云边缘启用堆叠集体学习框架,具有局势感知海上交通监控和控制系统的元模型
Zulfiqar Ahmad1, Jung Taek Seo2, Seungho Jeon3
1Department of Computer Science and Information Technology, Hazara University, Mansehra, 21300, Pakistan. zulfiqarahmad@hu.edu.pk.
Scientific reports
|November 20, 2025
概括
本研究引入了一个情况意识框架,使用堆叠集体学习和云端混合化来增强海上交通管理. 这种新的方法显著提高了船舶分类的准确性和实时监控能力.
科学领域:
- 海事技术 海洋技术
- 人工智能的人工智能是人工智能.
- 云计算是一种云计算.
背景情况:
- 增加船舶密度和实时数据需求使海上交通管理复杂化.
- 目前的系统需要加强,以实现有效的监测和控制.
研究的目的:
- 制定一个情况意识的框架,以改善海上交通监测和控制系统.
- 增强船舶类型分类和实时局势分析.
主要方法:
- 实现堆叠集体学习与船只分类的元模型.
- 利用云端架构来提高计算效率和降低延迟.
- 边缘层用于实时推断;云层用于模型训练和数据合并.
主要成果:
- 实现了0.98的整体准确性,0.97的宏观平均精度,0.98的宏观平均回忆,和0.98的F1-score.
- 对ROC和PR曲线的曲线下面积 (AUC) 值非常出色,接近1.00.
- 在大多数测试案例中,船舶分类的可靠性超过了99%.
结论:
- 拟议的框架显示了实时海上监控的稳定性,可扩展性和有效性.
- 适用于工业物联网环境中的海军防御系统和自主船舶交通控制.
- 在船舶分类方面明显优于最先进的深度学习模型.
相关概念视频
Multi-input and Multi-variable systems
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence of...
In the absence of...
Three-Compartment Open Model
The three-compartment open model is a pharmacokinetic model used to describe the distribution and elimination of drugs following extravascular administration. It comprises a central compartment representing the plasma and two peripheral compartments. The highly perfused peripheral compartment represents organs and tissues with a rich blood supply, such as the liver, kidneys, and lungs. The scarcely perfused peripheral compartment represents tissues with lower blood supply, such as adipose...
Buoyancy and Stability for Submerged and Floating Bodies
In fluid mechanics, buoyancy and stability are key concepts for understanding the behavior of submerged and floating bodies. When a stationary body is fully or partially submerged in a fluid, the fluid exerts a force on the body known as the buoyant force. This force acts vertically upward through a point called the center of buoyancy, which is the center of the displaced fluid volume. According to Archimedes' principle, the magnitude of the buoyant force is equal to the weight of the fluid...
Modeling and Similitude
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
Typical Model Studies
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
