Pages

The Effect of Access to Waterbodies and Parks on Walking and Cycling in Urban Areas

  • Irene Sitohang,
  • Rachid Belaroussi,
  • Sonia Adelé and
  • Hocine Imine

This pilot study investigated whether good and bad access to waterbodies and parks have different impacts on walking and cycling in neighborhoods in urban areas. Focusing on Paris, France, the neighborhoods were classified based on their access to th...

  • Article
  • Open Access
3 Citations
1,601 Views
19 Pages

Driving Automation Systems Penetration and Traffic Safety: Implications for Infrastructure Design and Policy

  • Antonia Antonakaki,
  • Maria G. Oikonomou,
  • Thodoris Garefalakis and
  • George Yannis

The increasing penetration of autonomous vehicles (AVs) presents new challenges and opportunities for road safety. This study aims to evaluate the impact of AV penetration rates on traffic safety through the use of microscopic simulation scenarios ba...

  • Article
  • Open Access
1,664 Views
21 Pages

Since the Fourth Industrial Revolution was announced in 2015, relevant key technologies have recently merged and have extensively affected our society. To provide empirical insights into the future and address expected issues in the context of transp...

  • Article
  • Open Access
2 Citations
1,431 Views
17 Pages

Carbon Nanotubes for Slope Stabilization of Silty Soil

  • Hussain Ahmadi,
  • Alfrendo Satyanaga,
  • Saltanat Orazayeva,
  • Gulnur Kalimuldina,
  • Harianto Rahardjo,
  • Zhai Qian and
  • Jong Kim

Landslides are a common occurrence that results in both human and financial losses each year around the world. The conventional methods use a variety of techniques, such as the application of lime, cement, and fly ash, for slope stabilization. Nevert...

  • Article
  • Open Access
2 Citations
1,818 Views
19 Pages

The structural integrity of concrete arch dams is critical to ensuring their long-term stability and safety, particularly under seasonal thermal variations. In this study, the effect of contraction and construction joint quality on the static perform...

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Infrastructures - ISSN 2412-3811