Loading...

Design and Implementation of Processing Hardware for Active Learning Method

Mehranzadeh, Mahdi | 2015

543 Viewed
  1. Type of Document: M.Sc. Thesis
  2. Language: English
  3. Document No: 47067 (55)
  4. University: Sharif University of Technology, International Campus, Kish Island
  5. Department: Science and Engineering
  6. Advisor(s): Bagheri Shouraki, Saeed
  7. Abstract:
  8. The Active Learning Method is in fact an adaptive recursive algorithm which embodies a Multi Input and a Single Output (MISO) system as in a fuzzy combination of several Single Input systems and Single Output systems (SISO), and by utilizing a fuzzy technique of Ink Drop Spread tries to explore and extract input to output transfer function behavior in the system of a single-input to a single-output. Although in simulation state, the speed of this model is set at a much higher speed in comparison to other presented models, still is slower than the processing speed of human brain. In regards to hardware implementation, also there remain the fundamental implementation challenges through more conventional digital methods. The new technological advancements in the digital arena in the recent years have made it possible for better than before hardware implementation in the digital media of this algorithm. The first attempt in the context of implementation of the digital modeling approach was made in the earlier years between 2003-2008, where the hardware was provided in the form of a computerized data card that could be installed in the host computer; however, the lack of independence from the host computer created its own advantages and disadvantages. Efforts have also been made in providing non-digital methods of implementation with significant relationship with the structure of the algorithm with good results. However, no other presentation has yet to implement an independent mechanism which in itself does not require a host system in implementing this modeling method. So the benefits from the precise performance of this method are that it fosters learning and processing speed that could be exploited. In the present scheme, the attempt is by taking advantage of the existing conducted research in recent years, and also the provided hardware development in digital media, create and implement independent hardware architecture for this modeling approach, where at the end its operation could be studied by providing a reasonable test method
  9. Keywords:
  10. Fuzzy Control ; Active Learning ; Implementation ; Hardware Implementation

 Digital Object List

 Bookmark