Dissertation > Excellent graduate degree dissertation topics show

Research and Hardware Implementation of BP Neural Network

Author: LiAnXin
Tutor: XuWenShang
School: Shandong University of Science and Technology
Course: Control Theory and Control Engineering
Keywords: Artificial Neural Network Hardware Realization Neuron Model Back Propagation algorithm
CLC: TP183
Type: Master's thesis
Year: 2010
Downloads: 400
Quote: 0
Read: Download Dissertation

Abstract


Artificial neural network (the neural network, Neural Network) is a Mathematical model to imitate the thinking way of human brain. Neural network is a network structure established on the base of the modern biology research the human brain’s physiological structure. It is used to simulate the network structure and behavior of the human brain. It simplifies and abstracts the human brain by the function and structure. It is an important way of simulating human intelligence.80s of last century, the research of neural network made a breakthrough. The junction of neural network and control theory can solve the problem of complex nonlinear and uncertain control systems. The research of artificial neural network can be divided into three main areas: research on neural network theory, research on neural network application and research on neural network implementation technology. Neural network implementation technology can be divided into hardware realization and virtual realization. Relative to the virtual realization, the hardware realization has better to play the advantages of neural network in fast and large-scale parallel calculation and it is more practical than hardware realization. Thus, hardware implementation technology is an important area of research on neural network.Firstly, this article introduces the Theoretical knowledge, the present situation at home and abroad and the main research direction of neural network. Then, we introduce the main models of neural network, and emphasize on the BP neural network model and algorithm, and summarize the limitations and improvements of BP algorithm. At last, we focus on the hardware implementation technology of artificial neural network, and realize single neural model and Sigmoid’function successfully, and on this basis realize a 2-3-1 BP neural network.

Related Dissertations

  1. Software Project Risk Assessment Based on BP Neural Networks,TP183
  2. Microstructural Features and Their Influence on the Properties of Ti-10V-2Fe-3Al Titanium Alloy,TG146.23
  3. Study on Hand Gesture Recognition Based on Machine Perception,TP391.41
  4. Research on the EMC and Cogging Torque of a Small Moment Gyroscope,TN03
  5. Study on Power Short-term Load Forecasting Based on Particle Swarm Optimization Neural Network,TM715
  6. Development of the Platform for Compressor Optimization Design and Aerodynamic Optimization Design in the Transonic Compressor,TH45
  7. Evaluation and forecasting of hydrological elements based on improved artificial neural network,P338
  8. Voice Changer alto section features research modeling and transformation,TN912.3
  9. Based on artificial neural network model voice conversion algorithm,TN912.34
  10. The Research and Implementation of Peritoneal Dialysis Adequacy Intelligent Evaluation Methods,TP18
  11. The Study on the Cost of the Inpatients of Gynecology Oncology Based on Data Mining Method,R737.3
  12. Principles and Mathematical Modeling of Transdermal Drug Delivery,R911
  13. Based on RBF Neural Network γ spectroscopy,TL817.2
  14. Application of MATLAB in Calculating Phase Equilibrium for Methylamine Multicomponent Systems,O642.42
  15. The Analysis on Stamping Forming of Medium Truck’s Roof Panel with Numerical Simulation Method and Optimization,TG386
  16. Based on Neural Network Link Travel Time Prediction,O242.1
  17. Research on Financing Model of China’s Small and Medium-sized Enterprise under Financial Crisis,F275
  18. A Study on the Security Management of Marine Tourism in China,F592
  19. Rural financial ecological environment and financial efficiency Correlation,F205;F224
  20. Based on Artificial Neural Network Research Machines Olfactory System,TP242.64

CLC: > Industrial Technology > Automation technology,computer technology > Automated basic theory > Artificial intelligence theory > Artificial Neural Networks and Computing
© 2012 www.DissertationTopic.Net  Mobile