• Title/Summary/Keyword: Concrete aggregate shape features

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Study on Prediction of Compressive Strength of Concrete based on Aggregate Shape Features and Artificial Neural Network (골재의 형상 특성과 인공신경망에 기반한 콘크리트 압축강도 예측 연구)

  • Jeon, Jun-Seo;Kim, Hong-Seop;Kim, Chang-Hyuk
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.25 no.5
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    • pp.135-140
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    • 2021
  • In this study, the concrete aggregate shape features were extracted from the cross-section of a normal concrete strength cylinder, and the compressive strength of the cylinder was predicted using artificial neural networks and image processing technology. The distance-angle features of aggregates, along with general aggregate shape features such as area, perimeter, major/minor axis lengths, etc., were numerically expressed and utilized for the compressive strength prediction. The results showed that compressive strength can be predicted using only the aggregate shape features of the cross-section without using major variables. The artificial neural network algorithm was able to predict concrete compressive strength within a range of 4.43% relative error between the predicted strength and test results. This experimental study indicates that various material properties such as rheology, and tensile strength of concrete can be predicted by utilizing aggregate shape features.

Mechanical properties of sustainable green self-compacting concrete incorporating recycled waste PET: A state-of-the-art review

  • Shireen T. Saadullah;James H. Haido;Yaman S.S. Al-Kamaki
    • Advances in concrete construction
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    • v.16 no.1
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    • pp.35-57
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    • 2023
  • Majority of the plastic produced each year is being disposed in land after single-use, which becomes waste and takes up a lot of storage space. Therefore, there is an urgent need to find alternative solutions instead of disposal. Recycling and reusing the PET plastic waste as aggregate replacement and fiber in concrete production can be one of the eco- friendly methods as there is a great demand for concrete around the world, especially in developing countries by raising human awareness of the environment, the economy, and Carbon dioxide (CO2) emissions. Self-compacting concrete (SCC) is a key development in concrete technology that offers a number of attractive features over traditional concrete applications. Recently, in order to improve its durability and prevent such plastics from directly contacting the environment, various kinds of plastics have been added. This review article summarizes the latest evident on the performance of SCC containing recycled PET as eco-friendly aggregates and fiber. Moreover, it highlights the influence of substitution content, shape, length, and size on the fresh and properties of SCC incorporating PET plastic. Based on the findings of the articles that were reviewed for this study, it is observed that SCC made of PET plastic (PETSCC) can be employed in construction era owing to its acceptable mechanical and fresh properties. On the other hand, it is concluded that owing to the lightweight nature of plastic aggregate, Reusing PET waste in the construction application is an effective approach to reduces the earthquake risk of a building.