智能维护解决方案:AR和VR增强的数字双胞胎由FIWARE提供动力
André Costa1, João Miranda1, Duarte Dias1
1IPVC-Instituto Politécnico de Viana do Castelo, 4900-347 Viana do Castelo, Portugal.
Sensors (Basel, Switzerland)
|February 13, 2025
概括
这项研究将物联网 (IoT),数据分析和增强/虚拟现实 (AR/VR) 整合在一起,以提高工业设备的维护. 开发的系统提供预测性维护功能,减少停机时间和运营故障.
科学领域:
- 工业工程 工业工程 工业工程
- 计算机科学 计算机科学
- 数字化转型 数字化转型
背景情况:
- 数字化正在通过物联网,数据分析,AR和VR等技术改变行业.
- 有效的工业设备监控和维护对于运营效率至关重要.
- 预测性维护策略的目的是尽量减少机器停机时间并防止故障.
研究的目的:
- 开发一个综合系统,结合物联网,数据分析,AR和VR,用于工业设备的监控和维护.
- 调查这种集成如何优化工业维护流程.
- 为先进的预测性维护解决方案奠定基础.
主要方法:
- 开发一个集成物联网 (IoT) 传感器用于数据收集的系统.
- 实施先进的数据分析技术,以识别设备异常.
- 利用增强现实 (AR) 和虚拟现实 (VR) 来可视化数据和指导维护任务.
主要成果:
- 一个原型系统成功开发和测试.
- 综合系统展示了有效的预测性维护的潜力.
- 该系统可以提醒操作人员发现异常,并提供视觉维护说明.
结论:
- 物联网,数据分析,AR和VR的整合为优化工业维护提供了一个有希望的方法.
- 开发的原型显示了在工业环境中实际应用的潜力.
- 这种集成系统可以大大减少机器停机时间和运行故障.
相关概念视频
Mechanical Systems
167
Mechanical systems are analogous to to electrical networks where springs and masses play similar roles to inductors and capacitors, respectively. A viscous damper in mechanical systems functions similarly to a resistor in electrical networks, dissipating energy. The forces acting on a mass in such systems include an applied force in the direction of motion, counteracted by forces from the spring, a viscous damper, and the mass's acceleration. This interplay of forces is mathematically...
167
Mechanical Efficiency of Real Machines
623
The mechanical efficiency of a machine is a fundamental concept that describes how effectively a machine can convert input work into output work. According to this concept, the efficiency of a machine is equal to the ratio of the output work to the input work. An ideal machine, meaning a machine that has no energy losses, has an efficiency of one. This implies that the input work and the output work are equal.
However, in reality, no machine can be truly ideal, and all of them experience some...
However, in reality, no machine can be truly ideal, and all of them experience some...
623
Issues And Trends In Healthcare Delivery System
5.6K
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...
5.6K
Electro-mechanical Systems
912
Electromechanical systems are intricate configurations that effectively combine electrical and mechanical elements to achieve a desired outcome. Central to many of these systems is the DC motor, a device that converts electrical energy into mechanical motion, enabling various applications ranging from simple fans to complex robotic mechanisms.
A key component of the DC motor is the armature, a rotating circuit positioned within a magnetic field. As an electric current passes through the...
A key component of the DC motor is the armature, a rotating circuit positioned within a magnetic field. As an electric current passes through the...
912
Electronic Distance Measuring Instruments
25
Electronic Distance Measuring Instruments (EDMs) are essential tools in modern surveying, offering precise distance measurements by emitting electromagnetic signals and calculating the time required for these signals to travel to a target and return. Two primary types of signals are used in EDMs — light waves and microwaves — each suited to specific environmental and distance requirements. Light-wave-based EDMs utilize either infrared or laser light, providing high accuracy over short...
25
Wind Turbine Machine Models
96
In the growing field of wind energy, incorporating wind turbine models into transient stability analysis is essential. Induction and synchronous machines are the primary models used, with induction machines being prevalent due to their simplicity and reliability.
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
96


