• Bulletin of the Chinese Ceramic Society
  • Vol. 42, Issue 5, 1650 (2023)
ZHANG Weiqi* and WANG Huiming
Author Affiliations
  • [in Chinese]
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    ZHANG Weiqi, WANG Huiming. Size Effect of Concrete Compressive Strength Based on BO-DNN Model[J]. Bulletin of the Chinese Ceramic Society, 2023, 42(5): 1650 Copy Citation Text show less
    References

    [1] TALAAT A, EMAD A, TAREK A, et al. Factors affecting the results of concrete compression testing: a review[J]. Ain Shams Engineering Journal, 2021, 12(1): 205-221.

    [2] ZABIHI N, EREN O. Compressive strength conversion factors of concrete as affected by specimen shape and size[J]. Research Journal of Applied Sciences, Engineering and Technology, 2014, 7(20): 4251-4257.

    [3] SIM J I, YANG K H, KIM H Y, et al. Size and shape effects on compressive strength of lightweight concrete[J]. Construction and Building Materials, 2013, 38: 854-864.

    [5] WEIBULL W. A statistical distribution function of wide applicability[J]. Journal of Applied Mechanics, 1951, 18(3): 293-297.

    [6] BAANT Z P. Size effect[J]. International Journal of Solids and Structures, 2000, 37(1/2): 69-80.

    [11] BEN CHAABENE W, FLAH M, NEHDI M L. Machine learning prediction of mechanical properties of concrete: critical review[J]. Construction and Building Materials, 2020, 260: 119889.

    [13] YANG Q W, DU S. Prediction of concrete cubic compressive strength using ANN based size effect model[J]. Cmc-Computers Materials & Continua, 2015, 47: 217-236.

    [16] SNOEK J, LAROCHELLE H, ADAMS R P. Practical Bayesian optimization of machine learning algorithms[C]//Proceedings of the 25th International Conference on Neural Information Processing Systems - Volume 2. December 3 - 6, 2012, Lake Tahoe, Nevada. New York: ACM, 2012: 2951-2959.

    [18] TEKN . An in-situ study on the specimen size effects on compressive strength for different strength concretes[J]. Journal of Cement Based Composites, 2021, 1(3): 7-10.

    [19] ONER A, AKYUZ S. An experimental study on optimum usage of GGBS for the compressive strength of concrete[J]. Cement and Concrete Composites, 2007, 29(6): 505-514.

    [20] GYURK Z, NEMES R. Specimen size and shape effect on the compressive strength of normal strength concrete[J]. Periodica Polytechnica Civil Engineering, 2020, 64(1): 276-286.

    [21] ZHAI Y C. Experimental study on the size effect on the probability distribution of concrete compressive strength[J]. Advances in Civil Engineering, 2022, 2022: 1-10.

    [22] MUCIACCIA G, ROSATI G, DI LUZIO G. Compressive failure and size effect in plain concrete cylindrical specimens[J]. Construction and Building Materials, 2017, 137: 185-194.

    [27] CHIDIAC S E, MOUTASSEM F, MAHMOODZADEH F. Compressive strength model for concrete[J]. Magazine of Concrete Research, 2013, 65(9): 557-572.

    [28] DAY R L, HAQUE M N. Correlation between strength of small- and standard-size concrete cylinders[J]. ACI Materials Journal, 1993, 90(5): 452-462.

    [29] LEE B J, KEE S H, OH T, et al. Effect of cylinder size on the modulus of elasticity and compressive strength of concrete from static and dynamic tests[J]. Advances in Materials Science and Engineering, 2015, 2015: 1-12.

    [30] LAM L, WONG Y L, POON C S. Effect of fly ash and silica fume on compressive and fracture behaviors of concrete[J]. Cement and Concrete Research, 1998, 28(2): 271-283.

    [31] BHARATKUMAR B H, RAGHUPRASAD B K, RAMACHANDRAMURTHY D S, et al. Effect of fly ash and slag on the fracture characteristics of high performance concrete[J]. Materials and Structures, 2005, 38(1): 63-72.

    [35] KUMAR S, BARAI S V. Effect of loading condition, specimen geometry, size-effect and softening function on double-K fracture parameters of concrete[J]. Sadhana, 2012, 37(1): 3-15.

    [36] CHE Y, BAN S L, CUI J Y, et al. Effect of specimen shape and size on compressive strength of concrete[J]. Advanced Materials Research, 2010, 163/164/165/166/167: 1375-1379.

    [37] YI S T, YANG E I, CHOI J C. Effect of specimen sizes, specimen shapes, and placement directions on compressive strength of concrete[J]. Nuclear Engineering and Design, 2006, 236(2): 115-127.

    [40] DURN-HERRERA A, JUREZ C A, VALDEZ P, et al. Evaluation of sustainable high-volume fly ash concretes[J]. Cement and Concrete Composites, 2011, 33(1): 39-45.

    [41] WATANABE K, NIWA J, YOKOTA H, et al. Experimental study on stress-strain curve of concrete considering localized failure in compression[J]. Journal of Advanced Concrete Technology, 2004, 2(3): 395-407.

    [42] SIM J I, YANG K H, JEON J K. Influence of aggregate size on the compressive size effect according to different concrete types[J]. Construction and Building Materials, 2013, 44: 716-725.

    [46] HAN S H, KIM J K, PARK Y D. Prediction of compressive strength of fly ash concrete by new apparent activation energy function[J]. Cement and Concrete Research, 2003, 33(7): 965-971.

    [47] DEL VISO J R, CARMONA J R, RUIZ G. Shape and size effects on the compressive strength of high-strength concrete[J]. Cement and Concrete Research, 2008, 38(3): 386-395.

    [48] KARIHALOO B L, XIAO Q Z. Size effect in the strength of concrete structures[J]. Sadhana, 2002, 27(4): 449-459.

    [52] AN M Z, ZHANG L J, YI Q X. Size effect on compressive strength of reactive powder concrete[J]. Journal of China University of Mining and Technology, 2008, 18(2): 279-282.

    [53] TOKYAY M, ZDEMIR M. Specimen shape and size effect on the compressive strength of higher strength concrete[J]. Cement and Concrete Research, 1997, 27(8): 1281-1289.

    [56] EJIOGU I K. The effect of the dimensions of concrete samples on the physio- mechanical properties of normal concrete blocks[J]. 2018, 5: 34-43.

    [59] CARPINTERI A. Scaling laws and renormalization groups for strength and toughness of disordered materials[J]. International Journal of Solids and Structures, 1994, 31(3): 291-302.

    ZHANG Weiqi, WANG Huiming. Size Effect of Concrete Compressive Strength Based on BO-DNN Model[J]. Bulletin of the Chinese Ceramic Society, 2023, 42(5): 1650
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