Topological Vortex Theory and Its Applications in Artificial...

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

Blogs Literature

Posted 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.

Please log in to like, share and comment!

電子菸推薦：殺小主機與SHAXIAO方形主機的台灣VAPE新選擇

隨著電子菸在台灣的普及，電子菸...

By 2025-08-22 03:10:42 0 2K

รีวิว RELX Infinity และรุ่นล่าสุดที่ตอบโจทย์สายบุหรี่ไฟฟ้า

ในยุคที่เทคโนโลยีเข้ามามีบทบาทมากขึ้น...

By 2025-08-20 01:24:10 0 2K

厂家直销LED 广告模组灯箱模组

吉尚照明专注10年生产 LED光源模组车灯模组广告模组灯箱发光模组 RGB全彩发光模组

By 2025-07-29 08:19:08 0 2K

悠闲度假平淡从容

无论哪个长假我都坚持一条原则：留守广州悠闲度过。人们都听过歌词“平平淡淡从从容容才是真”，真要做到却往往缺乏条件。比如上有老下有小，平时读书上班各自忙，唯有利用假期相聚，...

By 2024-10-24 03:56:05 2 6K

Emerging Innovations and Growth Dynamics Shaping the Global Trade Management Software Market Trends

The global Trade Management Software Market Trends are witnessing a remarkable transformation as...

By 2025-10-30 06:28:42 0 876