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Quantum Machine Learning 量子机器学习
Pub Date : 2021-01-01 DOI: 10.1007/978-1-4842-6522-2_5
M. Schuld, Francesco Petruccione
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引用次数: 2
Neither Incomplete nor Non-Local, Just Entangled 既不是不完全也不是非局部,只是纠缠
Pub Date : 2021-01-01 DOI: 10.4236/jqis.2021.114012
Franz Kohl
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引用次数: 0
Index 指数
Pub Date : 2021-01-01 DOI: 10.1016/b978-0-12-821982-9.20001-4
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引用次数: 0
A New Path to Create Solutions for Quantum Annealing Problems 量子退火问题求解的新途径
Pub Date : 2021-01-01 DOI: 10.4236/jqis.2021.113009
Jose Luis Hevia, Ezequiel Murina, G. Peterssen, M. Piattini
Quantum computing has already become a technology to be used by large companies in finance, distribution, health care, chemistry, etc. Among the different approaches, quantum annealing is one of the most promising in the short term. However, software development platforms do not offer user-friendly interfaces for the definition of annealing problems. In this paper we present a solution to this problem: QPath’s Annealer Compositor that facilitates the definition and execution of annealing algorithms in either quantum annealing or digital annealing computers. An example based on a nurse work schedule is used for illustrating this special interface.
量子计算已经成为金融、分销、医疗保健、化学等大公司使用的一项技术。在不同的方法中,量子退火是短期内最有前途的方法之一。然而,软件开发平台并没有为退火问题的定义提供用户友好的界面。在本文中,我们提出了一个解决这个问题的方法:QPath的退火合成器,它便于在量子退火或数字退火计算机中定义和执行退火算法。以护士工作时间表为例,说明了这个特殊的界面。
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引用次数: 1
Wittgenstein’s Picture Theory in the Quantum Mechanical Worldview 量子力学世界观中的维特根斯坦的图像理论
Pub Date : 2020-11-02 DOI: 10.4236/jqis.2020.104007
S. Ishikawa
Recently we proposed the linguistic Copenhagen interpretation (or, quantum language), which has a great power to describe both classical and quantum systems. Thus we think that quantum language can be viewed as the language of science. Therefore, it makes sense to study, from the quantum linguistic point of view, Wittgenstein’s picture theory, since he must have wanted to create a language of science. In this paper, we show that the proposition that Wittgenstein studied in his book “Tractatus Logico-Philosophicus” can be regarded as a binary projective measurement in classical quantum language. And thus, we conclude that Wittgenstein’s language (i.e., the language that he supposed in his book) is realized by classical quantum language. Hence, now we can fully understand Wittgenstein’s picture theory since the reason his book is incomprehensible is that he did not define his language.
最近,我们提出了语言哥本哈根解释(或量子语言),它具有描述经典系统和量子系统的强大功能。因此,我们认为量子语言可以被视为科学的语言。因此,从量子语言学的角度来看,研究维特根斯坦的图像理论是有意义的,因为他一定想要创造一种科学语言。本文证明了维特根斯坦在其著作《逻辑哲学论》中所研究的命题可以被看作是经典量子语言中的二元投影测量。因此,我们得出结论,维特根斯坦的语言(即他在书中假设的语言)是由经典量子语言实现的。因此,现在我们可以完全理解维特根斯坦的图像理论,因为他的书之所以难以理解,是因为他没有定义他的语言。
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引用次数: 2
In Praise and in Criticism of the Model of Continuous Spontaneous Localization of the Wave-Function 波函数连续自发局部化模型的褒贬
Pub Date : 2020-10-06 DOI: 10.4236/JQIS.2020.104006
Sofia D. Wechsler
Different attempts to solve the measurement problem of the quantum mechanics (QM) by denying the collapse principle, and replacing it with changes in the quantum formalism, failed because the changes in the formalism lead to contradictions with QM predictions. To the difference, Ghirardi, Rimini and Weber took the collapse as a real phenomenon, and proposed a calculus by which the wave-function should undergo a sudden localization. Later on, Ghirardi, Pearle and Rimini came with a change of this calculus into the CSL (continuous spontaneous localization) model of collapse. Both these proposals rely on the experimental fact that the reduction of the wave-function occurs when the microscopic system encounters a macroscopic object and involves a big amount of its particles. Both of them also change the quantum formalism by introducing in the Schrodinger equation additional terms with noisy behavior. However, these terms have practically no influence as long as the studied system contains only one or a few components. Only when the amount of components is very big, these terms become significant and lead to the reduction of the wave-function to one of its components. The present work has two purposes: 1) proving that the collapse postulate is unavoidable; 2) applying the CSL model to the process in a detector and showing step by step the modification of the wave-function, until reduction. As a side detail, it is argued here that the noise cannot originate in some classical field, contrary to the thought/hope of some physicists, because no classical field is tailored by the wave-functions of entanglements.
