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A Prediction Model for Deformation Behavior of Concrete Face Rockfill Dams Based on the Threshold Regression Method

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Abstract

Rapid prediction of deformation behaviors of concrete face rockfill dams (CFRDs) is of great significance in guiding their design and construction. The purpose of this study is to develop robust empirical prediction models with physical significance, which can rapidly predict typical deformation behaviors of CFRDs. Based on 87 case histories of in-service CFRDs, the threshold regression theory is used to develop empirical relationships between three typical deformation indices (maximum crest settlement, maximum internal settlement, and maximum face slab deflection) and six dam-construction-related influencing factors (dam height, intact rockfill strength, foundation behavior, valley shape factor, void ratio, and operation time). The internal correlations between the deformation behavior and influencing factors are discussed. The importances of the influencing factors for each deformation behavior are quantitatively evaluated. The threshold regression models are developed to predict typical deformation behaviors of CFRDs. The developed models are compared with the existing methods to discuss their rationality and accuracy.

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References

  1. Neng-hui, L.I.: New concept of design for high concrete face rockfill dams. Chin. J. Geotech. Eng. 29(8), 1143–1150 (2007)

    Google Scholar 

  2. Kim, Y.-S.; Seo, M.-W.; Lee, C.-W.; Kang, G.-C.: Deformation characteristics during construction and after impoundment of the CFRD-type Daegok Dam, Korea. Eng. Geol. 178, 1–14 (2014)

    Article  Google Scholar 

  3. Clements, R.P.: Post-construction deformation of rockfill dam. J. Geotech. Eng. 110(7), 821–840 (1984)

    Article  Google Scholar 

  4. Hunter, G.J.: The pre- and post-failure deformation behaviour of soil slopes. University of New South Wales, Sydney, Australia (2003)

  5. Fell, R.; Macgregor, P.; Stapledon, D.; Bell, G.: Geotechnical engineering of dams. Baikema/Taylor & Francis, London, UK (2005)

  6. Kermani, M.; Konrad, J.M.; Smith, M.: An empirical method for predicting post-construction settlement of concrete face rockfill dams. Can. Geotech. J., 2016:cgj-2016-0193.

  7. Gurbuz, A.: A new approximation in determination of vertical displacement behavior of a concrete-faced rockfill dam. Environ. Earth Sci. 64(3), 883 (2011)

    Article  Google Scholar 

  8. Lawton, F.L.; Lester, M.D.: Settlement of rockfill dams. In: Proceedings of the 8th ICOLD Congress. Edinburgh, Scotland, pp. 599–613 (1964)

  9. Sowers, G.F.: Compressibility of broken rock and the settlement of rockfills. In: Proceedings of the 6th International Conference on Soil Mechanics and Foundation Engineering, Montreal, Canada, pp. 561–565 (1965).

  10. Pinto, N.L.S.; Marques, F.P.: Estimating the maximum face deflection in CFRDs. Int. J. Hydropower Dams 5(6), 28–31 (1998)

    Google Scholar 

  11. Wen, L.; Chai, J.; Xu, Z.; Qin, Y.; Li, Y.: A statistical review on the behavior of concrete face rockfill dams based on case histories. Géotechnique (2018). https://doi.org/10.1680/jgeot.17.p.095

    Article  Google Scholar 

  12. Lifeng, W.; Junrui, C.; Zengguang, X.; Yuan, Q.; Yanlong, L.: Monitoring and numerical analysis of behaviour of Miaojiaba concrete-face rockfill dam built on river gravel foundation in China. Comput. Geotech. 85, 230–248 (2017). https://doi.org/10.1016/j.compgeo.2016.12.018

    Article  Google Scholar 

  13. Gikas, V.; Sakellariou, M.: Settlement analysis of the Mornos earth dam (Greece): evidence from numerical modeling and geodetic monitoring. Eng. Struct. 30(11), 3074–3081 (2008)

    Article  Google Scholar 

  14. Sherard, J.L.; Cooke, J.B.: Concrete-face rockfill dam: I. assessment. J. Geotech. Eng. 113(10), 1096–1112 (1987)

    Article  Google Scholar 

  15. Fell, R.; Macgregor, P.; Stapledon, D., et al.: Geotechnical engineering of dams. Geotech. Eng. Dams (2005)

  16. Won, M.S.; Kim, Y.S.: A case study on the post-construction deformation of concrete face rockfill dams. Can. Geotech. J. 45(6), 845–852 (2008)

    Article  Google Scholar 

  17. Seo, M.W.; Ha, I.S.; Kim, Y.S., et al.: Behavior of concrete-faced rockfill dams during initial impoundment. J. Geotech. Geoenviron. Eng. 135(8), 1070–1081 (2009)

    Article  Google Scholar 

  18. Jiang, G.; Cao, K.: Concrete face rockfill dams in China. In: Proceedings of International Symposium on High Earth-Rockfill Dams. Beijing1993, pp. 25–37.

