Fully CMOS‐Based p‐Bits with a Bistable Resistor for Probabilistic Computing

Probabilistic computing can solve complex combinatorial optimization problems more efficiently than conventional deterministic computing. A probabilistic bit (p‐bit) with an n‐p‐n bistable resistor (biristor) is demonstrated for probabilistic computing. It is fabricated on an 8‐inch wafer with compl...

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Veröffentlicht in:Advanced functional materials 2024-05, Vol.34 (22), p.n/a
Hauptverfasser: Kim, Jaehyun, Han, Joon‐Kyu, Maeng, Ho‐Young, Han, Janguk, Jeon, Jeong Woo, Jang, Yoon Ho, Woo, Kyung Seok, Choi, Yang‐Kyu, Hwang, Cheol Seong
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container_issue 22
container_start_page
container_title Advanced functional materials
container_volume 34
creator Kim, Jaehyun
Han, Joon‐Kyu
Maeng, Ho‐Young
Han, Janguk
Jeon, Jeong Woo
Jang, Yoon Ho
Woo, Kyung Seok
Choi, Yang‐Kyu
Hwang, Cheol Seong
description Probabilistic computing can solve complex combinatorial optimization problems more efficiently than conventional deterministic computing. A probabilistic bit (p‐bit) with an n‐p‐n bistable resistor (biristor) is demonstrated for probabilistic computing. It is fabricated on an 8‐inch wafer with complementary metal–oxide–semiconductor (CMOS) compatible technologies. Its stochastic behavior of threshold switching, which is based on the phenomenon of a single transistor latch, provides output with a Boltzmann distribution. The p‐bit is composed of a biristor, a serial resistor, and a comparator. The output probability of the biristor‐based p‐bits shows a sigmoidal relationship with the input voltage, showing typical p‐bit characteristics. Invertible Boolean logic operations with p‐bits are demonstrated, and weighted maximum Boolean satisfiability problems are solved with high energy efficiency and accuracy. The biristor‐based p‐bits with perfect CMOS compatibility show sufficient device stability, demonstrating the possibility of large‐scale integration with a p‐bit array for complex optimization solvers. A probabilistic bit (p‐bit) with an n‐p‐n bistable resistor is demonstrated for probabilistic computing. It is fabricated on an 8‐inch wafer with complementary metal–oxide–semiconductor compatible technologies. Based on the stochastic behavior of a single transistor latch, invertible Boolean logic operations are demonstrated, and weighted maximum Boolean satisfiability problems are solved with high energy efficiency and accuracy.
doi_str_mv 10.1002/adfm.202307935
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A probabilistic bit (p‐bit) with an n‐p‐n bistable resistor (biristor) is demonstrated for probabilistic computing. It is fabricated on an 8‐inch wafer with complementary metal–oxide–semiconductor (CMOS) compatible technologies. Its stochastic behavior of threshold switching, which is based on the phenomenon of a single transistor latch, provides output with a Boltzmann distribution. The p‐bit is composed of a biristor, a serial resistor, and a comparator. The output probability of the biristor‐based p‐bits shows a sigmoidal relationship with the input voltage, showing typical p‐bit characteristics. Invertible Boolean logic operations with p‐bits are demonstrated, and weighted maximum Boolean satisfiability problems are solved with high energy efficiency and accuracy. The biristor‐based p‐bits with perfect CMOS compatibility show sufficient device stability, demonstrating the possibility of large‐scale integration with a p‐bit array for complex optimization solvers. A probabilistic bit (p‐bit) with an n‐p‐n bistable resistor is demonstrated for probabilistic computing. It is fabricated on an 8‐inch wafer with complementary metal–oxide–semiconductor compatible technologies. 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A probabilistic bit (p‐bit) with an n‐p‐n bistable resistor (biristor) is demonstrated for probabilistic computing. It is fabricated on an 8‐inch wafer with complementary metal–oxide–semiconductor (CMOS) compatible technologies. Its stochastic behavior of threshold switching, which is based on the phenomenon of a single transistor latch, provides output with a Boltzmann distribution. The p‐bit is composed of a biristor, a serial resistor, and a comparator. The output probability of the biristor‐based p‐bits shows a sigmoidal relationship with the input voltage, showing typical p‐bit characteristics. Invertible Boolean logic operations with p‐bits are demonstrated, and weighted maximum Boolean satisfiability problems are solved with high energy efficiency and accuracy. The biristor‐based p‐bits with perfect CMOS compatibility show sufficient device stability, demonstrating the possibility of large‐scale integration with a p‐bit array for complex optimization solvers. A probabilistic bit (p‐bit) with an n‐p‐n bistable resistor is demonstrated for probabilistic computing. It is fabricated on an 8‐inch wafer with complementary metal–oxide–semiconductor compatible technologies. 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A probabilistic bit (p‐bit) with an n‐p‐n bistable resistor is demonstrated for probabilistic computing. It is fabricated on an 8‐inch wafer with complementary metal–oxide–semiconductor compatible technologies. Based on the stochastic behavior of a single transistor latch, invertible Boolean logic operations are demonstrated, and weighted maximum Boolean satisfiability problems are solved with high energy efficiency and accuracy.</abstract><cop>Hoboken</cop><pub>Wiley Subscription Services, Inc</pub><doi>10.1002/adfm.202307935</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0002-6254-9758</orcidid><orcidid>https://orcid.org/0000-0001-5480-7027</orcidid></addata></record>
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subjects biristors
Boltzmann distribution
CMOS
Combinatorial analysis
Computation
invertible logic
maximum‐SAT
Optimization
probabilistic bit (p‐bit)
probabilistic computing
Probability theory
Resistors
Statistical analysis
title Fully CMOS‐Based p‐Bits with a Bistable Resistor for Probabilistic Computing
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