通过否认坍缩原理并用量子形式的变化来代替它来解决量子力学(QM)的测量问题的不同尝试都失败了,因为形式的变化导致了与QM预测的矛盾。不同的是,Ghirardi、Rimini和Weber将坍塌视为一种真实现象,并提出了一种使波函数发生突然局部化的微积分。后来,Ghirardi、Pearle和Rimini将这种演算转变为CSL(连续自发定位)崩溃模型。这两个建议都依赖于实验事实,即当微观系统遇到宏观物体并涉及大量粒子时,波函数就会减少。它们还通过在薛定谔方程中引入具有噪声行为的附加项来改变量子形式。然而,只要所研究的系统仅包含一个或几个组件,这些术语实际上就没有影响。只有当分量的数量非常大时,这些项才会变得重要,并导致波函数减少到它的一个分量。本工作有两个目的:1)证明坍塌假设是不可避免的;2) 将CSL模型应用于检测器中的过程,并逐步显示波函数的修改,直到减少。作为一个次要的细节,这里认为噪声不可能起源于某个经典场,这与一些物理学家的想法/希望相反,因为没有一个经典场是由纠缠的波函数定制的。
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引用次数: 6
Practical Meta-Reinforcement Learning of Evolutionary Strategy with Quantum Neural Networks for Stock Trading 基于量子神经网络的股票交易进化策略的元强化学习
Pub Date : 2020-09-02 DOI: 10.4236/jqis.2020.103005
Erik Sorensen, Wei Hu
We show the practicality of two existing meta-learning algorithms Model- Agnostic Meta-Learning and Fast Context Adaptation Via Meta-learning using an evolutionary strategy for parameter optimization, as well as propose two novel quantum adaptations of those algorithms using continuous quantum neural networks, for learning to trade portfolios of stocks on the stock market. The goal of meta-learning is to train a model on a variety of tasks, such that it can solve new learning tasks using only a small number of training samples. In our classical approach, we trained our meta-learning models on a variety of portfolios that contained 5 randomly sampled Consumer Cyclical stocks from a pool of 60. In our quantum approach, we trained our quantum meta-learning models on a simulated quantum computer with portfolios containing 2 randomly sampled Consumer Cyclical stocks. Our findings suggest that both classical models could learn a new portfolio with 0.01% of the number of training samples to learn the original portfolios and can achieve a comparable performance within 0.1% Return on Investment of the Buy and Hold strategy. We also show that our much smaller quantum meta-learned models with only 60 model parameters and 25 training epochs have a similar learning pattern to our much larger classical meta-learned models that have over 250,000 model parameters and 2500 training epochs. Given these findings, we also discuss the benefits of scaling up our experiments from a simulated quantum computer to a real quantum computer. To the best of our knowledge, we are the first to apply the ideas of both classical meta-learning as well as quantum meta-learning to enhance stock trading.
我们展示了两种现有元学习算法Model的实用性——不可知元学习和通过元学习使用进化策略进行参数优化的快速上下文自适应,并使用连续量子神经网络对这些算法提出了两种新的量子自适应,用于学习在股市上交易股票组合。元学习的目标是在各种任务上训练模型,这样它就可以只使用少量的训练样本来解决新的学习任务。在我们的经典方法中,我们在各种投资组合上训练了我们的元学习模型,这些投资组合包含60只随机抽样的消费周期性股票。在我们的量子方法中,我们在模拟量子计算机上训练了我们的量子元学习模型,该计算机的投资组合包含2只随机抽样的消费周期性股票。我们的研究结果表明,两个经典模型都可以用0.01%的训练样本数量来学习新的投资组合,以学习原始投资组合,并且可以在买入和持有策略的0.1%投资回报率内实现可比的性能。我们还表明,我们的量子元学习模型只有60个模型参数和25个训练时期,其学习模式与我们的经典元学习模型相似,后者有超过250000个模型参数,2500个训练时期。鉴于这些发现,我们还讨论了将实验从模拟量子计算机扩展到真实量子计算机的好处。据我们所知,我们是第一个将经典元学习和量子元学习的思想应用于股票交易的人。
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引用次数: 1
Investigation of Quantum Entanglement through a Trapped Three Level Ion Accompanied with Beyond Lamb-Dicke Regime 超兰姆-迪克态下三能级离子阱的量子纠缠研究
Pub Date : 2020-04-24 DOI: 10.4236/jqis.2020.102003
Rasim Dermez
In this study, our goal is to obtain the entanglement dynamics of trapped three-level ion interaction two laser beams in beyond Lamb-Dicke parameters. Three values of LDP, η=0.09, η=0.2 and η=0.3 are given. We used the concurrence and the negativity to measure the amount of quantum entanglement created in the system. The interacting trapped ion led to the formation of phonons as a result of the coupling. In two quantum systems (ion-phonons), analytical formulas describing both these measurements are constructed. These formulas and probability coefficients include first order terms of final state vector. We report that long survival time of entanglement can be provided with two quantum measures. Negativity and concurrence maximum values are obtained N = 0.553 and for LDP = 0.3. As a similar, the other two values of LDP are determined and taken into account throughout this paper. For a more detailed understanding of entanglement measurement results, “contour plot” was preferred in Mathematica 8.
