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多层伊辛膜的磁学性质 被引量:12
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作者 周云松 陈金昌 林多梁 《物理学报》 SCIE EI CAS CSCD 北大核心 2000年第12期2477-2481,共5页
用变分累积展开 (VCE)方法的一阶近似计算了包括最近邻和次近邻作用的多层伊辛膜的磁学性质 ,导出了自发磁化强度、矫顽力、居里点、奈尔点、顺磁磁化率及分子场系数与层数的关系表达式 。
关键词 多层膜 伊辛模型 磁化 磁学性质 薄膜
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Monte Carlo Simulations of Doping Properties of a Spin-3/2 Ising Nanotube
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作者 Sènan Ida Valérie Hontinfinde Noèl Odjo +2 位作者 Joèl Kple Ansèlme Kpadonou Félix Hontinfinde 《World Journal of Condensed Matter Physics》 CAS 2024年第3期51-65,共15页
The effect of spin-1 impurities doping on the magnetic properties of a spin-3/2 Ising nanotube is investigated using Monte Carlo simulations within the Blume-Emery-Griffiths model in the presence of an external magnet... The effect of spin-1 impurities doping on the magnetic properties of a spin-3/2 Ising nanotube is investigated using Monte Carlo simulations within the Blume-Emery-Griffiths model in the presence of an external magnetic field. The thermal behaviors of the order parameters and different macroscopic instabilities as well as the hysteretic behavior of the material are examined in great detail as a function of the dopant density. It is found that the impurities concentration affects all the system magnetic properties generating for some specific values, compensation points and multi-cycle hysteresis. Doping conditions where the saturation/remanent magnetization and coercive field of the investigated material can be modified for permanent or soft magnets synthesis purpose are discussed. 展开更多
关键词 Doped ising Nanotube Monte Carlo Simulations Compensation Point Phase Transitions Coercive Field
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Spontaneous unidirectional rotation of a symmetric gear driven by spherical active particles 被引量:1
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作者 Chao Wang Wenchao Lian +2 位作者 Huishu Li Wende Tian Kang Chen 《National Science Open》 2024年第4期41-53,共13页
Time reversal asymmetry and spatial anisotropy are considered two prerequisites for Brownian ratchet.An intriguing realization can be achieved by placing an asymmetric gear in the suspension of motile rod-like bacteri... Time reversal asymmetry and spatial anisotropy are considered two prerequisites for Brownian ratchet.An intriguing realization can be achieved by placing an asymmetric gear in the suspension of motile rod-like bacteria.Usually,alignment interactions caused by anisotropic collisions or hydrodynamics would boost the ratchet effect.Here,we are concerned with a perfectly isotropic system,i.e.,symmetric gear immersed in a bath of spherical active Brownian particles.We find that,under certain conditions,kinetic symmetry-breaking arises spontaneously,i.e.,the symmetric gear keeps rotating in one direction.Unexpectedly,such ratchet phenomenon does not rely on the direct many-particle interactions and moreover the introduction of alignment interaction would counterintuitively prevent it from happening!Further investigation reveals that such spontaneous symmetry-breaking phenomenon shares similarities with the equilibrium phase transition of the Ising model.Our results provide new insights and enhance our understanding of the fundamental aspects of active ratchet phenomena. 展开更多
关键词 ratchet effect spontaneous symmetry breaking active brownian particles ising model HYSTERESIS
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Simulation of the Ising model, memory for Bell states and generation of four-atom entangled states in cavity QED 被引量:4
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作者 ZHANG YingJie XIA YunJie +1 位作者 MAN ZhongXiao GUO GuangCan 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2009年第5期700-707,共8页
A scheme is proposed to simulate the Ising model and preserve the maximum entangled states (Bell states) in cavity quantum electrodynamics (QED) driven by a classical field with large detuning. In the strong driving a... A scheme is proposed to simulate the Ising model and preserve the maximum entangled states (Bell states) in cavity quantum electrodynamics (QED) driven by a classical field with large detuning. In the strong driving and large-detuning regime, the effective Hamiltonian of the system is the same as the standard Ising model, and the scheme can also make the initial four Bell states of two atoms at the maximum entanglement all the time. So it is a simple memory for the maximal entangled states. The system is insensitive to the cavity decay and the thermal field and more immune to decoherence. These advantages can warrant the experimental feasibility of the current scheme. Furthermore, the genuine four-atom entanglement may be acquired via two Bell states through one-step implementation on four two-level atoms in the strong-driven model, and when two Greenberger-Horne-Zeilinger (GHZ) states are prepared in our scheme, the entangled cluster state may be acquired easily. The success probability for the scheme is 1. 展开更多
