Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Log inSign up
Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Blog
Job Board
Q3AS

© 2026 Aqora Quantum S.A.S.

TermsPrivacyLegal Notice

arXiv:2211.07151 · Journal of AppliedMath

Random vector representation of continuous functions and its applications in quantum mechanics

Hongxing Li, Wei Guo Zhou, Honghai Mi

Published Jan 22, 2024• 0 citations
arXivHTMLPDF

Abstract

The relation between continuous functions and random vectors is revealed in the paper that the main meaning is described as, for any given continuous function, there must be a sequence of probability spaces and a sequence of random vectors where every random vector is defined on one of these probability spaces, such that the sequence of conditional mathematical expectations formed by the random vectors uniformly converges to the continuous function. This is a random vector representation of continuous functions, which is regarded as a bridge to be set up between real function theory and probability theory. By means of this conclusion, an interesting result about function approximation theory can be obtained. The random vector representation of continuous functions is of important applications in physics. Based on the conclusion, if a large proportion of certainty phenomena can be described by continuous functions and random phenomena can also be described by random variables or vectors, then any certainty phenomenon must be the limit state of a sequence of random phenomena. Then, in the approximation from a sequence of random vectors to a continuous function, the base functions are appropriately selected by us, and an important conclusion for quantum mechanics is deduced: classical mechanics and quantum mechanics are unified. Particularly, an interesting and very important conclusion is introduced as the fact that the mass point motion of a macroscopical object possesses a kind of wave characteristic curve, which is called wave-mass-point duality.

DOI
10.59400/jam.v2i1.382

Related papers

On Principles of Quantum Mechanics

Pei Dong, Ji-Yuan Gu, Bao-Guo Dong

Aiming at the quantum mechanics wave function description probability feature, statistical interpretation, randomicity, uncertainty, nonlocality and agnosticism etc fundamental principles and concepts, based on the mass-space interaction, mass-space space-time view, microscopic mass-energy systems correlating with space-time model etc principles and theories, and the quantum entanglement particle experiments etc facts, present the matter-ordering-energy conservation laws and the Dong Pei innovating group interpretation of quantum mechanics. Simultaneously indicate: In the universe there exists the ordering- and disordering-energy matter, together known as matter. Existing the absolute space and absolute time. The absolute space-time is continuous. Matter and the absolute space-time together create and compose the objective world. The objective world is a harmonious and unified whole. Physical laws are completely unified. The objective world and matter are all finite. Matter exists, evolves and moves in the absolute space-time. Interactions are the most essential and most root basic attribute of matter. The interaction among matter is the mass-space interaction. The mass-space interaction is continuous and stable, is not random and intermittent. Macroscopic and microscopic regions all observe the identical physical laws. Elementary particles and they compose the microscopic mass-energy systems are all the ordering-energy matter, their mass-energy space-time is a interdependent whole, their feature, state, structure and motion laws are all entirely determined by the mass-space interaction, correspond with the determinism and causality, the motion state and feature, motion orbitals, position and speed of particles in the absolute space-time are all absolutely determined and could be measured exactly, their quantum states could be approximately described by the wave function of quantum mechanics. The wave functions are the simplified mathematical function approximate expression of quantum system states of adopted interaction, can be used to calculate the correlative physical quantities. The wave functions could approximately describe the state of the mass-energy space-time whole of a microscopic mass-energy system with the mass-space interaction acting and continuously moving. An eigenstate just is the state making the system energy minimum and in rather stable existence. Scientific theories are the abstract simplified approximate expression for the essential of natural phenomena. Physical theory is the abstract simplified approximate representation for the matter structure and its motion laws. Whereas the mathematical formulation then is the further simplified approximate representation for physical contents. All of theories, include quantum mechanics and relativity, only when the assumed approximate condition is satisfied, just are the applied correct scientific theory, could describe the objective world good enough but not exactly. Develop scientific theory, correctly cognize and reasonably interpret the objective world, without the end.

