• Title/Summary/Keyword: quantum computer

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Enhanced Hybrid Quantum-Classical Convolutional Neural Networks (향상된 하이브리드 양자-고전적 컨벌루션 신경망)

  • Sung-Wook Park;Jun-Yeong Kim;Jun Park;Se-Hoon Jung;Chun-Bo Sim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.481-482
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    • 2023
  • 양자 컴퓨팅 환경에서 빅데이터를 이용하는 Quantum Artificial Intelligence(QAI)는 빠른 계산 속도를 추구한다. 최근 금융, 물류, 교통 분야의 QAI 모델과 이미지 분류용 quantum convolutional neural network가 소개됐지만 아직 완벽한 성능은 달성하지 못했다. 본 논문은 성능 향상을 위한 모듈을 새로 제시하고, 이를 소형 양자 컴퓨터에 적용하며 하이브리드 모델 구성을 가능하게 한다. 실험 결과, 제안하는 방법은 기존 네트워크와 비교해 우수한 성능을 보였다.

Design of Extendable BCD-EXCESS 3 Code Convertor Using Quantum-Dot Cellular Automata (확장성을 고려한 QCA BCD-3초과 코드 변환기 설계)

  • You, Young-won;Jeon, Jun-cheol
    • Journal of Advanced Navigation Technology
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    • v.20 no.1
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    • pp.65-71
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    • 2016
  • Quantum-dot cellular automata (QCA) consists of nano-scale cells and demands very low power consumption so that it is one of the alternative technologies that can overcome the limits of scaling CMOS technologies. Typical BCD-EXCESS 3 code converters using QCA have not considered the scalability so that the architectures are not suitable for a large scale circuit design. Thus, we design a BCD-EXCESS 3 code converter with scalability using QCADesigner and verify the effectiveness by simulation. Our structure have reduced 32 gates and 7% of garbage space rate compare with typical URG BCD-EXCESS 3 code converter. Also, 1 clock is only needed for circuit expansion of our structure though typical QCA BCD-EXCESS 3 code converter demands 7 clocks.

A Study of Distribute Computing Performance Using a Convergence of Xeon-Phi Processor and Quantum ESPRESSO (퀀텀 에스프레소와 제온 파이 프로세서의 융합을 이용한 분산컴퓨팅 성능에 대한 연구)

  • Park, Young-Soo;Park, Koo-Rack;Kim, Dong-Hyun
    • Journal of the Korea Convergence Society
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    • v.7 no.5
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    • pp.15-21
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    • 2016
  • Recently the degree of integration of processor and developed rapidly. However, clock speed is not increased, a situation that increases the number of cores in the processor. In this paper, we analyze the performance of a typical Intel Xeon Phi of many core process used for the current operation accelerate. Utilizing the Quantum ESPRESSO, which was calculated using the FFTW library. By varying the number of ranks in MPI when running the benchmarks the performance Xeon Phi. The result shows a good performance in the handling of four job on one physical core. However, four or more to expand the number of MPI Rank is degraded. Through this convergence it was found to improve the performance of Quantum ESPRESSO. It is possible to check the hardware characteristics of the Xeon Phi.

Design of QCA Content-Addressable Memory Cell for Quantum Computer Environment (양자컴퓨터 환경에서의 QCA 기반 내용주소화 메모리 셀 설계)

  • Park, Chae-Seong;Jeon, Jun-Cheol
    • The Journal of the Convergence on Culture Technology
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    • v.6 no.2
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    • pp.521-527
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    • 2020
  • Quantum-dot cellular automata (QCA) is a technology that attracts attention as a next-generation digital circuit design technology, and several digital circuits have been proposed in the QCA environment. Content-addressable memory (CAM) is a storage device that conducts a search based on information stored therein and provides fast speed in a special process such as network switching. Existing CAM cell circuits proposed in the QCA environment have a disadvantage in that a required area and energy dissipation are large. The CAM cell is composed of a memory unit that stores information and a match unit that determines whether or not the search is successful, and this study proposes an improved QCA CAM cell by designing the memory unit in a multi-layer structure. The proposed circuit uses simulation to verify the operation and compares and analyzes with the existing circuit.

Design of XOR Gate Based on QCA Universal Gate Using Rotated Cell (회전된 셀을 이용한 QCA 유니버셜 게이트 기반의 XOR 게이트 설계)

  • Lee, Jin-Seong;Jeon, Jun-Cheol
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.7 no.3
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    • pp.301-310
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    • 2017
  • Quantum-dot cellular automata(QCA) is an alternative technology for implementing various computation, high performance, and low power consumption digital circuits at nano scale. In this paper, we propose a new universal gate in QCA. By using the universal gate, we propose a novel XOR gate which is reduced time/hardware complexity. The universal gate can be used to construct all other basic logic gates. Meanwhile, the proposed universal gate is designed by basic cells and a rotated cell. The rotated cell of the proposed universal gate is located at the central of 3-input majority gate structure. In this paper, we propose an XOR gate using three universal gates, although more than five 3-input majority gates are used to design an XOR gate using the 3-input majority gate. The proposed XOR gate is superior to the conventional XOR gate in terms of the total area and the consumed clock because the number of gates are reduced.

