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

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！

On the Topological Nature of Noether's Theorem (2)

Topological Vortex Theory (TVT) provides an ideal mathematical model for this. Within this...

投稿者 2025-11-27 01:37:52 0 1K

เปรียบเทียบ RELX รุ่น 5 และรุ่น 6 อย่างครบถ้วน

ในวงการบุหรี่ไฟฟ้ามีแบรนด์ที่น่าสนใจอย่าง relex ซึ่งเป็นชื่อที่หลายๆ...

投稿者 2025-09-25 01:53:01 0 1K

รีวิวบุหรี่ไฟฟ้า RELX และหัวพอตยอดนิยมปี 2025

ในยุคปัจจุบัน บุหรี่ไฟฟ้า...

投稿者 2025-07-19 01:47:43 1 2K

Upholstered bed

Upholstered bed

投稿者 2025-10-31 07:03:44 0 1K

RELX阿爾法新色開箱：台北悅刻門市必買

近年來，電子菸在台灣逐漸受到關注，尤其是在年輕族群之間，對於健康替代品與時尚配件的需求日益增加。眾多品牌中，RELX憑藉穩定的品質與多樣的選擇，成為市面上最受歡迎的電子菸品牌之一。...

投稿者 2025-08-02 02:28:24 0 3K