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Urban Road Infrastructure Maintenance Planning with Application of Neural Networks

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  • Ivan Marović
  • Ivica Androjić
  • Nikša Jajac
  • Tomáš Hanák

Abstract

The maintenance planning within the urban road infrastructure management is a complex problem from both the management and technoeconomic aspects. The focus of this research is on decision-making processes related to the planning phase during management of urban road infrastructure projects. The goal of this research is to design and develop an ANN model in order to achieve a successful prediction of road deterioration as a tool for maintenance planning activities. Such a model is part of the proposed decision support concept for urban road infrastructure management and a decision support tool in planning activities. The input data were obtained from Circly 6.0 Pavement Design Software and used to determine the stress values (560 testing combinations). It was found that it is possible and desirable to apply such a model in the decision support concept in order to improve urban road infrastructure maintenance planning processes.

Suggested Citation

  • Ivan Marović & Ivica Androjić & Nikša Jajac & Tomáš Hanák, 2018. "Urban Road Infrastructure Maintenance Planning with Application of Neural Networks," Complexity, Hindawi, vol. 2018, pages 1-10, May.
  • Handle: RePEc:hin:complx:5160417
    DOI: 10.1155/2018/5160417
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    Cited by:

    1. Jelena Kilić Pamuković & Katarina Rogulj & Daniela Dumanić & Nikša Jajac, 2020. "A Sustainable Approach for the Maintenance of Asphalt Pavement Construction," Sustainability, MDPI, vol. 13(1), pages 1-18, December.

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