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Model-Free Deep Recurrent Q-Network Reinforcement Learning for Quantum Circuit Architectures Design 用于量子电路结构设计的无模型深度递归Q网络强化学习
Q2 Physics and Astronomy Pub Date : 2022-09-21 DOI: 10.3390/quantum4040027
T. Sogabe, Tomoaki Kimura, Chih-Chieh Chen, Kodai Shiba, Nobuhiro Kasahara, Masaru Sogabe, K. Sakamoto
Artificial intelligence (AI) technology leads to new insights into the manipulation of quantum systems in the Noisy Intermediate-Scale Quantum (NISQ) era. Classical agent-based artificial intelligence algorithms provide a framework for the design or control of quantum systems. Traditional reinforcement learning methods are designed for the Markov Decision Process (MDP) and, hence, have difficulty in dealing with partially observable or quantum observable decision processes. Due to the difficulty of building or inferring a model of a specified quantum system, a model-free-based control approach is more practical and feasible than its counterpart of a model-based approach. In this work, we apply a model-free deep recurrent Q-network (DRQN) reinforcement learning method for qubit-based quantum circuit architecture design problems. This paper is the first attempt to solve the quantum circuit design problem from the recurrent reinforcement learning algorithm, while using discrete policy. Simulation results suggest that our long short-term memory (LSTM)-based DRQN method is able to learn quantum circuits for entangled Bell–Greenberger–Horne–Zeilinger (Bell–GHZ) states. However, since we also observe unstable learning curves in experiments, suggesting that the DRQN could be a promising method for AI-based quantum circuit design application, more investigation on the stability issue would be required.
人工智能(AI)技术为噪声中尺度量子(NISQ)时代的量子系统操纵带来了新的见解。经典的基于智能体的人工智能算法为量子系统的设计或控制提供了一个框架。传统的强化学习方法是为马尔可夫决策过程(MDP)设计的,因此难以处理部分可观测或量子可观测的决策过程。由于建立或推断特定量子系统模型的困难,基于模型的无模型控制方法比基于模型的方法更实用和可行。在这项工作中,我们将一种无模型的深度递归Q网络(DRQN)强化学习方法应用于基于量子位的量子电路架构设计问题。本文首次尝试从递归强化学习算法出发,利用离散策略来解决量子电路设计问题。仿真结果表明,我们基于长短期记忆(LSTM)的DRQN方法能够学习纠缠Bell–Greenberger–Horne–Zeilinger(Bell–GHZ)态的量子电路。然而,由于我们在实验中也观察到了不稳定的学习曲线,这表明DRQN可能是一种很有前途的基于人工智能的量子电路设计应用方法,因此需要对稳定性问题进行更多的研究。
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引用次数: 2
Cyclic Six-Atomic Boron-Nitrides: Quantum-Chemical Consideration by Ab Initio CCSD(T) Method 循环六原子氮化硼:Ab Initio CCSD(T)方法的量子化学思考
Q2 Physics and Astronomy Pub Date : 2022-09-16 DOI: 10.3390/quantum4030025
D. Chachkov, O. Mikhailov
By means of the CCSD(T)/6-311++G(df,p) and G4 quantum-chemical calculation methods, the calculation of the molecular and electronic structures of boron–nitrogen compounds having the B3N3 composition was carried out and its results were discussed. It was noted that seven isomeric forms with different space structures can exist; wherein, the most stable form is a distorted flat hexagon with alternating B and N atoms, with both B and N atoms forming regular triangles, but with different side lengths. The values of geometric parameters of molecular structures in each of these compounds are presented. Also, the key thermodynamic parameters of formation (enthalpy ΔfH0, entropy S0, Gibbs’ energy ΔfG0) and relative total energies of these compounds are calculated.