•Jun 23, 2026•0 citations

Unified theory of classic mechanics and quantum mechanics

Hongxing Li

In this paper, I review one of the most important and interesting parts of my new book “Fuzzy Systems to Quantum Mechanics” (see Ref. 1). Several conclusions in this part are worth introducing here. First of all, the motion of a mass point in classic mechanics has also waviness and the wave function of the motion of a mass point is composed of wave functions of countably infinite microscopic particles. Secondly, based on the waviness of the motion of a mass point we surely know the new conclusion described as the wave-mass-point dualism in classic mechanics. And thirdly, by using the closed relation between the wave-mass-point dualism in classic mechanics and the wave-particle dualism in quantum mechanics, unified theory of classic mechanics and quantum mechanics is naturally formed.

Modern Physics Letters A•Sep 30, 2020•1 citation

Fuzzy Systems to Quantum Mechanics

Hongxing Li

"This unique compendium represents important action of fuzzy systems to quantum mechanics. From fuzzy sets to fuzzy systems, it also gives clear descriptions on the development on fuzzy logic, where the most important result is the probability presentation of fuzzy systems. The important conclusions on fuzzy systems are used in the study of quantum mechanics, which is a very new idea. Eight important conclusions are obtained. The author has proved that mass-point motions in classical mechanics must have waves, which means that any mass-point motion in classical mechanics has wave mass-point dualism as well as any microscopic particle motion must have wave-particle dualism. Based on this conclusion, it has been proven that classical mechanics and quantum mechanics are unified."--Publisher's website

Series in machine perception and artificial intelligence•Aug 18, 2019•1 citation

Continual Forms as Probabilistic Manifestations of Discrete Entities: A Unified Approach to Macroscopic and Quantum Systems

Aleksandar Bakalov

This paper introduces a novel theoretical framework that bridges discrete and continuous descriptions in physics through a unified probabilistic approach. At its core, the framework demonstrates how continuous forms naturally emerge from discrete entities via probability distributions, providing fresh insights into phenomena ranging from classical mechanical systems to quantum mechanics. The work develops a rigorous mathematical formalism that includes a geometric interpretation through Riemannian metrics and extends naturally to relativistic systems.What sets this approach apart is its ability to describe transitions between discrete and continuous regimes using a single mathematical structure, while maintaining compatibility with both classical and quantum mechanical descriptions. The framework introduces a continuity probability function that characterizes systems across all scales, offering new perspectives on wave-particle duality and the emergence of continuous forms in nature. By providing a unified mathematical language for describing such phenomena, this work opens up new possibilities for understanding the relationship between discrete and continuous aspects of physical reality.

•Jan 6, 2025•0 citations

Probability Amplitude, Wave Function and Macroscopic Random Motion

Kong Lingfang

Abstract For a long time, the academic community believes that quantum mechanics and classical mechanics are two greatly different mechanical systems, and the algorithms of quantum mechanics cannot be used to solve classical mechanics problems [1] . However, starting from classical mechanics, this paper proves through rigorous mathematical methods that classical mechanics and quantum mechanics have exactly the same mathematical algorithms. For example, concepts such as wave function, probability amplitude and superposition state can also describe the random motion states of macroscopic objects. This paper mainly adopts mathematical calculation, supplemented by computer simulation experiments, and verifies the correctness of the mathematical calculation process from both theoretical and experimental perspectives. No assumptions are needed in this paper, and all concepts are derived and proved through strict mathematical deduction. These derivation steps show that concepts such as probability amplitude and wave function are universal concepts applicable to random motion processes, which can be used for both macroscopic objects and microscopic particles, and are not unique calculation methods of quantum mechanics. PACS: 03.65.Ta, 03.50.Kk

