Quantum adiabatic evolution algorithm for a quantum neural network

被引：0
|
作者：
Kinjo, M [1 ]
Sato, S
Nakajima, K
机构：
[1] Japan Sci & Technol Co, PRESTO, Kawaguchi 3320012, Japan
[2] Tohoku Univ, Res Inst Elect Commun, Sendai, Miyagi 9808577, Japan
来源：
ARTIFICIAL NEURAL NETWORKS AND NEURAL INFORMATION PROCESSING - ICAN/ICONIP 2003 | 2003年 / 2714卷
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, a new quantum algorithm for solving the combinatorial optimization problems is discussed. It is based on the quantum adiabatic evolution algorithm. We propose a new method for synthesizing a Hamiltonian inspired by a Hopfield network in order to improve calculation cost. The quantum system given by a new Hamiltonian has neuron-like interactions and shows quantum behavior. We present simulation results of the new algorithm for the 4-queen problem.
引用
收藏
页码：951 / 958
页数：8
相关论文
共 50 条
  • [21] Can quantum genetic algorithm really improve quantum backpropagation neural network?
    Il-Hyang Choe
    Gwang-Jin Kim
    Nam-Chol Kim
    Myong-Chol Ko
    Ju-Song Ryom
    Ryong-Min Han
    Tae-Gyong Han
    Il Han
    Quantum Information Processing, 22
  • [22] Exponential estimates in adiabatic quantum evolution
    Joye, A
    Pfister, CE
    XIITH INTERNATIONAL CONGRESS OF MATHEMATICAL PHYSICS (ICMP '97), 1999, : 309 - 315
  • [23] Generalized quantum partial adiabatic evolution
    Jie Sun
    Songfeng Lu
    Fang Liu
    Quantum Information Processing, 2014, 13 : 909 - 916
  • [24] On the adiabatic quantum evolution of a single qubit
    Andrecut, M
    Ali, MK
    INTERNATIONAL JOURNAL OF QUANTUM INFORMATION, 2004, 2 (04) : 447 - 452
  • [25] Adiabatic quantum imaginary time evolution
    Hejazi, Kasra
    Motta, Mario
    Chan, Garnet Kin-Lic
    PHYSICAL REVIEW RESEARCH, 2024, 6 (03):
  • [26] Hierarchical theory of quantum adiabatic evolution
    Zhang, Qi
    Gong, Jiangbin
    Wu, Biao
    NEW JOURNAL OF PHYSICS, 2014, 16
  • [27] Quantum search by local adiabatic evolution
    Roland, J
    Cerf, NJ
    PHYSICAL REVIEW A, 2002, 65 (04): : 6
  • [28] Finding cliques by quantum adiabatic evolution
    Childs, Andrew M.
    Farhi, Edward
    Goldstone, Jeffrey
    Gutmann, Sam
    Quantum Information and Computation, 2002, 2 (03): : 181 - 191
  • [29] Adiabatic evolution under quantum control
    Wang, W.
    Hou, S. C.
    Yi, X. X.
    ANNALS OF PHYSICS, 2012, 327 (05) : 1293 - 1303
  • [30] General conditions for quantum adiabatic evolution
    Comparat, Daniel
    PHYSICAL REVIEW A, 2009, 80 (01)
12345