  19. Wen, L.; Chai, J.; Xu, Z.; Qin, Y.; Li, Y.: Comparative and numerical analyses of response of concrete cutoff walls of earthen dams on alluvium foundations. J. Geotech. Geoenviron. Eng. 145(10), 69 (2019). https://doi.org/10.1061/(ASCE)GT.1943-5606.0002132

    Article  Google Scholar 

  20. Behnia, D.; Ahangari, K.; Noorzad, A., et al.: Predicting crest settlement in concrete face rockfill dams using adaptive neuro-fuzzy inference system and gene expression programming intelligent methods. J. Zhejiang Univ. Sci. A (Appl. Phys. Eng). 14(8), 589–602 (2013)

    Article  Google Scholar 

  21. Fitzpatrick MD, Cole BA, Kinstler FL, Knoop BP. Design of concrete-faced rockfill dams [C]. In: Cooke JB, Sherard JL, editors. In Proceedings of the Symposium on Concrete Face Rockfill Dams: Design, Construction and Performance. Detroit1985. pp. 410–434.

  22. Kim, Y.-S.; Kim, B.-T.: Prediction of relative crest settlement of concrete-faced rockfill dams analyzed using an artificial neural network model. Comput. Geotech. 35(3), 313–322 (2008)

    Article  Google Scholar 

  23. ICOLD, 2014. Concrete face rock fill dams concepts for design and construction. Committee on materials for fill dams November

  24. Girma, S.: Absorptive capacity and productivity spillovers from FDI: a threshold regression analysis. Oxford Bull. Econ. Stat. 67(3), 281–306 (2005)

    Article  Google Scholar 

  25. Tsay, R.S.: Testing and modeling threshold autoregressive processes. J. Am. Stat. Assoc. 84(405), 231–240 (1989)

    Article  MathSciNet  Google Scholar 

  26. Chan, K.S.: Consistency and limiting distribution of the least squares estimator of a threshold autoregressive model. Ann. Stat. 21(1), 520–533 (1993)

    Article  MathSciNet  Google Scholar 

  27. Enders, W.: Applied econometric time series, 3rd Edn. (2010)

  28. Marandi, S.M.; VaeziNejad, S.M.; Khavari, E.: Prediction of concrete faced rock fill dams settlements using genetic programming algorithm. Int. J. Geosci. 3(03), 601 (2012)

    Article  Google Scholar 

  29. Gholizadeh, S.; Seyedpoor, S.M.: Shape optimization of arch dams by metaheuristics and neural networks for frequency constraints. Sci. Iran. 18(5), 1020–1027 (2011)

    Article  Google Scholar 

  30. Gholizadeh, S.; Salajegheh, E.: Optimal design of structures for earthquake loading by self organizing radial basis function neural networks. Adv. Struct. Eng. 13(2), 339–356 (2010)

    Article  Google Scholar 

Download references

Acknowledgements

The research described in this paper was funded by the National Natural Science Foundation of China (Grant No. 51909215, 52039008, 51979224, and 51722907), the Natural Science Basic Research Program of Shaanxi (Program No. 2020JQ-641), the Scientific Research Program Funded by the Shaanxi Provincial Education Department (Program No. 19JS047), the Young Talent fund of University Association for Science and Technology in Shaanxi, China (Program No. 20200417), and China Postdoctoral Science Foundation (Program No. 2020M683527).

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Correspondence to Lifeng Wen.

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Li, Y., Zhang, H., Wen, L. et al. A Prediction Model for Deformation Behavior of Concrete Face Rockfill Dams Based on the Threshold Regression Method. Arab J Sci Eng 46, 5801–5816 (2021). https://doi.org/10.1007/s13369-020-05285-w

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