A Consistent Model for Lazzaro Winner-Take-All Circuit With Invariant Subthreshold Behavior

被引:9
|
作者
Costea, Ruxandra L. [1 ]
Marinov, Corneliu A. [1 ]
机构
[1] Univ Politehn Bucuresti, Dept Elect Engn, Bucharest 060042, Romania
关键词
Domain invariance for ordinary differential equation (ODE); MOS analog circuits; MOS subthreshold; neural network; nonlinear circuit theory; regional transient behavior; winner-take-all (WTA) Lazzaro circuit; NETWORK; SETS;
D O I
10.1109/TNNLS.2015.2489862
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper considers the basic Lazzaro winner-take-all analog computing circuit with N current inputs, N voltage outputs, and a bias current. Motivated by low-power applications, we find a mathematical accurate model of the network when all MOS devices remain inside the subthreshold region all along the transient. This involves analytical inequalities relating the range of admissible input currents to transistor parameters, to supply voltage, and to bias current. The restrictions are sufficiently weak to allow extra demands of functionality or performance. The technical novelty here is that by a slight cut of the maximal subthreshold domain and by choosing proper coordinates, we get a ordinary differential equation invariance problem on a rectangle of n(N+1) space which is analytically tractable. A more precise localization of the asymptotically stable steady state inside the region of interest is also inferred. Although the work is mainly theoretical, an effort to infer simple, interpretable formulas useful for synthesis has been made. The results are numerically verified and their feasibility is discussed in detail. The subject matter is new and it is worth extending it to larger classes of circuits with regional behavior.
引用
收藏
页码:2375 / 2385
页数:11
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