• 제목/요약/키워드: Quantum information

검색결과 695건 처리시간 0.024초

Evolutionary Neural Network based on Quantum Elephant Herding Algorithm for Modulation Recognition in Impulse Noise

  • Gao, Hongyuan;Wang, Shihao;Su, Yumeng;Sun, Helin;Zhang, Zhiwei
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권7호
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    • pp.2356-2376
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    • 2021
  • In this paper, we proposed a novel modulation recognition method based on quantum elephant herding algorithm (QEHA) evolving neural network under impulse noise environment. We use the adaptive weight myriad filter to preprocess the received digital modulation signals which passing through the impulsive noise channel, and then the instantaneous characteristics and high order cumulant features of digital modulation signals are extracted as classification feature set, finally, the BP neural network (BPNN) model as a classifier for automatic digital modulation recognition. Besides, based on the elephant herding optimization (EHO) algorithm and quantum computing mechanism, we design a quantum elephant herding algorithm (QEHA) to optimize the initial thresholds and weights of the BPNN, which solves the problem that traditional BPNN is easy into local minimum values and poor robustness. The experimental results prove that the adaptive weight myriad filter we used can remove the impulsive noise effectively, and the proposed QEHA-BPNN classifier has better recognition performance than other conventional pattern recognition classifiers. Compared with other global optimization algorithms, the QEHA designed in this paper has a faster convergence speed and higher convergence accuracy. Furthermore, the effect of symbol shape has been considered, which can satisfy the need for engineering.

Formation of Quantum Dot Fluorescent Monolayer Film using Peptide Bond

  • Inami, Watau;Nanbu, Koichi;Miyakawa, Atsuo;Kawata, Yoshimasa
    • 정보저장시스템학회논문집
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    • 제8권1호
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    • pp.1-5
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    • 2012
  • We present a method for preparing a quantum dot fluorescent monolayer film on a glass substrate. Since nanoparticles aggregate easily, it is difficult to prepare a nanoparticle monolayer film. We have used a covalent bond, the peptide bond, to fix quantum dots on the glass substrate. The surface of the quantum dot was functionalized with carboxyl groups, and the glass substrate was also functionalized with amino groups using a silane coupling agent. The carboxyl group can be strongly coupled to the amino group. We were able to successfully prepare a monolayer film of CdSe quantum dots on the glass substrate.

Research on the current state of practical applications and limitations of quantum computing technology

  • Jaehyung, Kim
    • 한국컴퓨터정보학회논문지
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    • 제28권3호
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    • pp.1-9
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    • 2023
  • 본 논문에서는 양자컴퓨팅 기술을 활용해 유의미한 수준의 현실 문제를 해결하는 데 있어서 응용을 어렵게 하는 요인이 무엇인지 도출하고, 관련 연구 동향과 방향성을 제시한다. 이를 위해, 양자컴퓨팅 기술을 응용하는 일의 어려움을 이해하는 데 필요한 양자 역학의 기본 지식을 컴퓨터공학의 관점에서 정리하고, 현재 상용화된 양자 컴퓨터와 양자 프로그래밍 계층을 문헌을 통해 분석한다. 또한 클라우드 기반 상용 양자컴퓨팅 서비스의 현황과 활용 방안에 대한 분석과정을 통해, 현시점에서 양자컴퓨팅의 실용적 응용을 어렵게 하는 요인으로 양자 컴퓨터 프로그래밍에 대한 진입장벽과 노이즈가 존재하는 중규모 양자 컴퓨터에 대한 제약사항, 아직 성장 중인 오픈소스 생태계, 현실 문제 크기에 대한 시뮬레이션의 어려움의 네 가지 요인을 도출하고 관련 연구에 대한 동향과 방향성을 제시한다. 이를 통해, 양자컴퓨팅 기술의 실용적 응용을 위한 토대를 마련하는 데 기여할 것으로 기대된다.

