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Reverse Extraction of Early-Age Hydration Kinetic Equation of Portland Cement Using Gene Expression Programming with Similarity Weight Tournament Selection

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Innovations in Bio-Inspired Computing and Applications (IBICA 2017)

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 735))

Abstract

The early stages of portland cement hydration directly affect the physical properties of cement. Therefore, it is necessary to research the hydration process in the early stages of portland cement. Owning to the cement hydration process includes a large number of chemical and physical changes, researching the cement hydration process faces many difficulties. In this paper, early-age hydration kinetic equation is reverse extracted from cement hydration heat data using gene expression programming (GEP) with similarity weight tournament (SWT) selection operator. The method clever use the cement hydration heat data and the powerful performance of genetic expression programming. In addition, the effectiveness of the proposed method is improved using SWT selection operator. The result shows that the performance of GEP method with SWT selection operator is better than traditional GEP.

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Acknowledgment

This work was supported by National Natural Science Foundation of China under Grant No. 61573166, No. 61572230, No. 81671785, No. 61373054, No. 61472164, No. 61472163, No. 61672262, No. 61640218. Shandong Provincial Natural Science Foundation, China, under Grant ZR2015JL025, ZR2014JL042. Science and technology project of Shandong Province under Grant No. 2015GGX101025. Project of Shandong Province Higher Educational Science and Technology Program under Grant no. J16LN07. Shandong Provincial Key R&D Program under Grant No. 2016ZDJS01A12, No. 2016GGX101001.

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Authors and Affiliations

  1. Shandong Provincial Key Laboratory of Network Based Intelligent Computing, University of Jinan, Jinan, 250022, China

    Mengfan Zhi, Ziqiang Yu, Bo Yang, Lin Wang, Liangliang Zhang, Jifeng Guo & Xuehui Zhu

  2. School of Informatics, Linyi University, Linyi, 276000, China

    Bo Yang & Lin Wang

Authors
  1. Mengfan Zhi
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  2. Ziqiang Yu
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  3. Bo Yang
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  4. Lin Wang
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  5. Liangliang Zhang
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  6. Jifeng Guo
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  7. Xuehui Zhu
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Corresponding authors

Correspondence to Ziqiang Yu or Bo Yang .

Editor information

Editors and Affiliations

  1. Machine Intelligence Research Labs, Auburn, Washington, USA

    Ajith Abraham

  2. Faculty of Sciences and Techniques, Hassan 1st University, Settat, Morocco

    Abdelkrim Haqiq

  3. Faculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Durian Tunggal, Melaka, Malaysia

    Azah Kamilah Muda

  4. Machine Intelligence Research Labs, Auburn, Washington, USA

    Niketa Gandhi

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Zhi, M. et al. (2018). Reverse Extraction of Early-Age Hydration Kinetic Equation of Portland Cement Using Gene Expression Programming with Similarity Weight Tournament Selection. In: Abraham, A., Haqiq, A., Muda, A., Gandhi, N. (eds) Innovations in Bio-Inspired Computing and Applications. IBICA 2017. Advances in Intelligent Systems and Computing, vol 735. Springer, Cham. https://doi.org/10.1007/978-3-319-76354-5_13

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  • DOI: https://doi.org/10.1007/978-3-319-76354-5_13

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-76353-8

  • Online ISBN: 978-3-319-76354-5

  • eBook Packages: EngineeringEngineering (R0)

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