群体智能应对物联网挑战
Laith Abualigah1, Deborah Falcone2, Agostino Forestiero2
1Computer Science Department, Prince Hussein Bin Abdullah Faculty for Information Technology, Al Al-Bayt University, Mafraq 25113, Jordan.
Computational intelligence and neuroscience
|June 7, 2023
概括
群体智能算法通过优化数据路由和管理网络流量,为物联网 (IoT) 提供高效的解决方案. 这些生物启发的方法提高了设备性能,并减少了物联网网络中的能源消耗.
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:
- 物联网 (IoT) 连接了数十亿台设备,产生了大量数据,并面临诸如大量网络流量和有限的设备功率等挑战.
- 有效的路由和节能技术对于管理物联网网络至关重要,确保及时的数据传输和延长设备寿命.
- 处理大量的动态数据是物联网环境中的一个重大挑战.
研究的目的:
- 审查群集智能 (SI) 算法,以解决物联网 (IoT) 中的主要挑战.
- 探索SI算法如何优化路由,减少网络流量和管理物联网系统中的数据.
- 评估SI算法的适用性,以提高物联网网络的灵活性,弹性和效率.
主要方法:
- 对灵感来自自然现象,如昆虫行为的群集智能算法的审查.
- 在减少网络流量和优化物联网中的数据路由方面分析SI算法应用.
- 在物联网环境中评估权力意识技术和数据管理策略.
主要成果:
- 群体智能算法展示了物联网网络中高效路由的潜力,减少了响应时间和能源消耗.
- SI算法提供灵活性,弹性和传播能力,使它们适合动态物联网环境.
- SI的应用可以帮助管理大型数据集并提高物联网系统的整体性能.
结论:
- 集群智能算法是解决物联网复杂性的有希望的方法.
- 实施SI可以导致更高效,更快速响应和更节能的物联网网络.
- 对SI应用的进一步研究可以释放物联网技术的重大进步.
相关概念视频
Issues And Trends In Healthcare Delivery System
5.7K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.7K
Ampere-Maxwell's Law: Problem-Solving
680
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...
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...
680
Distributed Loads: Problem Solving
680
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...
680
Machines: Problem Solving I
363
A toggle clamp is a mechanical device commonly used for holding and clamping objects in various applications, such as woodworking, metalworking, and assembly operations. Consider a toggle clamp subjected to a force of 200 N at the handle. The vertical clamping force can be calculated, provided the dimensions of the toggle clamp are known.
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
363
Machines: Problem Solving II
339
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. Consider a lifting tong carrying a 100 kg load. It comprises movable sections DAF and CBG linked together with member AB.
339
Ampere's Law: Problem-Solving
3.7K
Ampere's law states that for any closed looped path, the line integral of the magnetic field along the path equals the vacuum permeability times the current enclosed in the loop. If the fingers of the right hand curl along the direction of the integration path, the current in the direction of the thumb is considered positive. The current opposite to the thumb direction is considered negative.
Specific steps need to be considered while calculating the symmetric magnetic field distribution...
Specific steps need to be considered while calculating the symmetric magnetic field distribution...
3.7K


