系统审查预测性维护和数字双胞胎技术的挑战,机遇和最佳实践
Nur Haninie Abd Wahab1,2, Khairunnisa Hasikin1,3, Khin Wee Lai1
1Department of Biomedical Engineering, Faculty of Engineering, Universiti Malaya, Kuala Lumpur, Malaysia.
PeerJ. Computer science
|April 30, 2024
概括
预测性维护 (PdM) 和数字双胞胎 (DT) 为工业挑战提供了变革性的解决方案. 本综述探讨了它们在医疗保健,公用事业和农业中的建模技术和应用,以加强资产管理.
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
- 数据科学数据科学数据科学
背景情况:
- 传统的维护方法 (反应性,预先设计的) 不足以满足现代工业需求.
- 预测性维护 (PdM) 和数字双胞胎 (DT) 正成为优化维护流程的关键策略.
- 整合PdM和DT可以提高各行各业的利能力,安全性和可持续性.
研究的目的:
- 探索PdM和DT在需要实时监控的行业中的应用和变革潜力.
- 调查PdM和DT在医疗保健,智能水资源管理和智能农业中的新兴应用.
- 综合PdM背景下对资产寿命评估的建模技术的当前研究.
主要方法:
- 系统性文献审查遵循系统性审查和元分析 (PRISMA) 标准的首选报告项目.
- 分析了34篇专注于PdM和DT建模技术的学术文章.
- 综合用于资产寿命预测的多种建模方法.
主要成果:
- 确定了四个关键领域:PdM和DT建模技术,多种方法,预测结果和维护管理实施.
- 证实了研究结果与医疗保健,公用事业和农业新兴应用的结合.
- 强调PdM和DT在各种工业部门的灵活性和广泛适用性,用于实时监控.
结论:
- PdM和DT对于彻底改变资产管理和维护实践至关重要.
- 这次审查是完善PdM策略和扩大DT适用性的重要资源.
- 这些发现强调了这些方法的潜力,以有效地应对动态的工业挑战.
相关概念视频
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
Current Trends in Nursing II
1.2K
Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
1.2K
Control Systems
1.1K
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...
1.1K
Control Systems: Applications
603
Electrical engineering plays a pivotal role in our daily lives, with control systems at the heart of many applications, from home appliances to sophisticated space shuttles. Control systems manage and regulate the behavior of devices and processes, ensuring they function safely, correctly, and efficiently.
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
603
Methods of Documentation VI: Case Management Model
570
The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
For example, a patient with a chronic...
For example, a patient with a chronic...
570
Health Information Technology and Healthcare Information System
834
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
834