关键词 ising model Bell states GENUINE four-party entangled STATE cluster STATE
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Ising model on evolution networks and its application on opinion formation 被引量:4
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作者 朱小龙 张海天 +2 位作者 桑建平 黄胜友 邹宪武 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第6期613-620,共8页
Many phenomena show that in a favorable circumstance an agent still has an updating possibility, and in an unfavor- able circumstance an agent also has a possibility of holding its own state and reselecting its neighb... Many phenomena show that in a favorable circumstance an agent still has an updating possibility, and in an unfavor- able circumstance an agent also has a possibility of holding its own state and reselecting its neighbors. To describe this kind of phenomena an Ising model on evolution networks was presented and used for consensus formation and separation of opinion groups in human population. In this model the state-holding probability p and selection-rewiring probability q were introduced. The influence of this mixed dynamics of spin flips and network rewiring on the ordering behavior of the model was investigated, p hinders ordering of opinion networks and q accelerates the dynamical process of networks. Influence of q on the ordering and separating stems from its effect on average path length of networks. 展开更多
关键词 opinion formation ising model evolution networks
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Leveraging Quantum Computing for the Ising Model to Simulate Two Real Systems: Magnetic Materials and Biological Neural Networks (BNNs)
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作者 David L. Cao Khoi Dinh 《Journal of Quantum Information Science》 2023年第3期138-155,共18页
Quantum computing is a field with increasing relevance as quantum hardware improves and more applications of quantum computing are discovered. In this paper, we demonstrate the feasibility of modeling Ising Model Hami... Quantum computing is a field with increasing relevance as quantum hardware improves and more applications of quantum computing are discovered. In this paper, we demonstrate the feasibility of modeling Ising Model Hamiltonians on the IBM quantum computer. We developed quantum circuits to simulate these systems more efficiently for both closed and open boundary Ising models, with and without perturbations. We tested these various geometries of systems in both 1-D and 2-D space to mimic two real systems: magnetic materials and biological neural networks (BNNs). Our quantum model is more efficient than classical computers, which can struggle to simulate large, complex systems of particles. 展开更多
关键词 ising Model Magnetic Material Biological Neural Network Quantum Computting International Business Machines (IBM)
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Synthesis of some three-qubit gates and their implementation in a three spins system coupled with Ising interaction 被引量:4
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作者 WEI HaiRui, DI YaoMin & WANG Yan School of Physics & Electronic Engineering, Xuzhou Normal University, Xuzhou 221116, China 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2010年第4期664-671,共8页
The synthesis of the Toffoli gate, Fredkin gate, three-qubit Inversion-on-equality gate and D(α) gate, as well as their implementation in a three spins system coupled with Ising interaction are investigated. The sequ... The synthesis of the Toffoli gate, Fredkin gate, three-qubit Inversion-on-equality gate and D(α) gate, as well as their implementation in a three spins system coupled with Ising interaction are investigated. The sequences of the control pulse and the drift process to implement these gates are given. It is revealed that the implementation of some three-qubit gates in a circular spin chain is much better than in a linear spin chain, and every two measurements of the quantum computation complexity are not always consistent. It is significant to directly study the implementation of the multi-qubit gates and even more complicated components of quantum information processing without resorting to their synthesis. 展开更多
关键词 three-qubit gate THREE SPINS SYSTEM ising INTERACTION the sequences of control pulses and drift processes
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Learning topological defects formation with neural networks in a quantum phase transition
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作者 Han-Qing Shi Hai-Qing Zhang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2024年第5期68-76,共9页
