artificial neural networks lecture notes

... DESIGN ARTIFICIAL NEURAL NETWORK MODEL Neural networks are computer models that mimic the knowledge acquisition and organization skills of the human brain. Since, the characteristics of a neural ... Ellis, GW (1992). " ;Neural network modeling of the mechanical behavior of sand," Proc. 9 th Conf. ASCE, New York, pp 421-424. Garson, GD (1991). "Interpreting neural- network connection ... Philadelphia, pp 254-271. Jingsheng, SJ, Ortigao, AR, and Junli, B (1998). "Modular Neural Networks for Predicting Settlement during Tunneling," J. Geotech. ASCE, Vol 124, No 5,...

Ngày tải lên: 22/03/2013, 15:01

... of Neural Networks 163 Hazem M. El-Bakry Chapter 9 Applying Artificial Neural Network Hadron - Hadron Collisions at LHC 183 Amr Radi and Samy K. Hindawi Chapter 10 Applications of Artificial Neural ... distribution. Artificial Neural Networks – Architectures and Applications6 Biologically Plausible Artificial Neural Networks 13 Figure 10. Representation of (b) KI and (c) KII sets by networks of ... equations (ODE) [16]. Artificial Neural Networks – Architectures and Applications36 6 Artificial Neural Networks 1.6. Back-propagation Back-propagation (BP) is a supervised algorithm for multilayer networks. ...

Ngày tải lên: 15/03/2014, 23:20

... www.intechopen.com Advanced Air Pollution 496 2. Artificial neural networks – several types for different purposes Artificial neural networks can be divided into several groups according ... Kurkova, V. (1992). Kolmogorov’s Theorem and Multilayer Neural Networks, Neural Networks, 5, pp. 501-506 Lawrence, J. (1991). Introduction to Neural Networks, California Scientific Software, Grass ... Conclusion Two types of artificial neural networks were shown to be useful tools for environmental modelling: the multilayer perceptron neural network MPNN and the Kohonen neural network KNN....

Ngày tải lên: 29/03/2014, 21:20

... -0.18 5.26 93.9 B(10) 13 10.6 98.0 5. Conclusions In this study, the applicability of artificial neural networks (ANN) is investigated for the improvement of conventional B-WIM systems so that ... however the accuracy decreased for individual axle weights [10]. The application of artificial neural networks (ANN) to the B-WIM was attempted in 2003 by Gonzalez et al. for noise removal ... ISSN 1424-8220 www.mdpi.com/journal/sensors Article Vehicle Signal Analysis Using Artificial Neural Networks for a Bridge Weigh-in-Motion System Sungkon Kim 1 , Jungwhee Lee 2,* , Min-Seok...

Ngày tải lên: 28/04/2014, 10:02

... Sanders. “Data refinement refined.” Lecture Notes In Computer Science, Vol 213, pp. 187-196 (1986). [6] Jeff W. Sanders. ”Computations and Relational Bundles.” Lecture Notes in Computer Science, Vol ... but coexisting processes: (1) new information arrives as the A new type of Structured Artificial Neural Networks based on the Matrix Model of Computation Sergio Pissanetzky Research Scientist. Memb ... version of SCA, discuss the advantages of MMC ANNs, and illustrate with a small example. Keywords: neural networks, dynamic systems, ontologies, self-organizing systems, artificial intelligence, semantic...

Ngày tải lên: 28/04/2014, 10:06

... speech movements by training an artificial neural network to associate or map fundamental acoustic properties of auditory speech to our visible speech parameters. Neural networks have been shown to be ... of our parameter estima- tor. Picture My Voice: Audio to Visual Speech Synthesis using Artificial Neural Networks Dominic W. Massaro , Jonas Beskow, Michael M. Cohen, Christopher L. Fry, and Tony ... makes this data set a hard test for the networks. The training and generalization tests followed the same general procedure as with the isolated words. The networks were trained from 500 to 5000...

Ngày tải lên: 28/04/2014, 10:06

... Narendra K, Parthasarathy K: Identification and con- trol of dynamical systems using neural networks. IEEE Trans Neural Networks 1990, 1:4-27. 23. Matsuoka K: Noise injection into inputs in back-propagation learning. ... procedures, are required. Methods: The error mapping controller (EMC) here proposed uses artificial neural networks (ANNs) both for the design of an inverse model and of a feedback controller. A ... a feedforward inverse model and a feedback controller, both implemented using neural networks. The training of the networks is conceived to avoid to a therapist and a patient any extra experiment,...

