Embedding Gravitational Search Algorithms in Convolutional Neural Networks for OCR applications
作者： Lucian-Ovidiu Fedorovici , Radu-Emil Precup , Florin Dragan , Radu-Codrut David , Constantin Purcaru
DOI: 10.1109/SACI.2012.6249989
关键词: Maxima and minima 、 Benchmark (computing) 、 Convolutional neural network 、 Process (computing) 、 Search algorithm 、 Computer science 、 Optical character recognition 、 Backpropagation 、 Embedding 、 Algorithm 、 Artificial intelligence
摘要: This paper presents aspects concerning embedding Gravitational Search Algorithms (GSAs) in Convolutional Neural Networks (CNNs) for Optical Character Recognition (OCR) systems. The GSAs are used combination with the Back Propagation (BP) algorithm as optimization algorithms training process of a specific CNN architecture OCR applications. new consists applying first GSA and next BP order to ensure performance improvements by avoiding algorithms' traps local minima. A analysis given benchmark application shows advantages our over classical six layer dedicated
sci-hub.se 参考文章(21)
Zsolt Csaba Johanyák, Student Evaluation Based On Fuzzy Rule Interpolation International journal of artificial intelligence. ,vol. 5, pp. 37- 55 ,(2010)
Nikola Kasabov, Haza Nuzly Abdull Hamed, Quantum-inspired Particle Swarm Optimisation for Integrated Feature and Parameter Optimisation of Evolving Spiking Neural Networks International journal of artificial intelligence. ,vol. 7, pp. 114- 124 ,(2011)
Leon Bottou, Leon Bottou, V. Vapnik, Yann Lecun, I. Guyon, Eduard Sackinger, Corinna Cortes, Corinna Cortes, U.A. Muller, Patrice Simard, Patrice Simard, A. Brunot, Harris Drucker, Harris Drucker, L.D. Jackel, J. S. Denker, J. S. Denker, Comparison of learning algorithms for handwritten digit recognition EC2 & Cie. pp. 53- 60 ,(1995)
L. Bottou, Y. Bengio, Y. Le Cun, Global training of document processing systems using graph transformer networks computer vision and pattern recognition. pp. 489- 494 ,(1997) , 10.1109/CVPR.1997.609370
P. Baranyi, Yeung Yam, Singular value-based approximation with Takagi-Sugeno type fuzzy rule base Proceedings of 6th International Fuzzy Systems Conference. ,vol. 1, pp. 265- 270 ,(1997) , 10.1109/FUZZY.1997.616379
Erdal Kayacan, Yesim Oniz, Ayse Cisel Aras, Okyay Kaynak, Rahib Abiyev, A servo system control with time-varying and nonlinear load conditions using type-2 TSK fuzzy neural system soft computing. ,vol. 11, pp. 5735- 5744 ,(2011) , 10.1016/J.ASOC.2011.03.008
Radu-Emil Precup, Radu-Codruţ David, Emil M. Petriu, Mircea-Bogdan Rădac, Stefan Preitl, János Fodor, Evolutionary optimization-based tuning of low-cost fuzzy controllers for servo systems Knowledge Based Systems. ,vol. 38, pp. 74- 84 ,(2013) , 10.1016/J.KNOSYS.2011.07.006
Igor Škrjanc, Sašo Blažič, Osvaldo Agamennoni, Technical communique: Identification of dynamical systems with a robust interval fuzzy model Automatica. ,vol. 41, pp. 327- 332 ,(2005) , 10.1016/J.AUTOMATICA.2004.09.010
Esmat Rashedi, Hossein Nezamabadi-pour, Saeid Saryazdi, GSA: A Gravitational Search Algorithm Information Sciences. ,vol. 179, pp. 2232- 2248 ,(2009) , 10.1016/J.INS.2009.03.004
J.K. Tar, I.J. Rudas, I. Nagy, K.R. Kozlowski, J.A. Tenreiro Machado, Simple adaptive dynamical control of vehicles driven by omnidirectional wheels international conference on computational cybernetics. pp. 91- 95 ,(2009) , 10.1109/ICCCYB.2009.5393954