TY - JOUR TT - Predicting the Compressive Strength of Reactive Powder Concretes by ANFIS AU - Topçu, İlker Bekir AU - Gülbandılar, Eyyüp AU - Koca, Ahmet Burak PY - 2018 DA - March DO - 10.2339/politeknik.385923 JF - Politeknik Dergisi PB - Gazi University WT - DergiPark SN - 2147-9429 SP - 165 EP - 171 VL - 21 IS - 1 KW - Reaktif pudra betonu KW - basınç dayanımı KW - ANFIS N2 - This study is designed to investigate the experimentalresults of Reactive Powder Concretes (RPC) with the adaptive neural fuzzyinference systems (ANFIS) prediction model. In order to construct this model,the compressive strengths of 42 samples on the 7th and 28th days were obtainedfrom the experiments for the training stages of the ANFIS model. This data wasused on ANFIS model as hydration day, 8 input parameters including Portlandcement, silica smoke, quartz sand, sand, water, super plasticizer and steelfiber and compressive strength of concrete as output parameter. The ANFIS modelpresented training performance with 0.015 error. When ANFIS test resultscompared with experimental results, it found that R2, RMS and MAPEwere statistically accurate to 0.9909, 0.027 and 0.0004, respectively. The testresults show that ANFIS model is a convenient to use and simple model forestimating the compressive strengths of 7th and 28th days of RPC CR - [1] Richard P., Cheyrezy M., “Composition of Reactive Powder Concretes”, Cement and Concrete Research, 25: 1501-1511, (1995). CR - [2] Dugat J., Roux N., Bernier G., “Mechanical Properties of Reactive Powder Concretes”, Materials and Structures, 29 (188): 233-260, (1996). CR - [3] Topçu İ.B., Karakurt C., “Reaktif Pudra Betonu ve Uygulamaları”, Akdeniz İnşaat Haber, 2: 32-33, (2005). CR - [4] Dallaire E., Aitcin P. C., Lachemi M., “High Performance Powder”, Civil Engineering, 68: 48-51, (1998). CR - [5] Taşdemir M. A., Bayramov F., Kocatürk N., Yerlikaya M., “Betonun Performansa Göre Tasarımında Yeni Gelişmeler”, Beton 2004 Kongresi, İstanbul, 24-57, (2004). CR - [6] Matte V., Moranville M., “Durability of reactive powder composites: Influence of silica fume on the leaching properties of very low water/binder pastes”, Cement and Concrete Composites, 21: 1-9, (1999). CR - [7] Yeğinobalı A., “Silis Dumanı ve Çimento ile Betonda Kullanımı”, TÇMB/AR-GE Enstitüsü, Ankara, (2002). CR - [8] Jang J.S.R., “Input selection for ANFIS learning, Fuzzy Systems”, Proceedings of the Fifth IEEE International Conference, 2: 1493 –1499, (1996). CR - [9] Ozcan F., Atis C.D., Karahan O., Uncuoglu E., Tanyildizi H., “Comparison of artificial neural network and fuzzy logic models for prediction of long–term compressive strength of silica fume concrete”, Advances in Engineering Software, 40: 856–863, (2009). CR - [10] Sellevold E. J., Nilsen T., “Condensed Silica Fume In Concrete : A world review, Supplementary Cementing Materials for Concrete”, CANMET, Canadian Government Publishing Center, 167-229, (1987). CR - [11] İpek M., İyiliksever R., Yılmaz K., “Atık Mermer Bulamacının Reaktif Pudra Betonun Mekanik Özelliklerine Etkisi”, SAÜ Fen Bil Dergisi, 18(3): 183-192, (2014). CR - [12] Topçu İ.B., Karakurt C., “Reaktif Pudra Betonları”, TMH - Türkiye Mühendislik Haberleri, 437(3): 25-30, (2005). CR - [13] Bali I., Kushartoma W., Jonathan J., “Effect of In-Situ Curing on Compressive Strength of Reactive Powder Concrete”, SMAE 2016, MATEC Web of Conferences, 67, 03013: 1-6, (2016). CR - [14] Topçu İ.B., Uygunoğlu T., Mumyakmaz Y.A., “Reaktif Pudra Betonunun Teknik Özelikleri Üzerine Bir İnceleme”, El-Cezeri Fen ve Mühendislik Dergisi, 1(1): 29-46, (2014). CR - [15] Kushartoma W., Christianto D., Suryani J., “Flexural Toughness Reactive Powder Concretes”, Jurnal Teknik Sipil, 23(2): 107-112, (2016). CR - [16] Rajkumar D., Bage A.A., “Experimental Investigation of Mechanical and Durability properties of Reactive Powder Concrete (RPC)”, International Journal of Latest Technology in Engineering, Management and Applied Science (IJLTEMAS), 5(7): 30-33, (2016). CR - [17] Saravanan J., Poovazhagan S., “Analytical Study on Compressive Strength of Reactive Powder Concrete”, International Journal of Recent Scientific Research, 6(5): 3872-3880, (2015). UR - https://doi.org/10.2339/politeknik.385923 L1 - https://dergipark.org.tr/en/download/article-file/413805 ER -