In-Materia Annealing and Combinatorial Optimization Based on Vertical Memristive Array

© 2024 The Author(s). Advanced Materials published by Wiley‐VCH GmbH.

Bibliographische Detailangaben
Veröffentlicht in:Advanced materials (Deerfield Beach, Fla.). - 1998. - (2024) vom: 28. Aug., Seite e2410191
1. Verfasser: Lee, Soo Hyung (VerfasserIn)
Weitere Verfasser: Cheong, Sunwoo, Cho, Jea Min, Ghenzi, Néstor, Shin, Dong Hoon, Jang, Yoon Ho, Han, Janguk, Park, Tae Won, Kim, Dong Yun, Shim, Sung Keun, Han, Joon-Kyu, Kim, Seung Soo, Hwang, Cheol Seong
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:Advanced materials (Deerfield Beach, Fla.)
Schlagworte:Journal Article combinatorial optimization in‐materia annealing matrix multiplication simulated annealing vertical structure
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520 |a Due to its area and energy efficiency, a memristive crossbar array (CBA) has been extensively studied for various combinatorial optimization applications, from network problems to circuit design. However, conventional approaches include heavily burdening software fine-tuning for the annealing process. Instead, this study introduces the "in-materia annealing" method, where the inter-layer interference of vertically stacked memristive CBA is utilized as an annealing method. When mapping combinatorial optimization problems into the configuration layer of the CBA, exponentially decaying annealing profiles are generated in nearby noise layers. Moreover, in-materia annealing profiles can be controlled by changing compliance current, read voltage, and read pulse width. Therefore, the annealing profiles can be arbitrarily controlled and generated individually for each cell, providing rich noise sources to solve the problem efficiently. Consequently, the experimental and simulation of Max-Cut and weighted Max-Cut problems achieve notable results with the minimum software burden 
650 4 |a Journal Article 
650 4 |a combinatorial optimization 
650 4 |a in‐materia annealing 
650 4 |a matrix multiplication 
650 4 |a simulated annealing 
650 4 |a vertical structure 
700 1 |a Cheong, Sunwoo  |e verfasserin  |4 aut 
700 1 |a Cho, Jea Min  |e verfasserin  |4 aut 
700 1 |a Ghenzi, Néstor  |e verfasserin  |4 aut 
700 1 |a Shin, Dong Hoon  |e verfasserin  |4 aut 
700 1 |a Jang, Yoon Ho  |e verfasserin  |4 aut 
700 1 |a Han, Janguk  |e verfasserin  |4 aut 
700 1 |a Park, Tae Won  |e verfasserin  |4 aut 
700 1 |a Kim, Dong Yun  |e verfasserin  |4 aut 
700 1 |a Shim, Sung Keun  |e verfasserin  |4 aut 
700 1 |a Han, Joon-Kyu  |e verfasserin  |4 aut 
700 1 |a Kim, Seung Soo  |e verfasserin  |4 aut 
700 1 |a Hwang, Cheol Seong  |e verfasserin  |4 aut 
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773 1 8 |g year:2024  |g day:28  |g month:08  |g pages:e2410191 
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