**Commenced**in January 2007

**Frequency:**Monthly

**Edition:**International

**Paper Count:**31515

##### Introduce Applicability of Multi-Layer Perceptron to Predict the Behaviour of Semi-Interlocking Masonry Panel

**Authors:**
O. Zarrin,
M. Ramezanshirazi

**Abstract:**

**Keywords:**
Semi interlocking masonry,
artificial neural network,
ANN,
multi-layer perceptron,
MLP,
displacement,
prediction.

**Digital Object Identifier (DOI):**
doi.org/10.5281/zenodo.1474855

**References:**

[1] H. Derakhshan, "Out-of-Plane Testing of an Unreinforced Masonry Wall Subjected to One-Way Bending", Australian Earthquake Engineering Conference, At Ballarat, Victoria, Australia, 2008.

[2] M. C. Griffith, G. Magenes, G. Melis, and L. Picchi, "Evaluation of out-of-plane stability of unreinforced masonry walls subjected to seismic excitation," Journal of Earthquake Engineering Structures, 2003. 7 (SPEC. 1).

[3] K. Doherty, M.C. Griffith, N. T. K. Lam, and J.Wilson, "Displacement-Based Seismic Analysis for Out-of-Plane Bending of Unreinforced Masonry Walls," Earthquake Engineering and Structural Dynamics, 2002, 31(4).

[4] C.C. Simsir, "Influence of Diaphragm Flexibility on the Out-of-Plane Dynamic Response of Unreinforced Masonry Walls," University of Illinois, 2004.

[5] K. Lin, Y.Z. Totoev, L. Hongjun, W. Chunli, "Experimental Characteristics of Dry Stack Masonry under Compression and Shear Loading," Materials Science Journal, 2015.

[6] Z. Wang, Y.Z. Totoev, A. Page, W. Sher, and K. Lin, "Numerical Simulation of Earthquake Response of Multi-Storey Steel Frame with SIM Infill Panels," Advances in Structural Engineering and Mechanics (ASEM15), 2015.

[7] H. Liu, P.L, K. Lin, and S. Zhao, "Cyclic Behavior of Mortarless Brick Joints with Different Interlocking Shapes," Materials Science Journal, 2016.

[8] Y.P.a.K. Yuen, J.S, "Nonlinear Seismic Responses and Lateral Force Transfer Mechanisms of RC Frames with Different Infill Configurations," Engineeing Structure Journal, 2015, 91.

[9] H. Jiang, X. Liu, and J. Mao, "Full-Scale Experimental Study on Masonry Infilled RC Moment-Resisting Frames Under Cyclic Loads," Engineering Structural Journal, 2015, 91.

[10] L.a.T. Cavaleri, F.D, "Cyclic Response of Masonry Infilled RC Frames: Experimental Results and Simplified Modeling," Soil Dynamics and Earthquakes Engineering, 2014, 65.

[11] L.F. Cavaleri, and M. Papia, "Infilled Frames: Developments in the Evaluation of Cyclic Behaviour Under Lateral Loads," Structural Engineering and Mechanic Journal, 2005, 21.

[12] S.W. Chuang, and Y.Z. Totoev, "Seismic retrofitting of unreinforced masonry buildings," Australian Journal of Structural Engineering, 2004, 6.

[13] A.W. Hendry, "Masonry Walls: Materials and Construction," Construction and Building Materials, 2001, 15.

[14] A.W. Hendry, a.K., F. M, "Masonry Wall Construction," Spon Press:, 2000.

[15] W. Ji-Zong, N.H.-G., and H. Jin-Yun, "The Application of Automatic Acquisition of Knowledge to Mix Design of Concrete," Cement and Concrete Research, 1999, 29: p. 6.

[16] S.S. Lai, "Concrete Strength Prediction by Means of Neural Network," Construction and Building Materials, 1997, 11: p. 8.

[17] C. Jung-Huai, and J.G., "Genetic algorithm in structural damage detection," Computers & Structures, 2001, 79.

[18] J. Kasperkiewicz, J.R., and A. Dubrawski, "HPC Strength Prediction Using Artificial Neural Network," Journal Of Computing In Civil Engineering, 1995, 9.

[19] I.-C. Yeh, "Modeling of Strength of High-Performance Concrete Using Artificial Neural Networks," Cement and Concrete Research, 1998, 28.

[20] M.Y. Mansour , M.D., J.Y. Lee, and J. Zhang, "Predicting the Shear Strength of Reinforced Concrete Beams Using Artificial Neural Networks," Engineering Structures, 26.

[21] N. Hong-Guang, W.J.-Z., "Prediction of Compressive Strength of Concrete by Neural Networks," Cement and Concrete Research, 2000, 30: pp. 6.

[22] S.-C. Lee, "Prediction of Concrete Strength Using Artificial Neural Networks," Engineering Structures, 2002, 25: pp. 849â€“857.

[23] J. Bai, S.W., J.A. Ware, and B.B. Sabir, "Using Neural Networks To Predict Workability of Concrete Incorporating Metakaolin and Fly Ash," Advances in Engineering Software, 2003, 34: pp. 7.

[24] Q. Wu, B.Y., C. Zhang, L. Wang, G. Ning, and B. Yu, "Displacement Prediction of Tunnel Surrounding Rock: A Comparison of Support Vector Machine and Artificial Neural Network," Hindawi Publishing Corporation Mathematical Problems in Engineering Volume, 2014, pp. 6.

[25] R. Hecht-Nielsen, "Kolmogorovâ€™s mapping neural network existence theorem," Proceedings of the IEEE 1st International Conference on Neural Networks, 1987, pp. 4.

[26] D.M.Wackerly, S. William, and L. Richard, Mathematical Statistics with Applications (7 ed.), Belmont, CA, USA: . ISBN 0-495-38508-5. 2008.

[27] D.E. Rumelhart, G.E. Hinton, and R.J. Williams, "Learning Internal Representations by Error Propagation," California Univ San Diego La Jolla Inst for Cognitive Science, 1985.