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Latest Publications on Lean Manufacturing

This is our latest selection of worldwide publications on Lean Manufacturing, between many scientific online journals, classified and focused on lean manufacturing, lean sigma, six sigma, kaizen, 5S method, kanban, poka-yoke, Total Productive Maintenance, lead time reduction, Just-In-Time, value stream mapping, Deming, Shewhart cycle and PDCA.

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Automatic Extraction and Compensation of P-Bit Device Variations in Large Array Utilizing Boltzmann Machine Training

On 2025-01-24 by Bolin Zhang, Yu Liu, Tianqi Gao, Jialiang Yin, Zhenyu Guan, Deming Zhang, Lang Zeng @MDPI

Keywords: compensation, extraction, P-Bit, Boltzmann machine, Ising computation

AI summary: Behavioral model proposed for P-Bit variations. Weight compensation method introduced. Automatic variation extraction algorithm based on Boltzmann machine learning. Ising Hamiltonian constructed for precise array variation extraction.

Abstract: A Probabilistic Bit (P-Bit) device serves as the core hardware for implementing Ising computation. However, the severe intrinsic variations of stochastic P-Bit devices hinder the large-scale expansion of the P-Bit array, significantly limiting the practical usage of Ising computation. In this work, a behavioral model which attributes P-Bit variations to two parameters, &amp;alpha; and &amp;Delta;V, is proposed. Then the weight compensation method is introduced, which can mitigate &am[...]

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