On a Unified Synthesizing Approach for Cellular Neural Networks (Special Issue on Neurocomputing)
スポンサーリンク
概要
- 論文の詳細を見る
In this paper, we develop a unified synthesizing approach for the cloning templates of Cellular Neural Networks (CNNs). In particular, we shall consider the case when the signal processing problem is complex, and a multilayered CNN with time-variant templates is necessary. The method originates from the existence of a correspondence between the cloning templates of Cellular Neural Network and its discrete counterpart, Discrete-Time Cellular Neural Network (DTCNN), in solving a prescribed image processing problem when time-variant templates are involved. Thus, one can start with calculating the cloning templates from DTCNN, and then translating the cloning templates to those for CNN operations. As a result, the mathematical tools being used in the syntheses of Discrete-time Cellular Neural Network can also be applied to the analog type Cellular Neural Network. This inevitably helps to simplify the design problem of CNN for signal processing. Examples akin to contour drawing and parallel thinning are shown to illustrate the merits of our proposed method.
- 社団法人電子情報通信学会の論文
- 1994-04-25
著者
-
Mori Shinsaku
Faculty Of Electrical Engineering Keio University
-
Ho Chun-ying
Faculty Of Electrical Engineering Keio University
関連論文
- On Coupled Oscillators Networks for Cellular Neural Networks
- Synchronization Phenomena in Oscillators Coupled by One Resistor
- A New Viterbi Algorithm with Adaptive Path Reduction Method (Special Section on Information Theory and Its Applications)
- Effects of Hard-Limiter and Error Correction Coding on Performance of Direct-Detection Optical CDMA Systems with PPM Signaling
- Lower Bounds on Capacity and Cutoff Rate of Differential Overlapping Pulse Position Modulation in Optical Direct-Detection Channel
- Error Performance of Overlapping Multi-Pulse Pulse Position Modulation (OMPPM) and Trellis Coded OMPPM in Optical Direct-Detection Channel
- Performance Analysis of Multi-Pulse Pulse Position Modulation (MPPM) in Noisy Photon Counting Channel (Special Section on Information Theory and Its Applications)
- Capacity and Cutoff Rate of Overlapping Multi-Pulse Pulse Position Modulation (OMPPM) in Optical Direct-Detection Channel: Quantum-Limited Case (Special Section on Information Theory and Its Applications)
- The Effects of Laser Phase Noise on Optical Coherent Coded Subcarrier Multiplexing System with Distributing Local Oscillator in Local Loop (Special Issue on Optical/Microwave Interaction Devices, Circuits and Systems)
- The Scheduling of the Parameters in Hopfield Neural Networks with Fuzzy Control
- A Dielectric Rod Waveguide Applicator for Microwave Hyperthermia
- On a Unified Synthesizing Approach for Cellular Neural Networks (Special Issue on Neurocomputing)
- Convergence Analysis of Processing Cost Reduction Method of NLMS Algorithm (Special Section on Signal Processing and System Theory)
- Study on Semicylindrical Microstrip Applicator for Microwave Hyperthermia (Special Issue on Measurement Techniques for Microwave/Millimeter Wave)
- A Fast Viterbi Decoding in Optical Channels