This work provides a comprehensive analytical analysis of one‐selector‐one‐resistor (1S1R) crossbar array (CBA) device for hardware neural network (HNN) applications. Simplified models are prepared from particular 1S1R to validate the analysis. The read margin (RM) results show that V /3 voltage scheme and reduced selector leakage necessary maximize RM maximum operable size N CBA, where indicat...

A novel neuro-adaptive control scheme is proposed in the context of angular velocity tracking DC–DC buck converter driven permanent magnet DC motor system. The controller builds upon idea backstepping and consists a fast single hidden layer Hermite neural network (HNN) module equipped with on-board (adaptive) learning to counteract unknown non-linear time-varying load torque ensure nominal perf...

When faced with inadequate information , humans often use knowledge gained from previous experience to help them in making decisions. Even when this knowledge is spread thinly among many previous experiences, humans are able to eeectively accumulate and apply it to a current classiica-tion task of interest. Inspired by human knowledge reuse, we have previously introduced a general framework for...

In our recent work, a general method called the stable state analysis technique was developed to determine constraints that the weights in the Hopfield energy function must satisfy so that valid solutions of high quality can be always obtained. In this paper, the effectiveness of this method is demonstrated through a reinvestigation of the capability of the HNN to solve the traveling salesman p...

An explicit embedding mentioned in this problem is possible and, moreover, the finitely generated group G can in fact be two-generator. This, of course, stresses the similarity of the constructed embedding with the embedding of [4] because the latter, too, is an embedding into a two-generator group. In the current paper, we suggest two mechanisms to build the embedding mentioned. The first argu...

Pseudocontact shifts (PCSs) provide valuable structural and dynamic information in (large) proteins. We propose a methodology based on the principle of G-matrix Fourier transform (GFT) NMR spectroscopy for simultaneous and rapid measurement of a large number of PCSs in proteins with a paramagnetic centre. Four experiments, namely, (3,2)D HNNCO, (3,2)D HNN(CO)CA, (3,2)D HNN(COCA)CB and (3,2)D HN...

Very large scale integration (VLSI) circuit comprises of integrated circuit (IC) with transistors in a single chip, widely used in many sophisticated electronic devices. In our paper, we proposed VLSI circuit design by implementing satisfiability problem in Hopfield neural network as circuit verification technique. We restrict our logic construction to 2-Satisfiability (2-SAT) and 3Satisfiabili...