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大数据环境下量子机器学习的研究进展及发展趋势 被引量:10
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作者 张仕斌 黄曦 +2 位作者 昌燕 闫丽丽 程稳 《电子科技大学学报》 EI CAS CSCD 北大核心 2021年第6期802-819,共18页
复杂性是大数据区别于传统数据的根本所在,大数据的复杂性必然带来不确定性,如何高效、安全、准确地处理大数据所具有的复杂性和不确定性问题已经成为实现大数据知识发现的前提和关键。该文分析了目前大数据环境下不确定性集合理论和大... 复杂性是大数据区别于传统数据的根本所在,大数据的复杂性必然带来不确定性,如何高效、安全、准确地处理大数据所具有的复杂性和不确定性问题已经成为实现大数据知识发现的前提和关键。该文分析了目前大数据环境下不确定性集合理论和大数据计算与分析方法、机器学习、量子计算及量子机器学习的研究现状和不足,展望了未来的发展趋势,指出在即将来临的“大数据+人工智能+量子计算”时代,将“大数据+不确定性集合理论+机器学习+量子计算”交叉融合研究既有理论和现实意义,又有实用价值,也必将成为智慧化时代大数据领域的研究热点。 展开更多
关键词 大数据 机器学习 量子计算 量子机器学习 不确定性集合理论
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Proof of Concept for a Twin Prime Number Universe Using Set Theory
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作者 John R. Crary 《American Journal of Computational Mathematics》 2024年第3期305-317,共13页
The Fine Structure Constant (eFSC) Model attempts to give a classical definition to a magical number that underlies much of quantum physics. The Fine Structure Constant (α) value equal to 137.03599206 represents a di... The Fine Structure Constant (eFSC) Model attempts to give a classical definition to a magical number that underlies much of quantum physics. The Fine Structure Constant (α) value equal to 137.03599206 represents a dimensionless constant that characterizes the strength of the electromagnetic (EM) interaction between subatomic charged particles. Python-generated property counts for the twin prime force F{139/137} show that the adjusted ratio gives a value of α = 137.036. This implies a mathematical framework underlying this constant is based on twin prime numbers and set theory. This study attempts to demonstrate a proof of concept that a hierarchy of fractional twin prime (αII) forces replicates the quantum nature of the universe and is aligned with the Standard Model of Particle Physics. An expanded eFSC Model demonstrates that twin prime forces and their property sets are mathematically viable substitutes for nuclear reactions, as demonstrated for the Beta-minus decay of neutrons into protons. Most significantly, the positive and negative prime numbers define these nuclear reactants and products as positive or negatively charged ions. Furthermore, the eFSC Model provides new insights regarding the hierarchy of EM forces underlying the quantum nature of the universe. 展开更多
关键词 Fine Structure Constant (α) Prime Numbers set theory Conceptual Model quantum Physics Light and Matter Beta-Minus Decay
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The Quantum Microverse: A Prime Number Framework for Understanding the Universe
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作者 John R. Crary 《American Journal of Computational Mathematics》 2024年第2期264-274,共11页
This study aims to demonstrate a proof of concept for a novel theory of the universe based on the Fine Structure Constant (α), derived from n-dimensional prime number property sets, specifically α = 137 and α = 139... This study aims to demonstrate a proof of concept for a novel theory of the universe based on the Fine Structure Constant (α), derived from n-dimensional prime number property sets, specifically α = 137 and α = 139. The FSC Model introduces a new perspective on the fundamental nature of our universe, showing that α = 137.036 can be calculated from these prime property sets. The Fine Structure Constant, a cornerstone in Quantum Electrodynamics (QED) and Quantum Chromodynamics (QCD), implies an underlying structure. This study identifies this mathematical framework and demonstrates how the FSC model theory aligns with our current understanding of physics and cosmology. The results unveil a hierarchy of α values for twin prime pairs U{3/2} through