Topological Vortex Theory and Its Applications in Artificial...

参加する

サインイン

サインアップ

検索

テーマスイッチャー

ナイトモード

Topological Vortex Theory and Its Applications in Artificial Intelligence (2)

ブログ Literature

投稿日 2025-12-17 02:30:53

37

2. The Core Connotation of Topological Vortex Theory

2.1 Spacetime Dynamic Network Model

TVT constructs dynamic networks using spacetime vortices as fundamental units, simulating information flow in complex systems through the generation, evolution, and interaction of vortices. In AI, this model can capture the nonlinear dynamics of neuronal population activation and inhibition, particularly suitable for simulating "insight" phenomena in creative thinking—the sudden reorganization of information within the spacetime topological structure.

2.2 Dynamic Memory Storage Mechanism

Unlike static memory storage in traditional artificial neural networks, TVT introduces a phase decay mechanism of the vortex field to describe memory consolidation and forgetting. This mechanism more closely approximates memory regulation based on synaptic plasticity in the biological brain, endowing AI systems with more natural memory lifecycle management capabilities.

2.3 Nonlinear Dynamics and Jumping Thought

TVT emphasizes topological mutations (such as the Berezinskii–Kosterlitz–Thouless phase transition mechanism) caused by vortex interactions. Such mutations can simulate discontinuous, jumping associations in human thinking. This characteristic provides a mathematical model for AI to achieve logical leapfrogging and creative reasoning.

2.4 Multimodal Information Integration

Through the unified spacetime representation of the vortex field, TVT can map multimodal information such as vision, language, and touch into the same topological structure, reducing the computational redundancy of feature fusion in traditional multimodal AI and improving information processing efficiency and system synergy.

ログインして、いいね、共有、コメントしてください！

高端護膚首選：SK-II活膚霜系列完整使用指南與心得分享

...

投稿者 2025-07-09 01:43:10 1 2K

Smart Medical Devices Market Size Analysis, Drivers, Key Factors Forecast, 2021–2032

The global smart medical devices market size was USD 28.80 Billion in 2022 and is expected to...

投稿者 2025-08-28 08:18:34 0 2K

RELX รุ่น Zero ถึงรุ่นหก แตกต่างยังไง?

relx zero จุดเริ่มต้นของความนิยม relx zero คือรุ่นแรกสุดของแบรนด์ RELX...

投稿者 2025-07-28 01:13:34 0 2K

Analyzing the Scientific Nature and Verifiability of Topological Vortex Theory (1)

Abstract: This paper aims to respond to and refute a common criticism against Topological Vortex...

投稿者 2025-12-04 05:43:27 1 560

The quantum is not a cat that is both dead and alive (6)

References Schrödinger, E. (1935). Die gegenwärtige Situation in der...

投稿者 2025-10-15 02:23:29 0 970