A study of MRF-based circuit implementation

Kermany, A.R. and Hamid, N.H. and Burhanudin, Z.A. (2008) A study of MRF-based circuit implementation. In: UNSPECIFIED.

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Abstract

Probabilistic computing provides a new approach towards building fault-tolerant systems. In a fully digital system, the logic states are considered as random variables. One can no longer expect a correct logic signal at all nodes at all times, but only that the joint probability distribution of signal values has the highest likelihood for valid logic states. A case study on probabilistic architecture implementation based on Markov Random Field (MRF) is discussed. A comparison between MRF-based and standard CMOS-based inverters simulation results in micro-scale for both noisy and ideal conditions was performed using Cadence tools. The results show that MRF inverter is tolerant to noise as compared to the standard inverter. ©2008 IEEE.

Item Type: Conference or Workshop Item (UNSPECIFIED)
Additional Information: cited By 4; Conference of 2008 International Conference on Electronic Design, ICED 2008 ; Conference Date: 1 December 2008 Through 3 December 2008; Conference Code:75823
Uncontrolled Keywords: Hidden Markov models; Random variables; Structural frames, Circuit implementations; Digital systems; Fault-tolerant systems; Inverter; Logic signals; Logic state; Markov random fields; Micro-scale; MRF; New approaches; Noise; Probabilistic architecture; Probabilistic computing; Signal values; Simulation results; Standard CMOS, Probability distributions
Depositing User: Mr Ahmad Suhairi UTP
Date Deposited: 09 Nov 2023 15:16
Last Modified: 09 Nov 2023 15:16
URI: https://khub.utp.edu.my/scholars/id/eprint/382

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