利用CCSD(T)/6-311++G(df,p)和G4量子化学计算方法,对B3N3组成的硼氮化合物的分子和电子结构进行了计算,并对计算结果进行了讨论。有人指出,可以存在具有不同空间结构的七种异构形式;其中,最稳定的形式是具有交替的B原子和N原子的扭曲的平六边形,其中B原子和N原子都形成正三角形,但具有不同的边长。给出了每种化合物分子结构的几何参数值。此外,还计算了这些化合物形成的关键热力学参数(焓ΔfH0、熵S0、吉布斯能ΔfG0)和相对总能量。
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引用次数: 0
Simultaneity and Time Reversal in Quantum Mechanics in Relation to Proper Time 量子力学中与固有时相关的同时性和时间反转
Q2 Physics and Astronomy Pub Date : 2022-09-08 DOI: 10.3390/quantum4030023
S. Yasmineh
In Newtonian physics, the equation of motion is invariant when the direction of time () is flipped. However, in quantum physics, flipping the direction of time changes the sign of the Schrödinger equation. An anti-unitary operator is needed to restore time reversal in quantum physics, but this is at the cost of not having a consistent definition of time reversal applicable to all fundamental theories. On the other hand, a quantum system composed of a pair of entangled particles behaves in such a manner that when the state of one particle is measured, the second particle ‘simultaneously’ acquires a determinate state. A notion of absolute simultaneity seems to be inferred by quantum mechanics, even though it is forbidden by the postulates of relativity. We aim to point out that the above two problems can be overcome if the wavefunction is defined with respect to proper time, which in fact is the real physical time instead of ordinary time.
在牛顿物理学中,当时间()的方向翻转时,运动方程是不变的。然而,在量子物理学中,翻转时间的方向会改变薛定谔方程的符号。在量子物理学中,需要一个反酉算子来恢复时间反转,但这是以没有适用于所有基本理论的时间反转的一致定义为代价的。另一方面,由一对纠缠粒子组成的量子系统的行为方式是,当测量一个粒子的状态时,第二个粒子“同时”获得确定状态。绝对同时性的概念似乎是由量子力学推断出来的,尽管它被相对论的公设所禁止。我们的目的是指出,如果波函数是关于适当的时间定义的,则可以克服上述两个问题,而适当的时间实际上是真实的物理时间,而不是普通时间。
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引用次数: 0
An Overview of Basis Set Effects for Diatomic Boron Nitride Compounds (B2N(∓,0)): A Quantum Symmetry Breaking 双原子氮化硼化合物(B2N(∓,0))的基集效应综述:量子对称性破缺
Q2 Physics and Astronomy Pub Date : 2022-09-08 DOI: 10.3390/quantum4030024
M. Monajjemi, Fatemeh Mollaamin, Neda Samiei Soofi
The symmetry breaking (SB) of B2 not only exhibits an energy barrier for ionic or neutral forms dependent on various basis sets but it also exhibits a few SBs due to the asymmetry stretching and bending mode interactions. SB obeys the mechanical quantum theorem among discrete symmetries and their connection to the spin statistics in physical sciences. In this investigation, the unusual amount of energy barrier of SBs appeared upon the orbit–orbit coupling of BNB (both radical and ions) between transition states and the ground state. Our goal in this study is to understand the difference among the electromagnetic structures of the (B2N(∓,0)) variants due to effects of various basis sets and methods and also the quantum symmetry breaking phenomenon. In the D∞h point group of (B2N(∓,0)) variants, the unpaired electron is delocalized, while in the asymmetric C∞v point group, it is localized on either one of the B atoms. Structures with broken symmetry, C∞v, can be stable by interacting with the D∞h point group. In viewpoints of quantum chemistry, the second-order Jahn–Teller effect permits the unpaired electron to localize on boron atom, rather than being delocalized. In this study, we observed that the energy barrier of SB for BNB increases by post HF methods.
