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The research on Optimization neural network structure parallel genetic algorithm Mingyan Yu1,a , Ying Yan1,b , Haiyuan Liu2,c, HeCai Zhi1,d 1Information Technology Department,Guangdong Communication Polytechnic ,Guangzhou,510800,China 2College of Information Technical Science, Nankai University, Tianjin, 300071, China aYu_mingyan@163.com, byang_anny@163.com, cliuhaiyuan@nankai.edu.cn, dzhihc@163.com Keywords: Neural network, structural optimization, LMBP algorithm, symbiotic parallel genetic algorithm Abstract: This paper combines the global optimization ability of the symbiotic parallel genetic algorithm and the local optimization ability of the improved LMBP algorithm to research,proposes an neural network structure optimization symbiotic parallel genetic algorithm and to testify the correctness and validity of this algorithm by the simulation experiments.
Here we should make appropriate modifications to the improved LMBP algorithm which have proved successful and mentioned in the reference material [8].
Zhang Jinwei,Geophysical Research Institute,Shengli Oilfield Company,SINOPEC,Dongying City,Shandong Province ,257022,China;Seismic weak information separation by alternating projection neural networks[J];Petroleum Geology and Recovery Efficiency;2009-06 [9]Hamed Shah-Hosseini, The intelligent water drops algorithm: a nature-inspired swarm-based optimization algorithm, International Journal of Bio-Inspired Computation (IJBIC), vol. 1, 2009

Recent studies have demonstrated that built environment attributes such as surface material [7], shading [8,9], vegetation [10] and water features [11] markedly affect the thermal conditions.
Omar, Outdoor thermal comfort of two public squares in temperate and dry region of Esfahan, Iran. 2010 International Conference on Science and Social Research (CSSR), 2010, p.1266 - 1271 [2] A.
International Journal of Climatology, 27 (2007) 1995-2004

Fig.8 Arch gear pump Fig. 8 shows an arch cylindrical gear with material of engineering plastics.
,Castilla R.: International Journal of Mechanical Sciences, 2011,Article in Press [6] WANG Zhao-lei, SONG Ai-ping,CHEN Ting: Machinery Design & Manufacture, Vol.12,2008, p.188 [7]Song Aiping ,Yi Hong,Tang Wencheng: China Mechanical Engineering, Vol.17(18),2006, p.1888 [8] Li Yulong: Transactions of the Chinese Society for Agricultural Machinery,Vol.37(11),2006, p.106

Maximum Power Point Tracking Methods The efficiency of the PV cell depends not only on the material and technology but also on the environmental factors like temperature and insolation.
Energy Convers, vol. 22, no. 2, pp. 439–449, Jun. 2007 [10] Joe-Air Jiang, Tsong-Liang Huang, Ying-Tung Hsiao, Chia- Hong Chen, Maximum Power Tracking for Photovoltaic Power Systems, Tamkang Journal of Science and Engineering, 2005,Vol. 8, No. 2, pp. 147-153

Experimental Materials and Methods Donor and acceptor.
Scaffold material and reagent.
Ishikawa, Temperature-sensitive photoluminescence of CdSe quantum dot clusters., The Journal of Phys.
Ulijn, Enzyme responsive materials: design strategies and future developments, Biomater.
Clevers, Coexistence of quiescent and active adult stem cells in mammals., Science (New York, N.Y.). 327 (2010) 542–5

Acknowledgments This research was supported in part by the National Science Foundation under grants DMR 0504843 (Metals Program) at Washington State University and DMR 06-06006 (Metals Program) at Northern Kentucky University.
Collins: Journal of Materials Science Vol. 42 (2007) p. 1915-1919 [21] See, e.g., J.G.

Journal Citation (to be inserted by the publisher) Copyright by Trans Tech Publications Isolation and Identification of Bacteria from Marine Biofilms Yoo Kyung Lee, Kae Kyoung Kwon, Kyeung Hee Cho, Jae Hyun Park and Hong Kum Lee* Marine Microbial Diversity Laboratory, Korea Ocean Research & Development Institute, Ansan P.O.
Materials and Methods Study area and treatment of acrylic coupons.
Acknowledgment This work was supported by a grant to HKL from the National Research Laboratory Program of the Korean Ministry of Science and Technology.
Krishnappa: Current Science (2003) 85:1299-1307

Plant material.
Acknowledgment This work was supported by the National Science Foundation of China (No. 20862010).
Gao. ”A benzofuranoid neolignan from Magofia Biondii Pamp”, Journal of Chinese Pharmeeutieal Scinence, Vol 14, No. 3, pp.137-141, Mar. 2005

In last decades, the American National Standards Institute Technology (NIST) has used Standard Reference Material (SRM) to measure 0.1μm of the particles to study for air particle filtration efficiency.
Whitby: J. of Aerosol Science. (1975), Vol.6 pp.443-451,
Sotiris: AIChE Journal, (1991), 37(10):1561-1570

(see Table 2) The above results indicate that as the athletes become better educated, they have gained deeper insight into sport science and technology.
Journal of Hubei College of Finance and Economics, 2009（10）：50
Jounal of Wuhan Sports University, 2003 (7): 153 [4] Authorized committee sets teaching material of countrywide P.E.institutes and universities.