Novel Class of Entanglement-Assisted Quantum Codes with Minimal Ebits

  • Dong, Cao;Yaoliang, Song
    • Journal of Communications and Networks
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    • 제15권2호
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    • pp.217-221
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    • 2013
  • Quantum low-density parity-check (LDPC) codes based on the Calderbank-Shor-Steane construction have low encoding and decoding complexity. The sum-product algorithm(SPA) can be used to decode quantum LDPC codes; however, the decoding performance may be significantly decreased by the many four-cycles required by this type of quantum codes. All four-cycles can be eliminated using the entanglement-assisted formalism with maximally entangled states (ebits). The proposed entanglement-assisted quantum error-correcting code based on Euclidean geometry outperform differently structured quantum codes. However, the large number of ebits required to construct the entanglement-assisted formalism is a substantial obstacle to practical application. In this paper, we propose a novel class of entanglement-assisted quantum LDPC codes constructed using classical Euclidean geometry LDPC codes. Notably, the new codes require one copy of the ebit. Furthermore, we propose a construction scheme for a corresponding zigzag matrix and show that the algebraic structure of the codes could easily be expanded. A large class of quantum codes with various code lengths and code rates can be constructed. Our methods significantly improve the possibility of practical implementation of quantum error-correcting codes. Simulation results show that the entanglement-assisted quantum LDPC codes described in this study perform very well over a depolarizing channel with iterative decoding based on the SPA and that these codes outperform other quantum codes based on Euclidean geometries.

양자기반 진화알고리즘을 이용한 평면 트러스의 구조최적화 (Structural Optimization of Planar Truss using Quantum-inspired Evolution Algorithm)

  • 손수덕;이승재
    • 한국구조물진단유지관리공학회 논문집
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    • 제18권4호
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    • pp.1-9
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    • 2014
  • 최근 양자컴퓨터의 개발과 더불어 양자역학의 특성을 응용한 양자기반 탐색기법의 개발과 공학 문제에의 적용은 매우 흥미로운 연구주제 중 하나로 부각되고 있다. 이 알고리즘은 기본적으로 0과 1이 중첩되어진 양자비트를 이용하여 정보가 저장되고, 양자게이트 연산을 통해 해에 접근하게 된다. 이 과정에서 알고리즘은 탐사와 개척 두 가지 탐색 특성간의 균형이 자연스럽게 유지되며, 진화정보가 계속 누적된다는 장점으로 기존의 탐색법과 차별되어 새로운 알고리즘으로 평가되었다. 본 연구에서는 이와 같은 양자기반 진화알고리즘을 평면 트러스의 구조최적화에 적용하여 최소중량설계 기법을 제안하였다. 최적화 수리모형에서 비용함수는 최소중량이며, 제약함수는 변위와 응력에 관한 함수로 구성하였다. 진화정보의 누적과 수렴 과정을 알아보기 위해서 10부재 평면 트러스와 17부재 평면트러스 예제를 수치예제로 채택하여 결과를 분석하였다. 수치예제의 구조최적설계 결과에서 볼 때, 기존의 고전적 탐색기법의 연구결과와 비교해서 더 나은 최소중량 설계의 결과를 얻을 수 있었으며, 진화정보의 누적된 결과로 해의 정밀도를 관찰할 수 있었다. 또한 누적된 진화정보인 양자비트의 확률적 표현은 종료시점을 쉽게 판단할 수 있다.

Efficient Key Management Protocol for Secure RTMP Video Streaming toward Trusted Quantum Network

  • Pattaranantakul, Montida;Sanguannam, Kittichai;Sangwongngam, Paramin;Vorakulpipat, Chalee
    • ETRI Journal
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    • 제37권4호
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    • pp.696-706
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    • 2015
  • This paper presents an achievable secure videoconferencing system based on quantum key encryption in which key management can be directly applied and embedded in a server/client videoconferencing model using, for example, OpenMeeting. A secure key management methodology is proposed to ensure both a trusted quantum network and a secure videoconferencing system. The proposed methodology presents architecture on how to share secret keys between key management servers and distant parties in a secure domain without transmitting any secrets over insecure channels. The advantages of the proposed secure key management methodology overcome the limitations of quantum point-to-point key sharing by simultaneously distributing keys to multiple users; thus, it makes quantum cryptography a more practical and secure solution. The time required for the encryption and decryption may cause a few seconds delay in video transmission, but this proposed method protects against adversary attacks.