A Computer Model for Polycrystalline Silicon $n^+$ -p Solar Cells (다결정 실리콘 $n^+$ -p 태양전지의 Computer Model)

  • 정호선
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.18 no.6
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    • pp.30-37
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    • 1981
  • Numerical calculations have beee made of the effect of grain size on the three-dimensional carrier density, the quantum efficiency, and the AMI efficiency of 30$\mu$m polycrystalliue silicon p-n junction solar cells. Quantum efficiencies calculated for the polycrystalline silicon solar cells are compared to the monocrystalline cases. An efficiency of 12% can theoretically be obtained with grain size 100$\mu$m, and 6% for 5$\mu$m grains.

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Circulant UOV: a new UOV variant with shorter private key and faster signature generation

  • Peng, Zhiniang;Tang, Shaohua
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.12 no.3
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    • pp.1376-1395
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    • 2018
  • UOV is one of the most important signature schemes in Multivariate Public Key Cryptography (MPKC). It has a strong security guarantee and is considered to be quantum-resistant. However, it suffers from large key size and its signing procedure is relatively slow. In this paper, we propose a new secure UOV variant (Circulant UOV) with shorter private key and higher signing efficiency. We estimate that the private key size of Circulant UOV is smaller by about 45% than that of the regular UOV and its signing speed is more than 14 times faster than that of the regular UOV. We also give a practical implementation on modern x64 CPU, which shows that Circulant UOV is comparable to many other signature schemes.

Recent Trends on Smart City Security: A Comprehensive Overview

  • Hyuk-Jun, Kwon;Mikail Mohammed, Salim;Jong Hyuk, Park
    • Journal of Information Processing Systems
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    • v.19 no.1
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    • pp.118-129
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    • 2023
  • The expansion of smart cities drives the growth of data generated from sensor devices, benefitting citizens with enhanced governance, intelligent decision-making, optimized and sustainable management of available resources. The exposure of user data during its collection from sensors, storage in databases, and processing by artificial intelligence-based solutions presents significant security and privacy challenges. In this paper, we investigate the various threats and attacks affecting the growth of future smart cities and discuss the available countermeasures using artificial intelligence and blockchain-based solutions. Open challenges in existing literature due to the lack of countermeasures against quantum-inspired attacks are discussed, focusing on postquantum security solutions for resource-constrained sensor devices. Additionally, we discuss future research and challenges for the growing smart city environment and suggest possible solutions.

The Post Quantum Cryptography and Quantum Key Distribution Technology Research Trends Analysis and Reflections (포스트 퀀텀 암호 및 양자 키 분배 기술 연구 동향)

  • Jo Byung Hyun;Jong Hyuk Park
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.232-235
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    • 2023
  • ICT 기술과 IoT 기술의 급속한 발전으로 인해 인간은 네트워크와 밀접한 관계를 형성하며 이를 통해 다양한 서비스를 경험하고 있다. 그러나 ICT 기술의 발전과 함께 사이버 공격의 급증으로 인해 네트워크 보안에 대한 필요성이 대두되고 있다. 또한 양자 컴퓨팅을 활용한 다양한 공격은 기존 암호화 체계를 무너뜨려 빠른 대응 및 솔루션이 필요하다. 양자 기반 공격으로부터 안전한 네트워크 환경을 구축하기 위해 양자 키 분배 시스템 및 양자 내성 암호가 활발히 연구되고 있으며 NIST 에서 발표한 양자 내성 암호화 기법의 성능, 취약점, 실제 네트워크 상의 구현 가능성, 향후 발전 방향 등 다각적 관점에서 연구 및 분석이 진행되고 있다. 본 논문에서는 양자 기반 공격에 대해 설명하고 양자 내성 암호화 기법의 연구 동향에 대해 분석한다. 또한, 양자 중첩, 양자 불확실성 등 양자의 물리적 성질을 활용함으로써 양자 공격으로 부터 안정성을 제공할 수 있는 양자 키 분배 기법에 대해 설명한다.

Research of Secret Communication Using Quantum key Distribution and AES (양자키 교환과 AES를 이용한 비밀통신 연구)

  • Choung, Young-Chul;Rim, Kwang-Cheol
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.18 no.1
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    • pp.84-90
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    • 2014
  • Secret communication has developed from analogue communication to digital one. Secret communication which is based on digital communication has been designed succeeding safety of one-time pad. One-time pad's safety is attributed to the security of secret key's mutual storage and mutual synchronization that is the key's interchange basis is one of the essential factors. This manuscript examines mathematical stability of BB84 algorithm which is one of the quantum cryptography system, and conducts transmission of quantum key. The created key suggests One-time Pad algorithm which interchanges ciphertext implemented AES's 64th round.