Topological Vortex Theory and Its Applications in Artificial...

Login

Anmelden

Registrieren

Search

Theme Switcher

Night Mode

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!

Nike x Sacai聯名美學拆解與穿搭提案

解剖Nike x Sacai的設計革命基因當解構主義大師Sacai遇上運動巨擘Nike，每次聯名都像在時尚圈投下震撼彈。從2019年引爆話題的Nike Sacai Waffle Green...

Von 2025-05-28 01:13:35 0 3KB

Kobe球鞋經典重現：Nike Kobe系列全面解析

在籃球場上，Kobe Bryant 的傳奇影響力不僅來自他無可挑剔的技術與精神，更延伸至鞋款文化。kobe 球鞋系列由 Nike...

Von 2025-09-02 05:53:09 0 2KB

พอดรุ่นไหนคุ้มสุด? เปิดใจลองแล้วบอกต่อ!

เริ่มจากความเบสิคที่ปังเกินราคา: relx zero...

Von 2025-11-25 01:25:36 0 419

Topological Vortex Theory and Its Application Paradigm in Climate Systems (1)

Abstract Topological Vortex Theory (TVT) is an interdisciplinary theoretical framework...

Von 2025-12-16 05:14:24 0 91

長夾、三折短夾、男夾與 GOSSIP 鱷魚紋鏈條皮夾解析

在高端時尚領域中，balenciaga（巴黎世家）一直都是潮流愛好者心中的標誌性品牌。不僅以服裝、鞋履聞名，巴黎世家的錢包...

Von 2025-09-05 02:49:48 0 2KB