轻量级的联合学习方法,用于资源有限的物联网
1Department of Computer Engineering, College of Information Technology, University of Bahrain, Sakhair P.O. Box 32038, Bahrain.
Sensors (Basel, Switzerland)
|September 27, 2025
概括
本研究介绍了一种新的物联网 (IoT) 联合学习方法,该方法使用k-最近邻居 (k-NN) 和多数投票. 它大大减少了通信需求,并提高了能源效率,以延长网络寿命.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 物联网的物联网,就是物联网.
背景情况:
- 联合学习 (FL) 是资源有限的物联网 (IoT) 环境中分布式智能的关键.
- 传统的FL与高处理,内存和通信需求作斗争,减少物联网设备中的电池寿命.
- 这限制了FL在电池驱动物联网网络中的运行寿命和实用性.
研究的目的:
- 为资源有限的物联网提出简化,单一的联合学习方法.
- 为了最大限度地减少通信开销,提高能源效率.
- 通过改进FL,延长物联网网络的运营寿命.
主要方法:
- 介绍了一种新的单枪联合学习方法.
- 对于边缘级别的模式识别,使用k-最近邻近 (k-NN) 算法.
- 服务器/基站的多数投票实现了全球模式识别共识.
主要成果:
- 与传统的FL相比,拟议的方法大大减少了通信轮次.
- 它保持了竞争力的分类准确性.
- 提高能源效率,从而延长网络寿命.
结论:
- 一次性联合学习方法在资源有限的物联网环境中是有效的.
- 它通过减少通信和提高能源效率来解决传统FL的局限性.
- 这种方法为部署具有扩展操作能力的智能物联网网络提供了实际解决方案.
相关概念视频
Short-distance Transport of Resources
17.5K
Short-distance transport refers to transport that occurs over a distance of just 2-3 cells, crossing the plasma membrane in the process. Small uncharged molecules, such as oxygen, carbon dioxide, and water, can diffuse across the plasma membrane on their own. In contrast, ions and larger molecules require the assistance of transport proteins due to their charge or size. Transport across membranes also occurs within individual cells, playing a variety of essential roles for the plant as a whole.
17.5K
Distributed Loads: Problem Solving
1.1K
Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
1.1K
Introduction to Learning
954
Learning is the process of acquiring knowledge or skills through practice or experience, leading to long-lasting behavioral changes. This acquisition occurs through interaction with the environment and requires practice or experience. For instance, mastering a skill such as surfing requires considerable practice and experience, highlighting the essential role of repeated interactions with the environment in learning.
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
954
Cognitive Learning
1.0K
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
1.0K
Distributed Loads
947
Distributed loads are a common type of load that engineers and scientists encounter in various practical situations. Distributed loads often refer to a type of load spread over a surface or a structure and can be modeled as continuous force per unit area.
For example, consider a bookshelf filled with books stacked vertically adjacent to each other. The weight of the books is evenly distributed over the length of the shelf. As a result, the pressure at different locations on the surface of the...
For example, consider a bookshelf filled with books stacked vertically adjacent to each other. The weight of the books is evenly distributed over the length of the shelf. As a result, the pressure at different locations on the surface of the...
947