Ngày tải lên: 19/06/2014, 10:20

Ngày tải lên: 19/06/2014, 10:20

... orders@intechweb.org Artificial Neural Networks - Industrial and Control Engineering Applications, Edited by Kenji Suzuki p. cm. ISBN 978-953-307-220-3 1 Review of Application of Artificial Neural Networks ... m/min because of the ARTIFICIAL NEURAL NETWORKS ͳ INDUSTRIAL AND CONTROL ENGINEERING APPLICATIONS Edited by Kenji Suzuki Review of Application of Artificial Neural Networks in Textiles ... unsupervised artificial neural networks. The classification with features extracted explicitly by image processing is more accurate than with features from unsupervised artificial neural networks...

Ngày tải lên: 20/06/2014, 00:20

... Regression and Artificial Neural Networks. Textile Research Journal, 2009, 79(18), 1649-1657. Hui, C.L.P., Chan, C.C.K., Yeung, K.W. and Ng, S.F.F. Application of artificial neural networks to ... zero mean and Artificial Neural Network Prosperities in Textile Applications 53 properties are surface tension and viscosity which are modeled using two artificial neural networks (ANNs) ... using empirical as well as artificial neural network (ANN model) by alkali concentration, temperature and time as inputs. Both statistical model Artificial Neural Networks - Industrial and Control...

Ngày tải lên: 20/06/2014, 00:20

... Analysis and Neural Networks. Textile Research Journal, Vol.72, No.5, pp. 417-422, ISSN 0040-5175 Murrells, C. M.; Tao, X. M.; Xu, B. G. & Cheng, K. P. S. (2009). An Artificial Neural Network ... and Artificial Neural Networks. Textile Research Journal, Vol.79, No.5, pp. 468-478, ISSN 0040-5175 Pynckels, F.; Kiekens, P.; Sette, S.; Van Langenhove, L. & Impe, K. (1995). Use of NeuralNets ... Quality of Knitted Fabrics. Engineering Applications of Artificial Intelligence, Vol.23, pp. 217-221, ISSN 0952-1976 Artificial Neural Networks - Industrial and Control Engineering Applications...

Ngày tải lên: 20/06/2014, 00:20

... spectroscopy using artificial neural networks, Journal of the European Optical Society – Rapid Publications, Vol. 3, (March 2008) 08011, ISSN: 19902573 Application of Artificial Neural Networks in ... , n jijij i zWxbj p = =+= ∑ (1) Fig. 1. A schematic description of artificial neural network configuration Artificial Neural Networks - Industrial and Control Engineering Applications 120 ... neurons. Artificial Neural Networks for Material Identification, Mineralogy and Analytical Geochemistry Based on Laser-Induced Breakdown Spectroscopy 115 Haykin. S. (1999) Neural Networks: ...

Ngày tải lên: 20/06/2014, 00:20

... mechanical properties were tested. Artificial Neural Networks - Industrial and Control Engineering Applications 156 Fig. 3. Schematic architecture of Artificial Neural Network model. The processing ... Artificial Neural Networks - Industrial and Control Engineering Applications 146 According to the BP neural network model, the number of hidden neurons is initially chosen as 6, so the neural ... Training Feedforward Networks with the Marquardt Algorithm. IEEE Transactions on Neural Networks, Vol.5, No.6, (1994), pp. 989-993, ISSN 1045-9227 Han, Y. L., (1995). Artificial Neural Network Technology...

Ngày tải lên: 20/06/2014, 00:20

... Artificial Neural Networks - Industrial and Control Engineering Applications 182 Karacan, C.O. (2007). Development and application of reservoir models and artificial neural networks ... inference system In the artificial intelligence field, the term “neuro-fuzzy” refers to combinations of artificial neural networks and fuzzy logic. Fuzzy modeling and neural networks have been recognized ... (as-received) Artificial Neural Networks - Industrial and Control Engineering Applications 168 Botlani-Esfahani. M, Toroghinejad. M. R. and Abbasi. Sh. (2009b) Artificial Neural Network...

Ngày tải lên: 20/06/2014, 00:20

... Yadong Jiang (2004). An Artificial Olfactory system based on Gas Sensor Array and Back-Propogation Neural Network, Lecture Notes in Computer Science, Advances in Neural Networks, Vol. 3174, pp. ... microbial phenotypes and artificial neural networks. Appl. Environ. Microbiol., 65, pp. 4484–4489 Lou, W., & Nakai, S. (2001). Application of artificial neural networks for predicting the ... knowledge with the learning capabilities of Artificial Neural Networks (ANN). The intelligent modeling approach of models employing Artificial Neural Network in combination with other data...

Ngày tải lên: 20/06/2014, 00:20

Ngày tải lên: 20/06/2014, 00:20

Ngày tải lên: 20/06/2014, 00:20

Ngày tải lên: 20/06/2014, 00:20

Ngày tải lên: 20/06/2014, 00:20

Ngày tải lên: 20/06/2014, 00:20