Neural networks possess formidable representational power,rendering them invaluable in solving complex quantum many-body systems.While they excel at analyzing static solutions,nonequilibrium processes,including critic... Neural networks possess formidable representational power,rendering them invaluable in solving complex quantum many-body systems.While they excel at analyzing static solutions,nonequilibrium processes,including critical dynamics during a quantum phase transition,pose a greater challenge for neural networks.To address this,we utilize neural networks and machine learning algorithms to investigate time evolutions,universal statistics,and correlations of topological defects in a one-dimensional transverse-field quantum Ising model.Specifically,our analysis involves computing the energy of the system during a quantum phase transition following a linear quench of the transverse magnetic field strength.The excitation energies satisfy a power-law relation to the quench rate,indicating a proportional relationship between the excitation energy and the kink numbers.Moreover,we establish a universal power-law relationship between the first three cumulants of the kink numbers and the quench rate,indicating a binomial distribution of the kinks.Finally,the normalized kink-kink correlations are also investigated and it is found that the numerical values are consistent with the analytic formula. 展开更多
关键词 neural networks machine learning transverse-field quantum ising model kibble-zurek mechanism
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Enhancement of Ising superconductivity in monolayer NbSe_(2) via surface fluorination
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作者 WU JiZheng SHI WuJun +3 位作者 WANG Chong DUAN WenHui XU Yong SI Chen 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2024年第7期2099-2106,共8页
Recently discovered Ising superconductors have garnered considerable interest due to their anomalously large in-plane upper critical fields(B_(c2)). However, the requisite strong spin-orbital coupling in the Ising pai... Recently discovered Ising superconductors have garnered considerable interest due to their anomalously large in-plane upper critical fields(B_(c2)). However, the requisite strong spin-orbital coupling in the Ising pairing mechanism generally renders these superconductors heavy-element dominant with notably low superconducting transition temperatures(Tc). Here, based on the Migdal-Eliashberg theory and the mean-field Bogoliubov-de Gennes Hamiltonian, we demonstrate a significant enhancement of Ising superconductivity in monolayer NbSe_(2) through surface fluorination, as evidenced by concomitant improvements in Tcand Bc_(2). This enhancement arises from three predominant factors. Firstly, fluorine atoms symmetrically and stably adhere to both sides of the monolayer NbSe_(2), thereby maintaining the out-of-plane mirror symmetry and locking carrier spins out-of-plane.Secondly, fluorination suppresses the charge density wave in monolayer NbSe_(2) and induces a van Hove singularity in the vicinity of the Fermi level, leading to a marked increase in the number of carriers and, consequently, strengthening the electron-phonon coupling(EPC). Lastly, the appearance of fluorine-related, low-frequency phonon modes further augments the EPC. Our findings suggest a promising avenue to elevate Tcin two-dimensional Ising superconductors without compromising their Ising pairing. 展开更多
关键词 ising superconductivity surface functionalization upper critical field NbSe_(2) first-principles calculations
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Comparative study on phase transition behaviors of fractional molecular field theory and random-site Ising model
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作者 刘婷玉 赵薇 +3 位作者 王涛 安小冬 卫来 黄以能 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第3期536-541,共6页
Fractional molecular field theory(FMFT)is a phenomenological theory that describes phase transitions in crystals with randomly distributed components,such as the relaxor-ferroelectrics and spin glasses.In order to ver... Fractional molecular field theory(FMFT)is a phenomenological theory that describes phase transitions in crystals with randomly distributed components,such as the relaxor-ferroelectrics and spin glasses.In order to verify the feasibility of this theory,this paper fits it to the Monte Carlo simulations of specific heat and susceptibility versus temperature of two-dimensional(2D)random-site Ising model(2D-RSIM).The results indicate that the FMFT deviates from the 2D-RSIM significantly.The main reason for the deviation is that the 2D-RSIM is a typical system of component random distribution,where the real order parameter is spatially heterogeneous and has no symmetry of space translation,but the basic assumption of FMFT means that the parameter is spatially uniform and has symmetry of space translation. 展开更多
关键词 phase transition molecular field theory ising model Monte Carlo
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相变与临界现象(Ⅱ)——Ising模型 被引量:6
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《物理学进展》 1981年第3期314-364,共51页