U{199/197}. These values, represented by their fraction parts α♊ (e.g., 0.036), define the relative electromagnetic forces driving quantum energy systems. The lower twin prime pairs, such as U{3/2}, exhibit higher EM forces that decrease as the twin pairs increase, turning dark when they drop below the α♊ for light. The results provide classical definitions for Baryonic Matter/Energy, Dark Matter, Dark Energy, and Antimatter but mostly illustrate how the combined α♊ values for three adjacent twin primes, U{7/5/3/2} mirrors the strong nuclear force of gluons holding quarks together. 展开更多
关键词 Fine Structure Constant Fractional Coupling Constants Matter/Antimatter Dark Matter/Energy quantum Gravity Prime Numbers set theory
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Quantum Fractals and the Casimir-Dark Energy Duality—The Road to a Clean Quantum Energy Nano Reactor 被引量:2
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作者 M. S. El Naschie 《Journal of Modern Physics》 2015年第9期1321-1333,共13页
Based on Witten’s T-duality and mirror symmetry we show, following earlier work, the fundamental complimentarity of the Casimir energy and dark energy. Such a conclusion opens new vistas in cold fusion technology in ... Based on Witten’s T-duality and mirror symmetry we show, following earlier work, the fundamental complimentarity of the Casimir energy and dark energy. Such a conclusion opens new vistas in cold fusion technology in the wider sense of the word which we tackle via fractal nano technologies leading to some design proposals for a nano Casimir-dark energy reactor. 展开更多
关键词 CASIMIR ENERGY Zero Point ENERGY Dark ENERGY E-INFINITY theory quantum set theory Algebraic quantum Field Cantorian Spacetime Fractal quantum Phase Space Mirror Symmetry Witten’s T-DUALITY
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基于粗糙集和量子遗传算法的BP神经网络电网故障诊断 被引量:5
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作者 张杰 曲丽萍 +1 位作者 何昌龙 高泰路 《北华大学学报(自然科学版)》 CAS 2022年第1期133-140,共8页
为提高电网故障诊断的准确率、容错性以及缩短诊断时间,提出基于粗糙集和量子遗传算法融合的BP神经网络电网故障诊断方法.分析电网模型,得到原始决策表,利用粗糙集中的差别函数约简冗余的决策属性,得到约简后的故障诊断决策表;利用量子... 为提高电网故障诊断的准确率、容错性以及缩短诊断时间,提出基于粗糙集和量子遗传算法融合的BP神经网络电网故障诊断方法.分析电网模型,得到原始决策表,利用粗糙集中的差别函数约简冗余的决策属性,得到约简后的故障诊断决策表;利用量子遗传算法优化BP神经网络参数;对数据进行训练学习,构建基于粗糙集和量子遗传算法融合的BP神经网络电网故障诊断模型.仿真验证表明:与传统的BP神经网络故障诊断方法相比,利用该方法,电网故障诊断的准确率和容错性都得到了有效提升. 展开更多
关键词 BP神经网络 量子遗传算法 粗糙集 差别函数
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On a Quantum Gravity Fractal Spacetime Equation: QRG ≃HD + FG and Its Application to Dark Energy—Accelerated Cosmic Expansion 被引量:1
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作者 Mohamed S. El Naschie 《Journal of Modern Physics》 2016年第8期729-736,共8页
The paper suggests that quantum relativistic gravity (QRG) is basically a higher dimensionality (HD) simulating relativity and non-classical effects plus a fractal Cantorian spacetime geometry (FG) simulating quantum ... The paper suggests that quantum relativistic gravity (QRG) is basically a higher dimensionality (HD) simulating relativity and non-classical effects plus a fractal Cantorian spacetime geometry (FG) simulating quantum mechanics. This more than just a conceptual equation is illustrated by integer approximation and an exact solution of the dark energy density behind cosmic expansion. 展开更多
关键词 Fractal Cantorian Spacetime quantum Relativity Superstrings Transfinite set theory Extra Spacetime Dimensions quantum Physics Dark Energy Accelerated Cosmic Expansion Cosmic Topology Hyperbolic Geometry E-Infinity theory Post Modernistic Physics
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An Exact Mathematical Picture of Quantum Spacetime
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作者 Mohamed S. El Naschie 《Advances in Pure Mathematics》 2015年第9期560-570,共11页
