混合网络和物联网系统的智能预防性维护使用软件传感和未来状态预测
Marius Minea1, Viviana Laetitia Minea2, Augustin Semenescu3,4
1Department Telematics and Electronics for Transports, University Politehnica of Bucharest, 060042 Bucharest, Romania.
Sensors (Basel, Switzerland)
|July 14, 2023
概括
这项研究引入了一种用于管理物联网系统预防性维护的新方法. 它使用软件定义的传感和预测算法来提高服务水平和系统弹性.
科学领域:
- 物联网 (IoT) 的物联网 (IoT) 的物联网.
- 无线通信技术无线通信技术
- 预测性维护是指预测性维护.
背景情况:
- 物联网和智能应用程序的大规模部署需要在各种标准 (ZigBee,LoRA,蓝牙,蜂) 上稳定的无线连接.
- 在不断扩大的物联网网络中保持一致的服务水平对维护运营商构成重大挑战.
研究的目的:
- 提出一个综合解决方案,用于管理复杂物联网系统的预防性维护.
- 为了提高维护操作的效率和响应时间.
- 通过改进服务恢复,提高复杂系统的弹性.
主要方法:
- 采用软件定义传感用于硬件组件,应用程序和客户满意度.
- 开发一种特定的算法来监控服务水平.
- 利用网络未来状态预测进行维护管理.
- 调查智能城市应用中的案例研究.
主要成果:
- 在智慧城市环境中展示了拟议方法的可扩展性和灵活性.
- 开发了一种用于服务水平监控的新算法.
- 提出了一个基于预测分析的预防性维护管理的综合工具.
结论:
- 综合解决方案有效地提高了预防性维护效率和响应时间.
- 该方法有助于快速恢复所需的服务水平,提高系统的弹性.
- 软件定义的传感和预测建模为管理复杂物联网生态系统提供了强大的框架.
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
Distribution Reliability and Automation
134
Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...
134
Control Systems
1.2K
Control systems are everywhere in contemporary society, influencing diverse applications from aerospace to automated manufacturing. These systems can be found naturally within biological processes, such as blood sugar regulation and heart rate adjustment in response to stress, as well as in man-made systems like elevators and automated vehicles. A control system is essentially a network of subsystems and processes that collaboratively convert specific inputs into desired outputs.
At the heart...
At the heart...
1.2K
Multimachine Stability
194
Multimachine stability analysis is crucial for understanding the dynamics and stability of power systems with multiple synchronous machines. The objective is to solve the swing equations for a network of M machines connected to an N-bus power system.
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
194
Electrical Systems
422
In electrical engineering, the analysis of networks composed of passive linear components — resistors (R), capacitors (C), and inductors (L) — is fundamental. These components are organized into circuits where the relationship between input and output can be analyzed using transfer functions. The transfer function of an RLC circuit, which relates the voltage across a capacitor to the input voltage, can be derived using Kirchhoff's laws.
To derive the transfer function, consider...
To derive the transfer function, consider...
422
Zones of Protection
236
In power systems, the entire setup is divided into protective zones to isolate faults and protect the rest of the network. These zones include generators, transformers, buses, transmission lines, distribution lines, and motors. Each zone can be visualized as a separate room in a house, with each room protected by its own circuit breaker.
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
236