•May 12, 2026•0 citations

The Wave Function and Quantum Reality

Shan Gao

We investigate the meaning of the wave function by analyzing the mass and charge density distribution of a quantum system. According to protective measurement, a charged quantum system has mass and charge density proportional to the modulus square of its wave function. It is shown that the mass and charge density is not real but effective, and it is formed by the ergodic motion of a localized particle with the total mass and charge of the system. Moreover, it is argued that the ergodic motion is not continuous but discontinuous and random. This result suggests a new interpretation of the wave function, according to which the wave function is a description of random discontinuous motion of particles, and the modulus square of the wave function gives the probability density of the particles being in certain locations. It is shown that the suggested interpretation of the wave function disfavors the de Broglie-Bohm theory and the many-worlds interpretation but favors the dynamical collapse theories, and the random discontinuous motion of particles may provide an appropriate random source to collapse the wave function.

arXiv:1108.1187•AIP conference proceedings•Jan 1, 2011•7 citations
The relation between continuous functions and random vectors is revealed in the paper that the main meaning is described as, for any given continuous function, there must be a sequence of probability spaces and a sequence of random vectors where every random vector is defined on one of these probability spaces, such that the sequence of conditional mathematical expectations formed by the random vectors uniformly converges to the continuous function. This is a random vector representation of continuous functions, which is regarded as a bridge to be set up between real function theory and probability theory. By means of this conclusion, an interesting result about function approximation theory can be obtained. The random vector representation of continuous functions is of important applications in physics. Based on the conclusion, if a large proportion of certainty phenomena can be described by continuous functions and random phenomena can also be described by random variables or vectors, then any certainty phenomenon must be the limit state of a sequence of random phenomena. Then, in the approximation from a sequence of random vectors to a continuous function, the base functions are appropriately selected by us, and an important conclusion for quantum mechanics is deduced: classical mechanics and quantum mechanics are unified. Particularly, an interesting and very important conclusion is introduced as the fact that the mass point motion of a macroscopical object possesses a kind of wave characteristic curve, which is called wave-mass-point duality.
Aiming at the quantum mechanics wave function description probability feature, statistical interpretation, randomicity, uncertainty, nonlocality and agnosticism etc fundamental principles and concepts, based on the mass-space interaction, mass-space space-time view, microscopic mass-energy systems correlating with space-time model etc principles and theories, and the quantum entanglement particle experiments etc facts, present the matter-ordering-energy conservation laws and the Dong Pei innovating group interpretation of quantum mechanics. Simultaneously indicate: In the universe there exists the ordering- and disordering-energy matter, together known as matter. Existing the absolute space and absolute time. The absolute space-time is continuous. Matter and the absolute space-time together create and compose the objective world. The objective world is a harmonious and unified whole. Physical laws are completely unified. The objective world and matter are all finite. Matter exists, evolves and moves in the absolute space-time. Interactions are the most essential and most root basic attribute of matter. The interaction among matter is the mass-space interaction. The mass-space interaction is continuous and stable, is not random and intermittent. Macroscopic and microscopic regions all observe the identical physical laws. Elementary particles and they compose the microscopic mass-energy systems are all the ordering-energy matter, their mass-energy space-time is a interdependent whole, their feature, state, structure and motion laws are all entirely determined by the mass-space interaction, correspond with the determinism and causality, the motion state and feature, motion orbitals, position and speed of particles in the absolute space-time are all absolutely determined and could be measured exactly, their quantum states could be approximately described by the wave function of quantum mechanics. The wave functions are the simplified mathematical function approximate expression of quantum system states of adopted interaction, can be used to calculate the correlative physical quantities. The wave functions could approximately describe the state of the mass-energy space-time whole of a microscopic mass-energy system with the mass-space interaction acting and continuously moving. An eigenstate just is the state making the system energy minimum and in rather stable existence. Scientific theories are the abstract simplified approximate expression for the essential of natural phenomena. Physical theory is the abstract simplified approximate representation for the matter structure and its motion laws. Whereas the mathematical formulation then is the further simplified approximate representation for physical contents. All of theories, include quantum mechanics and relativity, only when the assumed approximate condition is satisfied, just are the applied correct scientific theory, could describe the objective world good enough but not exactly. Develop scientific theory, correctly cognize and reasonably interpret the objective world, without the end.