Ising模型是磁性系统的一个粗糙模拟。在正规晶格的每个格点位置上放一个“经典”的自旋,自旋方向可以向上或向下,习惯上我们用一个变量σ来表示自旋,σ可取±1。两个自旋σ1和σ2之间的相互作用能为-Jσ1σ2。当J>0时,所有自旋... Ising模型是磁性系统的一个粗糙模拟。在正规晶格的每个格点位置上放一个“经典”的自旋,自旋方向可以向上或向下,习惯上我们用一个变量σ来表示自旋,σ可取±1。两个自旋σ1和σ2之间的相互作用能为-Jσ1σ2。当J>0时,所有自旋都指向同一方向的位形,在能量上最低,我们称这个系统为铁磁性的。一维模型是Ising于1925年解决的,二维模型首先是Onsager于1944年所解,而三维模型至今未解出。 为了说明问题的复杂性,我们先自一维系统着手,然后再推导二维模型的解。 展开更多
关键词 相变 顶角 状态热力学变化 ising 对偶变换 自旋关联 临界现象 格点 互作用参数 位形 权重因子
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Compensation temperatures and hysteresis behaviors of a graphene-like trilayer
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作者 Ying An Ji Liang +2 位作者 Wei Wang Mei-mei Du Feng-ge Zhang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2024年第5期166-179,共14页
This work focuses on the ground-state phase diagram,the compensation temperatures and the critical behaviors of a ferrimagnetic graphene-like trilayer induced by crystal fields and exchange couplings.The simulation re... This work focuses on the ground-state phase diagram,the compensation temperatures and the critical behaviors of a ferrimagnetic graphene-like trilayer induced by crystal fields and exchange couplings.The simulation results show that a negative decrease in crystal field or an increase in exchange coupling can increase the critical temperature.More importantly,an M curve with double compensation temperatures can be observed,which is not predicted by the Neel theory.This remarkable compensation phenomenon has potential application value in the field of magnetic recording. 展开更多
关键词 graphene-like trilayer mixed-spin ising model MAGNETIZATION double compensation temperatures triple-loop hysteresis monte Carlo
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Solving the subset sum problem by the quantum Ising model with variational quantum optimization based on conditional values at risk
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作者 Qilin Zheng Miaomiao Yu +3 位作者 Pingyu Zhu Yan Wang Weihong Luo Ping Xu 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2024年第8期43-55,共13页
The subset sum problem is a combinatorial optimization problem,and its complexity belongs to the nondeterministic polynomial time complete(NP-Complete)class.This problem is widely used in encryption,planning or schedu... The subset sum problem is a combinatorial optimization problem,and its complexity belongs to the nondeterministic polynomial time complete(NP-Complete)class.This problem is widely used in encryption,planning or scheduling,and integer partitions.An accurate search algorithm with polynomial time complexity has not been found,which makes it challenging to be solved on classical computers.To effectively solve this problem,we translate it into the quantum Ising model and solve it with a variational quantum optimization method based on conditional values at risk.The proposed model needs only n qubits to encode 2ndimensional search space,which can effectively save the encoding quantum resources.The model inherits the advantages of variational quantum algorithms and can obtain good performance at shallow circuit depths while being robust to noise,and it is convenient to be deployed in the Noisy Intermediate Scale Quantum era.We investigate the effects of the scalability,the variational ansatz type,the variational depth,and noise on the model.Moreover,we also discuss the performance of the model under different conditional values at risk.Through computer simulation,the scale can reach more than nine qubits.By selecting the noise type,we construct simulators with different QVs and study the performance of the model with them.In addition,we deploy the model on a superconducting quantum computer of the Origin Quantum Technology Company and successfully solve the subset sum problem.This model provides a new perspective for solving the subset sum problem. 展开更多
关键词 subset sum problem quantum ising model conditional values at risk variational quantum optimization
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Simulations of the flipping images and microparameters of molecular orientations in liquids according to the molecule string model 被引量:3
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作者 王丽娜 赵兴宇 +1 位作者 张丽丽 黄以能 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第8期392-397,共6页
The relaxation dynamics of liquids is one of the fundamental problems in liquid physics, and it is also one of the key issues to understand the glass transition mechanism. It will undoubtedly provide enlightenment on ... The relaxation dynamics of liquids is one of the fundamental problems in liquid physics, and it is also one of the key issues to understand the glass transition mechanism. It will undoubtedly provide enlightenment on understanding and calculating the relaxation dynamics if the molecular orientation flipping images and relevant microparameters of liquids are studied. In this paper, we first give five microparameters to describe the individual molecular string (MS) relaxation based on the dynamical Hamiltonian of the MS model, and then simulate the images of individual MS ensemble, and at the same time calculate the parameters of the equilibrium state. The results show that the main molecular orientation flipping image in liquids (including supercooled liquid) is similar to the random walk. In addition, two pairs of the parameters are equal, and one can be ignored compared with the other. This conclusion will effectively reduce the difficulties in calculating the individual MS relaxation based on the single-molecule orientation flipping rate of the general Glauber type, and the computer simulation time of interaction MS relaxation. Moreover, the conclusion is of reference significance for solving and simulating the multi-state MS model. 展开更多
