Parallelization of processes in neural networks

• Autorzy: Piech H. , Włodarczyk M. , Leks D.
• Języki publikacji: EN

Abstrakty

EN

The paper presents the methods of distribution of neurons into the processors of parallel and dispersed processing structures. Neural networks, as executed in parallel, force frequent transfers of messages and data between neurons. When performing the distribution of neurons, the following factors should be taken into account: the optimization of acceleration resulting from parallel conversion and the associated uniform loading of processors. In addition, the number of messages and data transferred between the processors should be considered. The time of inter-processor transmission depends not only on the size of information being transferred, but also on the computational power of contacting converters. The paper does not include computational power analysis, being limited only to the determination of the components of the time of creating and transmitting information.

Słowa kluczowe

EN

parallel programming; distributed programming; neural network

• Wydawca: Wydawnictwo Politechniki Częstochowskiej
• Czasopismo: Informatyka Teoretyczna i Stosowana
• Rocznik: 2001
• Tom: R. 1, nr 1
• Strony: 41--51
• Opis fizyczny: Bibliogr. 6 poz., 7 rys., 3 tab.

Twórcy

autor

Piech H.

• Institute of Mathematics and Computer Science, Technical University of Częstochowa Dąbrowskiego 73, 42-200 Częstochowa

autor

Włodarczyk M.

• Institute of Mathematics and Computer Science, Technical University of Częstochowa Dąbrowskiego 73, 42-200 Częstochowa

autor

Leks D.

• Institute of Mathematics and Computer Science, Technical University of Częstochowa Dąbrowskiego 73, 42-200 Częstochowa

Bibliografia

• [1] Gregory R. Andrews, Multithreaded, Parallel and Distributed Programming, Addison Wesley Longman, Inc. 2000.
• [2] Diamataras K., Kung S., Principal Component Neural Network, Theory and Applications, J. Wiley, New York 1996.
• [3] Tadeusiewicz R., Sieci neuronowe, Akademicka Oficyna Wydawnicza, Warszawa 1993.
• [4] Osowski S., Sieci neuronowe w ujęciu algorytmicznym, WNT, Warszawa 1994.
• [5] Masters T., Practical Neural Network Recipes in C++, Academic Press, Boston 1993.
• [6] Kohonen T., Self Organizing Maps, Springer Verlag, Berlin 1995.