In this paper, I review one of the most important and interesting parts of my new book “Fuzzy Systems to Quantum Mechanics” (see Ref. 1). Several conclusions in this part are worth introducing here. First of all, the motion of a mass point in classic mechanics has also waviness and the wave function of the motion of a mass point is composed of wave functions of countably infinite microscopic particles. Secondly, based on the waviness of the motion of a mass point we surely know the new conclusion described as the wave-mass-point dualism in classic mechanics. And thirdly, by using the closed relation between the wave-mass-point dualism in classic mechanics and the wave-particle dualism in quantum mechanics, unified theory of classic mechanics and quantum mechanics is naturally formed.
"This unique compendium represents important action of fuzzy systems to quantum mechanics. From fuzzy sets to fuzzy systems, it also gives clear descriptions on the development on fuzzy logic, where the most important result is the probability presentation of fuzzy systems. The important conclusions on fuzzy systems are used in the study of quantum mechanics, which is a very new idea. Eight important conclusions are obtained. The author has proved that mass-point motions in classical mechanics must have waves, which means that any mass-point motion in classical mechanics has wave mass-point dualism as well as any microscopic particle motion must have wave-particle dualism. Based on this conclusion, it has been proven that classical mechanics and quantum mechanics are unified."--Publisher's website
This paper introduces a novel theoretical framework that bridges discrete and continuous descriptions in physics through a unified probabilistic approach. At its core, the framework demonstrates how continuous forms naturally emerge from discrete entities via probability distributions, providing fresh insights into phenomena ranging from classical mechanical systems to quantum mechanics. The work develops a rigorous mathematical formalism that includes a geometric interpretation through Riemannian metrics and extends naturally to relativistic systems.What sets this approach apart is its ability to describe transitions between discrete and continuous regimes using a single mathematical structure, while maintaining compatibility with both classical and quantum mechanical descriptions. The framework introduces a continuity probability function that characterizes systems across all scales, offering new perspectives on wave-particle duality and the emergence of continuous forms in nature. By providing a unified mathematical language for describing such phenomena, this work opens up new possibilities for understanding the relationship between discrete and continuous aspects of physical reality.
Abstract For a long time, the academic community believes that quantum mechanics and classical mechanics are two greatly different mechanical systems, and the algorithms of quantum mechanics cannot be used to solve classical mechanics problems [1] . However, starting from classical mechanics, this paper proves through rigorous mathematical methods that classical mechanics and quantum mechanics have exactly the same mathematical algorithms. For example, concepts such as wave function, probability amplitude and superposition state can also describe the random motion states of macroscopic objects. This paper mainly adopts mathematical calculation, supplemented by computer simulation experiments, and verifies the correctness of the mathematical calculation process from both theoretical and experimental perspectives. No assumptions are needed in this paper, and all concepts are derived and proved through strict mathematical deduction. These derivation steps show that concepts such as probability amplitude and wave function are universal concepts applicable to random motion processes, which can be used for both macroscopic objects and microscopic particles, and are not unique calculation methods of quantum mechanics. PACS: 03.65.Ta, 03.50.Kk
We investigate the meaning of the wave function by analyzing the mass and charge density distribution of a quantum system. According to protective measurement, a charged quantum system has mass and charge density proportional to the modulus square of its wave function. It is shown that the mass and charge density is not real but effective, and it is formed by the ergodic motion of a localized particle with the total mass and charge of the system. Moreover, it is argued that the ergodic motion is not continuous but discontinuous and random. This result suggests a new interpretation of the wave function, according to which the wave function is a description of random discontinuous motion of particles, and the modulus square of the wave function gives the probability density of the particles being in certain locations. It is shown that the suggested interpretation of the wave function disfavors the de Broglie-Bohm theory and the many-worlds interpretation but favors the dynamical collapse theories, and the random discontinuous motion of particles may provide an appropriate random source to collapse the wave function.