Topological Vortex Theory and Its Applications in Artificial...

加入

登入

註冊

搜索

主題切換器

夜晚模式

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

部落格 Literature

發表於 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.

請登入後使用點讚,分享和評論功能!

1. Philippine Factory-Made Rapid-Assembly Container Homes and Prefabricated House Manufacturer. 2. Fast-Build Modular and Container Homes – Made in the Philippines. 3. Luxury Prefab Homes: Custom Container Homes and Modular Cabins from a Philippine F

Manufactured in a local factory in the Philippines, this product is a boon to humanity. It...

由 2025-09-26 08:51:52 0 2K

บุหรี่ไฟฟ้า Relx: ราคาโดนใจ รสชาติเยี่ยม

เมื่อพูดถึง ราคาบุหรี่ไฟฟ้า หลายคนอาจคิดว่าเป็นผลิตภัณฑ์ที่มีราคาสูง แต่จริงๆ...

由 2025-08-29 02:32:36 0 2K

休息的一天，耶耶！！！

精神疯狂的一天，呵呵呵呵

由 2025-09-06 12:18:32 0 2K

relx電子菸第四代無限霧化煙彈解析

自品牌創立以來，relx致力於提升霧化穩定度與使用安全性。第四代無限系列（relx...

由 2025-10-17 02:22:33 0 873

日常搬砖

由 2025-09-04 06:42:10 0 2K