B2的对称破缺(SB)不仅表现出依赖于不同基集的离子或中性形态的能量势垒,而且由于不对称的拉伸和弯曲模式相互作用,它还表现出一些SBs。在物理科学中,离散对称性遵循力学量子定理及其与自旋统计的联系。在本研究中,在过渡态和基态之间的BNB(包括自由基和离子)的轨道-轨道耦合中,SBs的能量势垒出现了异常的量。我们在这项研究中的目标是了解由于各种基集和方法以及量子对称性破缺现象的影响而导致的(B2N(+,0))变异体的电磁结构之间的差异。在(B2N(+,0))变异体的D∞h点群中,未配对电子是离域的,而在不对称的C∞v点群中,它是定域在任意一个B原子上的。对称破缺C∞v的结构可以通过与D∞h点群相互作用而稳定。从量子化学的观点来看,二阶扬-泰勒效应允许未配对电子在硼原子上定域,而不是离域。在这项研究中,我们观察到通过HF后方法SB对BNB的能垒增加。
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引用次数: 1
Simple and Rigorous Proof Method for the Security of Practical Quantum Key Distribution in the Single-Qubit Regime Using Mismatched Basis Measurements 基于不匹配基测量的单量子位实际量子密钥分发安全性的简单严格证明方法
Q2 Physics and Astronomy Pub Date : 2022-08-29 DOI: 10.3390/quantum5010005
Michel Boyer, G. Brassard, N. Godbout, R. Liss, S. Virally
Quantum key distribution (QKD) protocols aim at allowing two parties to generate a secret shared key. While many QKD protocols have been proven unconditionally secure in theory, practical security analyses of experimental QKD implementations typically do not take into account all possible loopholes, and practical devices are still not fully characterized for obtaining tight and realistic key rates. We present a simple method of computing secure key rates for any practical implementation of discrete-variable QKD (which can also apply to measurement-device-independent QKD), initially in the single-qubit lossless regime, and we rigorously prove its unconditional security against any possible attack. We hope our method becomes one of the standard tools used for analysing, benchmarking, and standardizing all practical realizations of QKD.
量子密钥分发(QKD)协议旨在允许双方生成一个秘密共享密钥。虽然许多QKD协议在理论上已经被证明是无条件安全的,但实验性QKD实现的实际安全分析通常没有考虑所有可能的漏洞,并且实际设备仍然没有完全表征为获得紧凑和现实的密钥速率。我们提出了一种简单的方法来计算离散变量QKD(也可以应用于测量设备无关的QKD)的任何实际实现的安全密钥率,最初是在单量子位无损机制下,我们严格证明了它对任何可能的攻击的无条件安全性。我们希望我们的方法成为用于分析、基准测试和标准化QKD所有实际实现的标准工具之一。
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引用次数: 1
Kupczynski’s Contextual Locally Causal Probabilistic Models Are Constrained by Bell’s Theorem Kupczynski上下文局部因果概率模型受Bell定理约束
Q2 Physics and Astronomy Pub Date : 2022-08-21 DOI: 10.3390/quantum5020032
Richard D. Gill, J. P. Lambare
In a sequence of papers, Marian Kupczynski has argued that Bell’s theorem can be circumvented if one takes correct account of contextual setting-dependent parameters describing measuring instruments. We show that this is not true. Despite first appearances, Kupczynksi’s concept of a contextual locally causal probabilistic model is mathematically a special case of a Bell local hidden variables model. Thus, even if one takes account of contextuality in the way he suggests, the Bell–CHSH inequality can still be derived. Violation thereof by quantum mechanics cannot be easily explained away: quantum mechanics and local realism (including Kupczynski’s claimed enlargement of the concept) are not compatible with one another. Further inspection shows that Kupczynski is actually falling back on the detection loophole. Since 2015, numerous loophole-free experiments have been performed, in which the Bell–CHSH inequality is violated, so, despite any other possible imperfections of such experiments, Kupczynski’s escape route for local realism is not available.
