自组织复杂网络与人工智能驱动的自适应节点,以优化连接性和能源效率
Azra Seyyedi1, Mahdi Bohlouli2, SeyedEhsan Nedaaee Oskoee3
1Department of Physics, Institute for Advanced Studies in Basic Sciences (IASBS), Zanjan, 45137-66731, Iran. azra.seyyedi@iasbs.ac.ir.
Scientific reports
|December 24, 2025
概括
本研究介绍了一种人工智能 (AI) 增强的自我组织网络模型. 由人工智能驱动的自适应节点优化连接,减少分布式网络中的能源消耗,提高弹性.
科学领域:
- 计算机科学 计算机科学
- 网络工程 网络工程
- 人工智能的人工智能
背景情况:
- 分布式网络需要高连接性和稳定性,以获得弹性和高效的通信.
- 能源效率对于能源有限的网络的可持续性和寿命至关重要.
- 自组织网络的目标是自主适应和优化.
研究的目的:
- 引入人工智能 (AI) 增强的自我组织网络模型.
- 为了使自适应节点能够自主调整传输范围,以优化连接和降低能耗.
- 增强分布式系统中的网络弹性和能源效率.
主要方法:
- 将基于多层感知器 (MLP) 的决策模型集成到自适应网络节点中.
- 利用基于哈密尔顿的方法来实现全球优化的连接状态和能源使用.
- 节点根据当地条件和提供的数据集自主学习和调整传输范围.
主要成果:
- 由人工智能驱动的自适应节点实现稳定和高网络连接.
- 该模型显示了对结构性破坏的强化稳定性.
- 在各种网络条件下观察到能源效率的显著改善.
- 指出了导致优化网络状态的新兴全球行为.
结论:
- 人工智能集成显著提高了复杂,自我组织网络的设计.
- 拟议的模型促进可扩展,弹性和节能的分布式系统.
- 节点通过自主,上下文意识的范围调整,随着时间的推移保持网络优化.
相关概念视频
Protein Networks
4.4K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.4K
Protein Networks
2.8K
2.8K
Sequence Networks of Rotating Machines
466
A Y-connected synchronous generator, grounded through a neutral impedance, is designed to produce balanced internal phase voltages with only positive-sequence components. The generator's sequence networks include a source voltage that is exclusively in the positive-sequence network. The sequence components of line-to-ground voltages at the generator terminals illustrate this configuration.
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
466
Non-equilibrium in the Cell
5.3K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
5.3K
Ampere-Maxwell's Law: Problem-Solving
1.1K
A parallel-plate capacitor with capacitance C, whose plates have area A and separation distance d, is connected to a resistor R and a battery of voltage V. The current starts to flow at t = 0. What is the displacement current between the capacitor plates at time t? From the properties of the capacitor, what is the corresponding real current?
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of the...
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of the...
1.1K
Neural Circuits
2.6K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
2.6K