在本研究中,我们的目标是获得在超过Lamb-Dicke参数下捕获的三能级离子相互作用的两个激光束的纠缠动力学。给出了LDP的三个值,η=0.09,η=0.2和η=0.3。我们使用同时性和负性来测量系统中产生的量子纠缠量。相互作用的捕获离子导致了声子的形成,这是耦合的结果。在两个量子系统(离子声子)中,构造了描述这两种测量的分析公式。这些公式和概率系数包括最终状态向量的一阶项。我们报道了纠缠的长生存时间可以通过两种量子度量来提供。获得负性和并发性的最大值N=0.553,LDP=0.3。与此类似,本文确定并考虑了LDP的其他两个值。为了更详细地了解纠缠测量结果,Mathematica 8中首选“等高线图”。
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引用次数: 1
Ehrenfest Approach to the Adiabatic Invariants and Calculation of the Intervals of Time Entering the Energy Emission Process in Simple Quantum Systems 简单量子系统绝热不变量的Ehrenfest方法和进入能量发射过程的时间间隔的计算
Pub Date : 2020-03-30 DOI: 10.4236/jqis.2020.101001
S. Olszewski
In the first step, the Ehrenfest reasoning concerning the adiabatic invariance of the angular orbital momentum is applied to the electron motion in the hydrogen atom. It is demonstrated that the time of the energy emission from the quantum level n+1 to level n can be deduced from the orbital angular momentum examined in the hydrogen atom. This time is found precisely equal to the time interval dictated by the Joule-Lenz law governing the electron transition between the levels n+1 and n. In the next step, the mechanical parameters entering the quantum systems are applied in calculating the time intervals characteristic for the electron transitions. This concerns the neighbouring energy levels in the hydrogen atom as well as the Landau levels in the electron gas submitted to the action of a constant magnetic field.
在第一步中,将关于角轨道动量绝热不变性的Ehrenfest推理应用于氢原子中的电子运动。结果表明,从氢原子中的轨道角动量可以推导出从n+1量子能级到n能级的能量发射时间。发现该时间精确地等于由控制n+1和n之间的电子跃迁的焦耳-伦茨定律所规定的时间间隔。在下一步中,在计算电子跃迁的时间间隔特性时应用进入量子系统的机械参数。这涉及到氢原子中的相邻能级以及在恒定磁场作用下电子气中的朗道能级。
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引用次数: 1
Quantum Measurement Cannot Be a Local Physical Process 量子测量不能是局部物理过程
Pub Date : 2019-12-04 DOI: 10.4236/jqis.2019.94009
H. Inamori
According to quantum mechanics, the outcome of an experiment exists relative to an Experimenter who performs a measurement on the system under study. Witnessing the outcome of an experience requires the measurement on a physical system whose size must match the complexity of the Experimenter’s observation. We argue that such a physical system must have a certain space-time extension so that it can encode the rich and complex data embedded in the witnessed experience. The complementarity principle in quantum mechanics leads us to conjecture that the observable events constituting an experience have space-like separation with each other. This seems to be in contradiction with our perceived locality of physical laws, and encourages us to think that the act of measurement is not a physical process, in the sense that a measurement outcome witnessed by an Experimenter is not necessarily related to the physical description of the Experimenter observed from the outside.
根据量子力学,实验的结果是相对于对所研究系统进行测量的实验人员而存在的。见证体验的结果需要对物理系统进行测量,该物理系统的大小必须与实验人员观察的复杂性相匹配。我们认为,这样一个物理系统必须具有一定的时空扩展,才能对嵌入在见证体验中的丰富而复杂的数据进行编码。量子力学中的互补原理使我们推测,构成体验的可观察事件彼此之间存在类似空间的分离。这似乎与我们所感知的物理定律的局部性相矛盾,并鼓励我们认为测量行为不是一个物理过程,因为实验人员所见证的测量结果不一定与从外部观察到的实验人员的物理描述有关。
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引用次数: 1
期刊
量子信息科学期刊(英文)
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