Using von Neumann’s continuous geometry in conjunction with A. Connes’ noncommutative geometry an exact mathematical-topological picture of quantum spacetime is developed ab initio. The final result coincides with t... Using von Neumann’s continuous geometry in conjunction with A. Connes’ noncommutative geometry an exact mathematical-topological picture of quantum spacetime is developed ab initio. The final result coincides with the general conclusion of E-infinity theory and previous results obtained in the realm of high energy physics. In particular it is concluded that the quantum particle and the quantum wave spans quantum spacetime and conversely quantum particles and waves mutates from quantum spacetime. 展开更多
关键词 E-INFINITY quantum SPACETIME Noncommutative GEOMETRY Fractals Transfinite set theory Von Neumann Continuous GEOMETRY Cantor sets Fusion Algebra Zero Point ENERGY Vacuum Fluctuation quantum Field theory Casimir Effect Dark ENERGY
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Quantum Dark Energy from the Hyperbolic Transfinite Cantorian Geometry of the Cosmos 被引量:1
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作者 Mohamed S. El Naschie 《Natural Science》 2016年第3期152-159,共8页
The quintessence of hyperbolic geometry is transferred to a transfinite Cantorian-fractal setting in the present work. Starting from the building block of E-infinity Cantorian spacetime theory, namely a quantum pre-pa... The quintessence of hyperbolic geometry is transferred to a transfinite Cantorian-fractal setting in the present work. Starting from the building block of E-infinity Cantorian spacetime theory, namely a quantum pre-particle zero set as a core and a quantum pre-wave empty set as cobordism or surface of the core, we connect the interaction of two such self similar units to a compact four dimensional manifold and a corresponding holographic boundary akin to the compactified Klein modular curve with SL(2,7) symmetry. Based on this model in conjunction with a 4D compact hy- perbolic manifold M(4) and the associated general theory, the so obtained ordinary and dark en- ergy density of the cosmos is found to be in complete agreement with previous analysis as well as cosmic measurements and observations such as WMAP and Type 1a supernova. 展开更多
关键词 Dark Energy Accelerated Cosmic Expansion Hyperbolic Geometry Fractal Geometry Transfinite set theory ‘tHooft Dimensional Regularization Hardy’s quantum Entanglement Davis Hyperbolic Manifold Compactified Klein Modular Curve Fractal Counting Lie Symmetry Groups Stein Spaces
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量子模糊信息管理数学模型研究 被引量:1
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作者 张仕斌 黄晨猗 +4 位作者 李晓瑜 郑方聪 李闯 刘兆林 杨咏熹 《电子科技大学学报》 EI CAS CSCD 北大核心 2024年第2期284-290,共7页
为了高效处理大数据所具有的复杂性和不确定问题,将“不确定性问题+直觉模糊集理论+量子计算”交叉融合,构建基于直觉模糊集理论的量子模糊信息管理数学模型。为了验证该模型的可行性、合理性和有效性,设计了不确定性环境下基于参数化... 为了高效处理大数据所具有的复杂性和不确定问题,将“不确定性问题+直觉模糊集理论+量子计算”交叉融合,构建基于直觉模糊集理论的量子模糊信息管理数学模型。为了验证该模型的可行性、合理性和有效性,设计了不确定性环境下基于参数化量子线路的量子模糊神经网络仿真实验。实验结果表明,基于该模型的量子模糊神经网络模型能更客观、准确、全面地反映不确定性问题中各对象所蕴含的知识信息,从而提高算法处理大数据的准确性。 展开更多
关键词 大数据 量子计算 直觉模糊集理论 量子模型信息管理 量子模糊神经网络
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量子同一性的禁自返逻辑解释及相关问题 被引量:1
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作者 王伟长 万小龙 《重庆理工大学学报(社会科学)》 CAS 2017年第6期9-15,共7页
量子同一性问题指的是量子力学中可以观测微观粒子数却在事实上完全无法区分各个粒子的问题,人们通常认为这意味着微观粒子个体性的丧失。巴西逻辑学家da Costa认为,经典逻辑的同一性原则与量子力学之间是不协调的,因此需要建立合适的... 量子同一性问题指的是量子力学中可以观测微观粒子数却在事实上完全无法区分各个粒子的问题,人们通常认为这意味着微观粒子个体性的丧失。巴西逻辑学家da Costa认为,经典逻辑的同一性原则与量子力学之间是不协调的,因此需要建立合适的禁自返逻辑(non-reflexive logic)来限制或取缔经典逻辑中的等词。在建立禁自返逻辑并利用它对量子同一性问题做出解释的同时,da Costa及相关学者又讨论了由此产生的语义学和本体论的问题。 展开更多
关键词 量子同一性 禁自返逻辑 禁自返集合论 禁自返本体论
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