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Affiliation |
Institute for Multidisciplinary Sciences |
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Job Title |
Specially Appointed Assistant Professor |
HAN Zeyu
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The Best Research Achievement in Research Career 【 display / non-display 】
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【Published Thesis】 High-Capacity DFF Cells for Unary Computing Using Single-Flux Quantum Circuits(IEEE TRANSACTIONS ON APPLIED SUPERCONDUCTIVITY) 2025.11
【Published Thesis】 Small-area and high-precision deterministic stochastic adder using single flux quantum circuit(SUPERCONDUCTOR SCIENCE & TECHNOLOGY) 2026.01
【Published Thesis】 Reconfigurable in-memory XNOR processing element with external DC control currents for scalable superconducting binary neural networks(SUPERCONDUCTOR SCIENCE & TECHNOLOGY) 2025.12
Education 【 display / non-display 】
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2024.4-2026.3
Yokohama National University Doctor Course Completed
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2022.4-2024.3
Yokohama National University Master Course Completed
Degree 【 display / non-display 】
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Master of Engineering - Yokohama National University
Campus Career 【 display / non-display 】
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2026.4
Duty Yokohama National UniversityInstitute for Multidisciplinary Sciences Specially Appointed Assistant Professor
External Career 【 display / non-display 】
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2024.4-2026.3
Special researcher of the Japan Society for the Promotion of Science
Academic Society Affiliations 【 display / non-display 】
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2025.9
低温工学・超電導学会
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2023.2
電子情報通信学会
Research Areas 【 display / non-display 】
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Manufacturing Technology (Mechanical Engineering, Electrical and Electronic Engineering, Chemical Engineering) / Electronic devices and equipment
Papers 【 display / non-display 】
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Small-area and high-precision deterministic stochastic adder using single flux quantum circuit
Han, ZY; Mandai, Y; Yoshikawa, N; Yamanashi, Y
SUPERCONDUCTOR SCIENCE & TECHNOLOGY 39 ( 1 ) 2026.1 [Reviewed]
Authorship:Lead author Language:English Publishing type:Research paper (scientific journal) Joint Work
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Han, ZY; Shen, HX; Yoshikawa, N; Yamanashi, Y
SUPERCONDUCTOR SCIENCE & TECHNOLOGY 38 ( 12 ) 2025.12 [Reviewed]
Authorship:Lead author Language:English Publishing type:Research paper (scientific journal) Joint Work
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High-Capacity DFF Cells for Unary Computing Using Single-Flux Quantum Circuits
Han, ZY; Yoshikawa, N; Yamanashi, Y
IEEE TRANSACTIONS ON APPLIED SUPERCONDUCTIVITY 35 ( 8 ) 2025.11 [Reviewed]
Authorship:Lead author Language:English Publishing type:Research paper (scientific journal) Joint Work
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A Finite State Automaton for the Tsetlin Machine Using High-Capacity Resettable D Flip-Flop Cells
Han, ZY; Yoshikawa, N; Yamanashi, Y
IEEE TRANSACTIONS ON APPLIED SUPERCONDUCTIVITY 36 ( 5 ) 2026.8 [Reviewed]
Authorship:Lead author Language:English Publishing type:Research paper (scientific journal) Joint Work
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A Finite State Automaton for the Tsetlin Machine Using High-Capacity Resettable D Flip-Flop Cells
Han Zeyu, Yoshikawa Nobuyuki, Yamanashi Yuki
IEEE Transactions on Applied Superconductivity 36 ( 5 ) 1 - 6 2026.1 [Reviewed]
Authorship:Lead author Language:English Publishing type:Research paper (scientific journal) Publisher:Institute of Electrical and Electronics Engineers Joint Work
Single Flux Quantum (SFQ) circuits provide ultrafast operation and low power consumption, making them attractive candidates for machine learning accelerators. The Tsetlin Machine (TM) is a low-complexity and highly interpretable architecture, organized as a voting system of propositional clauses. In the TM, an ensemble of finite-state automata (FSAs), called Tsetlin automata, independently decides whether to include or exclude specific literals. The chosen literals are assembled into propositional clauses that collectively form the voting system, while each FSA updates its state based on rewards or penalties determined by the prediction outcome. However, existing FSA designs for TM based on SFQ circuits still suffer from either a narrow margin or excessive circuit area. To achieve compact and stable state transitions using SFQ circuits, we designed High-Capacity Resettable D Flip-Flop (HC-RDFF) cells by cascading storage loops. The proposed FSA was implemented using two HC-RDFFs to store the include and exclude states, respectively. The FSA with 16 states requires only 395 Josephson junctions with a static power of approximately 128 W, exhibiting a bias margin of −21% to +25% at low speed and a maximum operating frequency of 20 GHz in simulation. We fabricated the HC-RDFF and the FSA using a 10 kA/cm² Nb four-layer superconducting process and verified their correct operation through low-speed measurements. The number of FSA states can be increased simply by extending the cascaded storage loops in the HC-RDFFs. We expect the proposed FSA to be suitable for constructing stable TM systems based on SFQ circuits with reduced hardware costs.
Awards 【 display / non-display 】
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横浜国立大学大学院工学府CREATES論文顕彰表彰
2024.3 横浜国立大学大学院工学府
Individual or group name of awards:韓 澤宇
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電子情報通信学会超伝導エレクトロニクス研究会奨励賞
2024.1 電子情報通信学会
Individual or group name of awards:韓 澤宇
Grant-in-Aid for Scientific Research 【 display / non-display 】
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時間領域論理の導入による超高速かつ超効率動作が可能な超伝導ニューラルネットワーク
Grant number:24KJ1148 2024.4 - 2027.3
日本学術振興会 Grant-in-Aid for JSPS Fellows
Investigator(s):韓 澤宇
Authorship:Principal investigator
Presentations 【 display / non-display 】
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超伝導回路によるリーク速度可変スパイキングニューロンの設計
韓澤宇, 吉川信行, 山梨裕希
低温工学・超電導学会研究発表会
Event date: 2026.6
Language:Japanese Presentation type:Oral presentation (general)
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超伝導ReLU活性化関数回路の最高動作周波数の向上
上野佑斗, 韓澤宇, 吉川信行, 山梨裕希
低温工学・超電導学会研究発表会
Event date: 2026.6
Language:Japanese Presentation type:Oral presentation (general)
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単一磁束量子回路を用いたTsetlinマシン向け有限オートマトンの実装
韓澤宇, 吉川信行, 山梨裕希
低温工学・超電導学会研究発表会
Event date: 2025.12
Language:Japanese Presentation type:Oral presentation (general)
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Demonstration of A Small-Area Unary Arithmetic Logic Unit using Single Flux Quantum Circuits
Z. Han, N. Yoshikawa, and Y. Yamanashi
38th International Symposium on Superconductivity (ISS2025)
Event date: 2025.12
Language:English Presentation type:Oral presentation (general)
Venue:Nagasaki, Japan
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An SFQ-Based Compact and High-Precision Deterministic Adder for Stochastic Computing
Z. Han, Y. Mandai, N. Yoshikawa, and Y. Yamanashi
2nd International Workshop on Quantum, Cryogenic and Superconductive Computing (QUEST2025)
Event date: 2025.10
Language:English Presentation type:Poster presentation
Venue:Yokohama