关键词 relaxation dynamics glass transition ising model molecular string
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Machine learning phase transitions of the three-dimensional Ising universality class 被引量:1
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作者 李笑冰 郭冉冉 +5 位作者 周宇 刘康宁 赵佳 龙芬 吴元芳 李治明 《Chinese Physics C》 SCIE CAS CSCD 2023年第3期138-145,共8页
Exploration of the QCD phase diagram and critical point is one of the main goals in current relativistic heavy-ion collisions.The QCD critical point is expected to belong to a three-dimensional(3D)Ising universality c... Exploration of the QCD phase diagram and critical point is one of the main goals in current relativistic heavy-ion collisions.The QCD critical point is expected to belong to a three-dimensional(3D)Ising universality class.Machine learning techniques are found to be powerful in distinguishing different phases of matter and provide a new way to study the phase diagram.We investigate phase transitions in the 3D cubic Ising model using supervised learning methods.It is found that a 3D convolutional neural network can be trained to effectively predict physical quantities in different spin configurations.With a uniform neural network architecture,it can encode phases of matter and identify both second-and first-order phase transitions.The important features that discriminate different phases in the classification processes are investigated.These findings can help study and understand QCD phase transitions in relativistic heavy-ion collisions. 展开更多
关键词 machine learning phase transition QCD critical point three-dimensional ising universality class
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A Survey on Parallel Computing and its Applications in Data-Parallel Problems Using GPU Architectures 被引量:5
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作者 Cristobal A.Navarro Nancy Hitschfeld-Kahler Luis Mateu 《Communications in Computational Physics》 SCIE 2014年第2期285-329,共45页
Parallel computing has become an important subject in the field of computer science and has proven to be critical when researching high performance solutions.The evolution of computer architectures(multi-core and many... Parallel computing has become an important subject in the field of computer science and has proven to be critical when researching high performance solutions.The evolution of computer architectures(multi-core and many-core)towards a higher number of cores can only confirm that parallelism is the method of choice for speeding up an algorithm.In the last decade,the graphics processing unit,or GPU,has gained an important place in the field of high performance computing(HPC)because of its low cost and massive parallel processing power.Super-computing has become,for the first time,available to anyone at the price of a desktop computer.In this paper,we survey the concept of parallel computing and especially GPU computing.Achieving efficient parallel algorithms for the GPU is not a trivial task,there are several technical restrictions that must be satisfied in order to achieve the expected performance.Some of these limitations are consequences of the underlying architecture of the GPU and the theoretical models behind it.Our goal is to present a set of theoretical and technical concepts that are often required to understand the GPU and its massive parallelism model.In particular,we show how this new technology can help the field of computational physics,especially when the problem is data-parallel.We present four examples of computational physics problems;n-body,collision detection,Potts model and cellular automata simulations.These examples well represent the kind of problems that are suitable for GPU computing.By understanding the GPU architecture and its massive parallelism programming model,one can overcome many of the technical limitations found along the way,design better GPU-based algorithms for computational physics problems and achieve speedups that can reach up to two orders of magnitude when compared to sequential implementations. 展开更多
关键词 GPU computing parallel computing computing models algorithms data parallel massive parallelism Potts model ising Model collision detection N-BODY Cellular Automata.
