Topological Vortex Theory and Its Applications in Artificial Intelligence (1)

0
40

Abstract

Topological Vortex Theory (TVT) is an interdisciplinary theoretical framework based on a spacetime dynamic network model. It aims to simulate and understand the dynamic behaviors of complex systems through the topological evolutionary characteristics of vortices. This theory not only provides a mechanism for information processing and learning in artificial intelligence (AI) that more closely resembles biological neural networks, but also offers novel modeling perspectives for fundamental physics issues such as quantum gravity and the nature of spacetime. This paper systematically elaborates the core connotations of TVT, including spacetime dynamic network modeling, dynamic memory mechanisms, nonlinear thinking simulation, multimodal information integration, self-organizing learning, quantized decision-making, temporal-causal extension, paths to quantized gravity, and its pursuit of unification. Furthermore, it explores the application potential and theoretical significance of TVT in both AI and fundamental physics research.

Keywords: Topological Vortex Theory; Spacetime Dynamic Network; Artificial Intelligence; Memory Model; Quantum Gravity; Interdisciplinary Modeling

1.Introduction

As research into complex systems deepens, traditional modeling methods face limitations in describing highly nonlinear, dynamically adaptive, and multimodal interactive systems. Inspired by biological neural networks and physical spacetime structures, Topological Vortex Theory (TVT) proposes a dynamic network model based on the evolution of spacetime vortices. This model simulates processes such as information transmission, memory storage, and learning adaptation through changes in topological structure, thereby not only advancing the development of brain-like artificial intelligence but also providing new mathematical tools for understanding the fundamental interactions between spacetime and matter.

The foundation of TVT is built upon quantized topological excitations. As a fundamental topological defect, the morphology and dynamics of a vortex can be precisely described by topological invariants such as winding numbers[1]. This core concept has been extended from early classical fluid vortices[2] to the realm of quantum fluids[3], providing a solid physical basis for the theory. Furthermore, modern research has integrated knot theory with field theory[4], offering crucial mathematical tools for understanding the complex structures of spacetime vortex networks, such as the interlocking of vortex chains and vortex rings[5]. On a methodological level, helicity is recognized as a key physical quantity for characterizing the three-dimensional topological structure of vortices. Its conservation properties and numerical simulation methods provide an effective approach for studying the spacetime evolution of vortex fields[6].

This paper aims to systematically elaborate the theoretical connotation of TVT and analyze its cross-application value in AI and physics.

Site içinde arama yapın
Kategoriler
Read More
Literature
The Disciplinary Reconstruction of Replacing Quantum Materials with Topological Materials Based on Topological Vortex Theory (3)
3. Disciplinary Advantages of Replacing Quantum Materials with Topological Materials 3.1...
By Bao-hua ZHANG 2025-10-21 02:33:03 0 854
Other
Competitive Landscape in the Healthcare Technology Management Market: Innovations, Key Players, and Strategic MovesHealthcare Technology Management Market Size,Healthcare Technology Management Market Trend, Healthcare Technology Management Market Growth, H
According to the most recent analysis by Emergen Research, the worldwide healthcare technology...
By Isha Deshpande 2025-10-31 07:39:16 0 776
Literature
A Funny Official History of Contemporary Physics (Volume Three: Endorsement)
A year later, the Nobel Physics Prize Selection Committee was equally astonished by this result....
By Bao-hua ZHANG 2025-10-16 01:39:03 1 854
Health
7 lucruri despre infecțiile cu candida pe care trebuie să le știi în 2025
7 lucruri comune despre infecțiile cu candida pe care ar trebui să le știi în 2025...
By Sophia Sanjay 2025-08-01 07:18:02 0 2K
Shopping
Relx與悅刻電子菸全解析:主機、煙彈與霧化器選購指南
在電子菸市場中,relx電子煙與瑞克電子菸(即Relx的另一音譯)憑藉其創新設計與優質體驗,成為眾多消費者的首選。 其中,relx...
By Abv 134 2025-07-21 07:01:24 0 2K