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

ブログ Literature
投稿日 2025-12-17 02:30:53
0
949

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！
検索
カテゴリー
続きを読む
その他
Key Polishing Cleaner Market Trends Shaping Industry Growth
The polishing cleaner market share is distributed among several global and regional...
投稿者 Harshal J72 2025-09-30 23:59:58 0 2K
その他
台湾为什么不肯回家（1）
大陆与台湾，都是中国人在治理。我们希望台湾回家，但回家后，是否生活水平提升，两边社会保障进行下对比，我觉得十分有必要。...
投稿者 晓明 杨 2025-11-03 01:21:22 0 1K
Shopping
suokuo Fashionable women's bags welcome you
投稿者 阔 索 2025-09-17 12:37:10 0 2K
ゲーム
Are you looking for fast-built vacation rental houses for your resort development project, Philippine infrastructure staff dormitories, or large coffee shops? Our luxurious prefabricated container houses are the perfect solution! #Modular Homes #Container
菲律宾工厂，快速组装，移动咖啡店，快速组装店菲律宾制造，快速组装，公开邀请参观我厂
投稿者 Emerson Go 2025-09-14 08:49:17 0 2K
Causes
Commercial Aircraft Interior Lighting Market to Reach USD 22.60 Billion by 2033, Growing at 5.2% CAGR
Commercial Aircraft Interior Lighting Market Overview The global commercial aircraft interior...
投稿者 Mahesh Chavan 2025-10-27 05:20:46 0 2K
© 2026 Facebook 日本語
English Arabic French Spanish Portuguese Deutsch Turkish Dutch Italiano Russian Romaian Portuguese (Brazil) Greek 简体中文 日本語 한국어 繁体中文
概要 利用規約 プライバシー お問い合わせ ディレクトリ