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Ground-State Phase Diagram of Transverse Spin-2 Ising Model with Longitudinal Crystal-Field 被引量:5
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作者 ZHAO Jie WEI Guo-Zhu XU Xing-Guang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第4期749-753,共5页
The transverse spin-2 Ising ferromagnetic model with a longitudinal crystal-field is studied within the mean-field theory based on Bogoliubov inequality for the Gibbs free energy. The ground-state phase diagram and th... The transverse spin-2 Ising ferromagnetic model with a longitudinal crystal-field is studied within the mean-field theory based on Bogoliubov inequality for the Gibbs free energy. The ground-state phase diagram and the tricritical point are obtained in the transverse field Ω/ zJ-longitudinal crystal D / zJ field plane. We find that there are the first order-order phase transitions in a very small range of D /zJ besides the usual first order-disorder phase transitions and the second order-disorder phase transitions, 展开更多
关键词 transverse spin-2 ising model longitudinal crystal field ground state phase diagram first orderorder phase transition
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DOUBLE FLIP MOVE FOR ISING MODELS WITH MIXED BOUNDARY CONDITIONS
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作者 Lexing Ying 《Journal of Computational Mathematics》 SCIE CSCD 2023年第5期1003-1016,共14页
This note introduces the double flip move to accelerate the Swendsen-Wang algorithm for Ising models with mixed boundary conditions below the critical temperature.The double flip move consists of a geometric flip of t... This note introduces the double flip move to accelerate the Swendsen-Wang algorithm for Ising models with mixed boundary conditions below the critical temperature.The double flip move consists of a geometric flip of the spin lattice followed by a spin value flip.Both symmetric and approximately symmetric models are considered.We prove the detailed balance of the double flip move and demonstrate its empirical efficiency in mixing. 展开更多
关键词 ising model Mixed boundary condition Swendsen-Wang algorithm
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Optical experimental solution for the multiway number partitioning problem and its application to computing power scheduling
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作者 Jingwei Wen Zhenming Wang +7 位作者 Zhiguo Huang Dunbo Cai Bingjie Jia Chongyu Cao Yin Ma Hai Wei Kai Wen Ling Qian 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2023年第9期15-22,共8页
Quantum computing is an emerging technology that is expected to realize an exponential increase in computing power. Recently,its theoretical foundation and application scenarios have been extensively researched and ex... Quantum computing is an emerging technology that is expected to realize an exponential increase in computing power. Recently,its theoretical foundation and application scenarios have been extensively researched and explored. In this work, we propose efficient quantum algorithms suitable for solving computing power scheduling problems in the cloud-rendering domain, which can be viewed mathematically as a generalized form of a typical NP-complete problem, i.e., a multiway number partitioning problem.In our algorithm, the matching pattern between tasks and computing resources with the shortest completion time or optimal load balancing is encoded into the ground state of the Hamiltonian;it is then solved using the optical coherent Ising machine, a practical quantum computing device with at least 100 qubits. The experimental results show that the proposed quantum scheme can achieve significant acceleration and save 97% of the time required to solve combinatorial optimization problems compared with classical algorithms. This demonstrates the computational advantages of optical quantum devices in solving combinatorial optimization problems. Our algorithmic and experimental work will advance the utilization of quantum computers to solve specific NP problems and will broaden the range of possible applications. 展开更多
关键词 quantum algorithm coherent ising machine multiway number partitioning problem
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ANNEALED IMPORTANCE SAMPLING FOR ISING MODELS WITH MIXED BOUNDARY CONDITIONS
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作者 Lexing Ying 《Journal of Computational Mathematics》 SCIE CSCD 2023年第3期542-550,共9页
This note introduces a method for sampling Ising models with mixed boundary conditions.As an application of annealed importance sampling and the Swendsen-Wang algorithm,the method adopts a sequence of intermediate dis... This note introduces a method for sampling Ising models with mixed boundary conditions.As an application of annealed importance sampling and the Swendsen-Wang algorithm,the method adopts a sequence of intermediate distributions that keeps the temperature fixed but turns on the boundary condition gradually.The numerical results show that the variance of the sample weights is relatively small. 展开更多
关键词 ising model Annealed importance sampling Swendsen-Wang algorithm
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