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Topological Vortex Theory and Its Application Paradigm in Climate Systems (2)2. The Theoretical Core of TVT: The Nature of Spacetime and Unification of Quantum Gravity 2.1 Vortex Network Model of Spacetime TVT abandons the traditional concept of continuous spacetime, proposing that the essence of spacetime is a dynamic, discrete topological vortex network. Each vortex unit possesses intrinsic topological degrees of freedom (e.g., winding numbers, linking numbers), and...0 Commentaires 0 Parts 127 Vue 0 Aperçu
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Topological Vortex Theory and Its Application Paradigm in Climate Systems (3)3.3 Paleoclimate and Simulation Evidence for Energy Redistribution Numerical simulations based on coupled fluid dynamics and topological networks show that vortex axial tilt deviations can significantly alter planetary-scale circulation structures. High-frequency climate fluctuations detected in paleoclimate proxy records (e.g., ice cores, sediment sequences) show statistical correlations with...0 Commentaires 0 Parts 121 Vue 0 Aperçu
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Topological Vortex Theory and Its Application Paradigm in Climate Systems (4)6. Conclusion By reconstructing the nature of spacetime, Topological Vortex Theory proposes a new paradigm for the unification of quantum gravity based on a dynamic vortex network. Its extension to climate systems suggests that topological interactions on a cosmic scale may profoundly influence the evolutionary path of planetary climate. The development of TVT reflects the contemporary...0 Commentaires 0 Parts 122 Vue 0 Aperçu
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Topological Vortex Theory and Its Applications in Artificial Intelligence (1)Abstract Topological Vortex Theory (TVT) is an interdisciplinary theoretical framework based on a spacetime dynamic network model. It aims to simulate and understand the dynamic behaviors of complex systems through the topological evolutionary characteristics of vortices. This theory not only provides a mechanism for information processing and learning in artificial intelligence (AI) that more...0 Commentaires 0 Parts 73 Vue 0 Aperçu
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Topological Vortex Theory and Its Applications in Artificial Intelligence (2)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...0 Commentaires 0 Parts 71 Vue 0 Aperçu
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Topological Vortex Theory and Its Applications in Artificial Intelligence (3)2.5 Self-Organization and Adaptive Learning Vortex interactions in TVT involve energy transfer and topological reconstruction, a process mappable to the self-organizing optimization of neural networks. The system can autonomously discover the latent structures of data through dynamic adjustments of the vortex field, enabling efficient learning under unsupervised or semi-supervised conditions....0 Commentaires 0 Parts 74 Vue 0 Aperçu
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Topological Vortex Theory and Its Applications in Artificial Intelligence (4)3. Interdisciplinary Application Prospects 3.1 Applications in the Field of Artificial Intelligence TVT provides a dynamic architecture for next-generation AI systems that more closely resembles biological intelligence, showing particular potential in adaptive learning, multimodal understanding, creative problem-solving, and uncertain decision-making. Its self-organizing and nonlinear...0 Commentaires 0 Parts 73 Vue 0 Aperçu
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Topological Vortex Theory and Its Applications in Artificial Intelligence (5)5. Conclusion As a novel modeling framework based on spacetime dynamic networks, Topological Vortex Theory not only provides more biologically plausible learning and memory mechanisms for artificial intelligence but also offers innovative perspectives for understanding spacetime, gravity, and quantum phenomena. Its interdisciplinary nature demonstrates the potential to unify the dynamics of...0 Commentaires 0 Parts 71 Vue 0 Aperçu
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