在一系列论文中,Marian Kupczynski认为,如果正确考虑描述测量仪器的上下文设置相关参数,就可以绕过贝尔定理。我们证明这不是真的。尽管首次出现,Kupczynksi的上下文局部因果概率模型的概念在数学上是Bell局部隐变量模型的特例。因此,即使按照他的建议考虑了情境性,Bell–CHSH不等式仍然可以推导出来。量子力学违反了这一点,这一点很难解释:量子力学和局部实在论(包括库普钦斯基声称的对概念的扩大)是不兼容的。进一步的检查表明,库普钦斯基实际上是在利用检测漏洞。自2015年以来,已经进行了许多无漏洞的实验,其中违反了Bell–CHSH不等式,因此,尽管这些实验有任何其他可能的缺陷,Kupczynski的局部现实主义逃生路线是不可用的。
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引用次数: 3
Integral Quantization for the Discrete Cylinder 离散圆柱的积分量化
Q2 Physics and Astronomy Pub Date : 2022-08-19 DOI: 10.3390/quantum4040026
J. Gazeau, R. Murenzi
Covariant integral quantizations are based on the resolution of the identity by continuous or discrete families of normalized positive operator valued measures (POVM), which have appealing probabilistic content and which transform in a covariant way. One of their advantages is their ability to circumvent problems due to the presence of singularities in the classical models. In this paper, we implement covariant integral quantizations for systems whose phase space is Z×S1, i.e., for systems moving on the circle. The symmetry group of this phase space is the discrete & compact version of the Weyl–Heisenberg group, namely the central extension of the abelian group Z×SO(2). In this regard, the phase space is viewed as the right coset of the group with its center. The non-trivial unitary irreducible representation of this group, as acting on L2(S1), is square integrable on the phase space. We show how to derive corresponding covariant integral quantizations from (weight) functions on the phase space and resulting resolution of the identity. As particular cases of the latter we recover quantizations with de Bièvre-del Olmo–Gonzales and Kowalski–Rembielevski–Papaloucas coherent states on the circle. Another straightforward outcome of our approach is the Mukunda Wigner transform. We also look at the specific cases of coherent states built from shifted gaussians, Von Mises, Poisson, and Fejér kernels. Applications to stellar representations are in progress.
协变积分量化是基于正则化正算子值测度(POVM)的连续或离散族对恒等的解析,POVM具有吸引人的概率内容,并以协变方式变换。它们的优点之一是能够避免由于经典模型中存在奇点而引起的问题。本文对相空间为Z×S1的系统,即在圆上运动的系统,实现了协变积分量子化。该相空间的对称群是Weyl-Heisenberg群的离散紧化版本,即阿贝尔群的中心扩展Z×SO(2)。在这方面,相空间被视为具有其中心的群的右傍集。这个群的非平凡酉不可约表示作用于L2(S1),在相空间上是平方可积的。我们展示了如何从相空间上的(权)函数推导出相应的协变积分量子化,并由此得到恒等的解析。作为后者的特殊情况,我们用de bi -del Olmo-Gonzales和Kowalski-Rembielevski-Papaloucas在圆上的相干态恢复量子化。我们的方法的另一个直接结果是穆昆达维格纳变换。我们还研究了由移位高斯、冯·米塞斯、泊松和费杰迈尔核构建的相干态的具体情况。恒星表示的应用正在进行中。
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引用次数: 4
The Laplace Method for Energy Eigenvalue Problems in Quantum Mechanics 量子力学中能量本征值问题的拉普拉斯方法
Q2 Physics and Astronomy Pub Date : 2022-08-15 DOI: 10.3390/quantum5020024
J. Canfield, A. Galler, J. Freericks
Quantum mechanics has about a dozen exactly solvable potentials. Normally, the time-independent Schrödinger equation for them is solved by using a generalized series solution for the bound states (using the Fröbenius method) and then an analytic continuation for the continuum states (if present). In this work, we present an alternative way to solve these problems, based on the Laplace method. This technique uses a similar procedure for the bound states and for the continuum states. It was originally used by Schrödinger when he solved the wave functions of hydrogen. Dirac advocated using this method too. We discuss why it is a powerful approach to solve all problems whose wave functions are represented in terms of confluent hypergeometric functions, especially for the continuum solutions, which can be determined by an easy-to-program contour integral.
