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Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network

Year 2015, Volume: 3 Issue: 2, 481 - 487, 12.02.2015

Ayhan Şamandar

Abstract

The compressive strength of normal weight concretes which include fly ash have been predicted by artificial neural network (ANN) model. For the model 103 experimental results were used and trained. Cement content, water content, fly ash amount and slump values were used as inputs and compressive strength (MPa) was used as output while developing ANN model. Some of the architectures with different number of neurons studied here in hidden layer and their correlations with experimental results investigated.  One hidden layer with seven neurons was the best model because of its high correlation with experimental results for testing set. Results have shown that ANN has strong potential for predicting compressive strength of concretes containing fly ash.

Keywords

Concrete Compressive strength Fly ash Artificial neural networks

Düzce Üniversitesi

Year 2015, Volume: 3 Issue: 2, 481 - 487, 12.02.2015

Ayhan Şamandar

Abstract

Bu çalışmada uçucu kül içeren normal ağırlıklı betonların basınç dayanımı yapay sinir ağları metodu ile tahmin edilmiştir. Modelde 103 adet deney verisi kullanılmış ve model eğitilmiştir. Modeli eğitirken çimento içeriği, su içeriği, uçucu kül miktarı ve slump değerleri girdi olarak ve basınç dayanımı ise çıktı olarak kullanılmıştır. Çalışmada farklı gizli tabaka nöronları farklı ağ yapıları ile çalışılmış ve bunların deney sonuçları ile korelasyonları incelenmiştir. Bir gizli tabaka ve 7 nöron en iyi sonucu vermiştir. Sonuçlar yapay sinir ağlarının uçucu kül içeren betonların basınç dayanımını tahmin etme potansiyelinin olduğunu göstermiştir

Keywords

Beton Basınç dayanımı Uçucu kül Yapay sinir ağları

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Details

Primary Language English
Journal Section Articles
Authors

Ayhan Şamandar

Publication Date February 12, 2015
Published in Issue Year 2015 Volume: 3 Issue: 2

Cite

APA Şamandar, A. (2015). Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network. Duzce University Journal of Science and Technology, 3(2), 481-487.
AMA Şamandar A. Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network. DUBİTED. July 2015;3(2):481-487.
Chicago Şamandar, Ayhan. “Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network”. Duzce University Journal of Science and Technology 3, no. 2 (July 2015): 481-87.
EndNote Şamandar A (July 1, 2015) Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network. Duzce University Journal of Science and Technology 3 2 481–487.
IEEE A. Şamandar, “Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network”, DUBİTED, vol. 3, no. 2, pp. 481–487, 2015.
ISNAD Şamandar, Ayhan. “Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network”. Duzce University Journal of Science and Technology 3/2 (July 2015), 481-487.
JAMA Şamandar A. Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network. DUBİTED. 2015;3:481–487.
MLA Şamandar, Ayhan. “Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network”. Duzce University Journal of Science and Technology, vol. 3, no. 2, 2015, pp. 481-7.
Vancouver Şamandar A. Prediction Of Compressive Strength Of Normal Weight Concrete Including Fly Ash By Using Artificial Neural Network. DUBİTED. 2015;3(2):481-7.