양자 기계학습 기술의 현황 및 전망 (The Present and Perspective of Quantum Machine Learning)

  • 정원주;이성환
    • 정보과학회 논문지
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    • 제43권7호
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    • pp.751-762
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    • 2016
  • 본고에서는 양자역학 기반의 기계학습인 양자 기계학습의 현황과 전망을 조망하고자 한다. 양자역학 기반의 양자컴퓨팅이 보여준 혁신적인 계산속도 개선에 힘입어 기계학습 분야에 양자컴퓨팅 알고리즘을 적용하는 연구는 빅데이터 시대의 도래에 따라 최근 집중적인 관심을 받고 있다. 고전적인 기계학습 알고리즘들에 양자컴퓨팅을 접목하여 획기적인 속도개선을 가능하게 하는 알고리즘 연구들과 최초의 상용 양자컴퓨터로 화제가 되고 있는 양자 담금질 알고리즘 등을 중심으로 양자 기계학습의 최신동향과 가능성을 살펴보고자 한다.

양자 기술 구현을 위한 칩 제작 인프라 기술 동향 (Trends in Chip Fabrication Infrastructure for Implementation in Quantum Technology)

  • 김진우;문기원;주정진
    • 전자통신동향분석
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    • 제38권1호
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    • pp.9-16
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    • 2023
  • In the rapidly growing field of quantum computing, it is evident that a robust supply chain is needed for commercialization or large-scale production of quantum chips. As a result, the success of many R&D projects worldwide relies on the development of quantum chip foundries. In this paper, a variety of quantum chip foundries, particularly the ones creating photonic integrated circuit (PIC) quantum chips, are reviewed and summarized to demonstrate current technological trends. Global projects aiming to establish new foundries, as well as information regarding their respective funding, are also included to identify the evolutionary direction of quantum computing infrastructure. Furthermore, the potential application of lithium niobate as a novel material platform for quantum chips is also discussed.

Quantum Modeling of Nanoscale Symmetric Double-Gate InAlAs/InGaAs/InP HEMT

  • Verma, Neha;Gupta, Mridula;Gupta, R.S.;Jogi, Jyotika
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제13권4호
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    • pp.342-354
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    • 2013
  • The aim of this work is to investigate and study the quantum effects in the modeling of nanoscale symmetric double-gate InAlAs/InGaAs/InP HEMT (High Electron Mobility Transistor). In order to do so, the carrier concentration in InGaAs channel at gate lengths ($L_g$) 100 nm and 50 nm, are modelled by a density gradient model or quantum moments model. The simulated results obtained from the quantum moments model are compared with the available experimental results to show the accuracy and also with a semi-classical model to show the need for quantum modeling. Quantum modeling shows major variation in electron concentration profiles and affects the device characteristics. The two triangular quantum wells predicted by the semi-classical model seem to vanish in the quantum model as bulk inversion takes place. The quantum effects thus become essential to incorporate in nanoscale heterostructure device modeling.

Relay Selection Scheme Based on Quantum Differential Evolution Algorithm in Relay Networks

  • Gao, Hongyuan;Zhang, Shibo;Du, Yanan;Wang, Yu;Diao, Ming
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권7호
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    • pp.3501-3523
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    • 2017
  • It is a classical integer optimization difficulty to design an optimal selection scheme in cooperative relay networks considering co-channel interference (CCI). In this paper, we solve single-objective and multi-objective relay selection problem. For the single-objective relay selection problem, in order to attain optimal system performance of cooperative relay network, a novel quantum differential evolutionary algorithm (QDEA) is proposed to resolve the optimization difficulty of optimal relay selection, and the proposed optimal relay selection scheme is called as optimal relay selection based on quantum differential evolutionary algorithm (QDEA). The proposed QDEA combines the advantages of quantum computing theory and differential evolutionary algorithm (DEA) to improve exploring and exploiting potency of DEA. So QDEA has the capability to find the optimal relay selection scheme in cooperative relay networks. For the multi-objective relay selection problem, we propose a novel non-dominated sorting quantum differential evolutionary algorithm (NSQDEA) to solve the relay selection problem which considers two objectives. Simulation results indicate that the proposed relay selection scheme based on QDEA is superior to other intelligent relay selection schemes based on differential evolutionary algorithm, artificial bee colony optimization and quantum bee colony optimization in terms of convergence speed and accuracy for the single-objective relay selection problem. Meanwhile, the simulation results also show that the proposed relay selection scheme based on NSQDEA has a good performance on multi-objective relay selection.