Analogic CNN Computing : Architectural, Implementation, and Algorithmic Advances - a Review
نویسنده
چکیده
In this paper, first, an overview is given about the whole scenario of analogic CNN computing. Next, two areas on CNN Computing Technology are considered briefly: (i) the architectural advances, especially the variable resolution and adaptation in space, time, and value and (ii) the computational infrastructure from high level language and compiler to physical implementations. Three basic physical implementations are supposed : analogic CMOS, emulated digital CMOS and optical. The computational infrastructure is the same for all implementations, except the physical interfaces.
منابع مشابه
Programmable Analogic Cellular Optical Computer using Bacteriorhodopsin as Analog Rewriteable Image Memory
Bacteriorhodopsin has been proved to be an outstanding candidate for reversible, transient, real-time, holographic material. Here we show our preliminary experimental investigation of its applicability as a transient analog memory, concentrating on its possible utilization in optical CNN implementations and in programmable opto-electronic analogic CNN computers (POAC). Different possible archit...
متن کاملAdvanced Cellular Neural Networks Image A Processing
Since its introduction to the research community in 1988, the Cellular Neural Network (CNN) (Chua & Yang, 1988) paradigm has become a fruitful soil for engineers and physicists, producing over 1,000 published scientific papers and books in less than 20 years (Chua & Roska, 2002), mostly related to Digital Image Processing (DIP). This Artificial Neural Network (ANN) offers a remarkable ability o...
متن کاملAn analogic CNN algorithm - a switch implementation
In the paper an analogic CNN algorithm is presented for packet selection in a fast packet switching fabric. The algorithm, running on a 64×64 CNN-UM platform, is adaptable for optimal routing in a switch consisting of N input and M output links. The paper also includes a switching time analysis and an example of a 16×16 switching case.
متن کاملBasic Cellular Neural Networks Image Processing
Since its seminal publication in 1988, the Cellular Neural Network (CNN) (Chua & Yang, 1988) paradigm have attracted research community’s attention, mainly because of its ability for integrating complex computing processes into compact, real-time programmable analogic VLSI circuits (Rodríguez et al., 2004). Unlike cellular automata, the CNN model hosts nonlinear processors which, from analogic ...
متن کاملThe Role of Algorithmic Applications in the Development of Architectural Forms (Case Study:Nine High-Rise Buildings)
The process of developing architectural forms has greatly been changed by advances in digital technology, especially in design tools and applications. In recent years, the advent of graphical scripting languages in the design process has profoundly affected 3D modeling. Scripting languages help develop algorithms and geometrical grammar of shapes based on their constituent parameters. This stud...
متن کامل