计算机技术与发展
計算機技術與髮展
계산궤기술여발전
COMPUTER TECHNOLOGY AND DEVELOPMENT
2014年
5期
95-99
,共5页
阈上随机共振%相关系数%噪声
閾上隨機共振%相關繫數%譟聲
역상수궤공진%상관계수%조성
suprathreshold stochastic resonance%correlation coefficient%noise
基于相关系数研究了在一类非线性神经网络系统中加性和乘性噪声作用下的阈上随机共振现象。仅在加性噪声或者乘性噪声的作用下,对每一个固定的系统阈值,加性噪声下的阈上随机共振比乘性噪声下的阈上随机共振更容易发生,且相关系数所达到的峰值也比在乘性噪声下的峰值大,这说明加性噪声更有利于改善信号的相关性。系统阈值的增加会降低阈上随机共振的功效;而阈值单元数目的增多,会提高阈上随机共振的功效。加性和乘性噪声共同作用下的阈上随机共振现象同样存在,对系统阈值进行恰当选取和增加系统阈值单元数目使得阈上随机共振现象更加明显;给定乘性噪声而改变加性噪声比固定加性噪声而改变乘性噪声阈上随机共振更容易发生,且功效更好。
基于相關繫數研究瞭在一類非線性神經網絡繫統中加性和乘性譟聲作用下的閾上隨機共振現象。僅在加性譟聲或者乘性譟聲的作用下,對每一箇固定的繫統閾值,加性譟聲下的閾上隨機共振比乘性譟聲下的閾上隨機共振更容易髮生,且相關繫數所達到的峰值也比在乘性譟聲下的峰值大,這說明加性譟聲更有利于改善信號的相關性。繫統閾值的增加會降低閾上隨機共振的功效;而閾值單元數目的增多,會提高閾上隨機共振的功效。加性和乘性譟聲共同作用下的閾上隨機共振現象同樣存在,對繫統閾值進行恰噹選取和增加繫統閾值單元數目使得閾上隨機共振現象更加明顯;給定乘性譟聲而改變加性譟聲比固定加性譟聲而改變乘性譟聲閾上隨機共振更容易髮生,且功效更好。
기우상관계수연구료재일류비선성신경망락계통중가성화승성조성작용하적역상수궤공진현상。부재가성조성혹자승성조성적작용하,대매일개고정적계통역치,가성조성하적역상수궤공진비승성조성하적역상수궤공진경용역발생,차상관계수소체도적봉치야비재승성조성하적봉치대,저설명가성조성경유리우개선신호적상관성。계통역치적증가회강저역상수궤공진적공효;이역치단원수목적증다,회제고역상수궤공진적공효。가성화승성조성공동작용하적역상수궤공진현상동양존재,대계통역치진행흡당선취화증가계통역치단원수목사득역상수궤공진현상경가명현;급정승성조성이개변가성조성비고정가성조성이개변승성조성역상수궤공진경용역발생,차공효경호。
Based on correlation coefficient the Suprathreshold Stochastic Resonance ( SSR) phenomenon under additive and multiplicative noise in a nonlinear neural network system is studied. When the system is only affected by one kind of noise,e. g. the additive noise or multiplicative noise,under different system threshold,additive noise is easier for SSR phenomenon to occur than multiplicative noise. For a fixed threshold,the additive noise is superior to multiplicative noise for signal transmission since the resonance peak value under the ad-ditive noise is larger than that under the multiplicative noise. The increase of network threshold cuts down the efficiency of SSR,while the increase of unit number plays a positive role in the emergence and effect of SSR. The composing noise mixed by additive noise and multi-plicative noise can also arouse SSR in such a system. A reasonable threshold value and a larger unit number would lead to a more signifi-cant SSR. Fixing multiplicative noise and changing additive noise,the SSR phenomenon is more likely to happen and gets a better effect than under the contrary operation. It is an extension of noise benefits in signal processing.