量子力学大约有十几个完全可解的势。通常,它们的时间无关的薛定谔方程是通过使用束缚态的广义级数解(使用Fröbenius方法)和连续态的解析延拓(如果存在)来求解的。在这项工作中,我们提出了一种解决这些问题的替代方法,基于拉普拉斯方法。该技术对束缚态和连续态使用了类似的过程。它最初是薛定谔在求解氢的波函数时使用的。狄拉克也提倡使用这种方法。我们讨论了为什么它是一种强大的方法来解决所有波函数用合流超几何函数表示的问题,特别是对于连续体解,它可以通过易于编程的轮廓积分来确定。
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引用次数: 0
Schrödinger Equation with Geometric Constraints and Position-Dependent Mass: Linked Fractional Calculus Models 具有几何约束和位置相关质量的Schrödinger方程:连接分数微积分模型
Q2 Physics and Astronomy Pub Date : 2022-08-14 DOI: 10.3390/quantum4030021
E. Lenzi, L. R. Evangelista, H. V. Ribeiro, R. Magin
We investigate the solutions of a two-dimensional Schrödinger equation in the presence of geometric constraints, represented by a backbone structure with branches, by taking a position-dependent effective mass for each direction into account. We use Green’s function approach to obtain the solutions, which are given in terms of stretched exponential functions. The results can be linked to the properties of the system and show anomalous spreading for the wave packet. We also analyze the interplay between the backbone structure with branches constraining the different directions and the effective mass. In particular, we show how a fractional Schrödinger equation emerges from this scenario.
我们通过考虑每个方向的位置相关有效质量,研究了在几何约束存在下二维Schrödinger方程的解,该方程由带分支的骨干结构表示。我们用格林函数的方法得到了用拉伸指数函数给出的解。结果可以与系统的性质联系起来,并显示出波包的异常扩展。我们还分析了带分支约束不同方向的主干结构与有效质量之间的相互作用。特别地,我们将展示分数阶Schrödinger方程是如何从这个场景中出现的。
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引用次数: 2
Electromagnetic Signatures of Possible Charge Anomalies in Tunneling 隧道施工中可能电荷异常的电磁特征
Q2 Physics and Astronomy Pub Date : 2022-08-11 DOI: 10.3390/quantum4030020
F. Minotti, G. Modanese
We reconsider some well-known tunneling processes from the point of view of Aharonov-Bohm electrodynamics, a unique extension of Maxwell’s theory which admits charge-current sources that are not locally conserved. In particular we are interested into tunneling phenomena having relatively long range (otherwise the non-Maxwellian effects become irrelevant, especially at high frequency) and involving macroscopic wavefunctions and coherent matter, for which it makes sense to evaluate the classical e.m. field generated by the tunneling particles. For some condensed-matter systems, admitting discontinuities in the probability current is a possible way of formulating phenomenological models. In such cases, the Aharonov-Bohm theory offers a logically consistent approach and allows to derive observable consequences. Typical e.m. signatures of the failure of local conservation are at high frequency the generation of a longitudinal electric radiation field, and at low frequency a small effect of “missing” magnetic field. Possible causes of this failure are instant tunneling and phase slips in superconductors. For macroscopic quantum systems in which the phase-number uncertainty relation ΔNΔφ∼1 applies, the expectation value of the anomalous source I=∂tρ+∇·j has quantum fluctuations, thus becoming a random source of weak non-Maxwellian fields.
我们从Aharonov-Bohm电动力学的角度重新考虑一些著名的隧道过程,这是麦克斯韦理论的一个独特扩展,它承认非局部守恒的电荷电流源。我们特别感兴趣的是隧道现象具有相对较长的范围(否则非麦克斯韦效应变得无关紧要,特别是在高频下),涉及宏观波函数和相干物质,因此有意义评估由隧道粒子产生的经典电磁场。对于某些凝聚态系统,在概率流中承认不连续是表述现象学模型的一种可能方法。在这种情况下,Aharonov-Bohm理论提供了一种逻辑上一致的方法,并允许得出可观察的结果。局部守恒失效的典型电磁特征是在高频时产生纵向电辐射场,在低频时产生“缺失”磁场的小影响。这种故障的可能原因是超导体中的瞬时隧穿和相滑移。对于相数不确定性关系ΔNΔφ ~ 1适用的宏观量子系统,异常源I=∂ρ+∇·j的期望值具有量子涨落,从而成为弱非麦克斯韦场的随机源。
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引用次数: 1
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Quantum Reports
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