Machine learning for machine health monitoring in IoT

Maintenance has always been an integral part of today’s world. Constant breakage of machines with subsequent repairs have proven to be a huge toll economically. The evolution of maintenance has been present since many decades ago. Preventive maintenance for machines has been practiced till today....

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Chen, Wei Jie
مؤلفون آخرون: Arindam Basu
التنسيق: Final Year Project
اللغة:English
منشور في: 2018
الموضوعات:
الوصول للمادة أونلاين:http://hdl.handle.net/10356/76359
الوسوم: إضافة وسم
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المؤسسة: Nanyang Technological University
اللغة: English
الوصف
الملخص:Maintenance has always been an integral part of today’s world. Constant breakage of machines with subsequent repairs have proven to be a huge toll economically. The evolution of maintenance has been present since many decades ago. Preventive maintenance for machines has been practiced till today. It is fairly successful but costly with regular maintenance to check for defects in the machine. With the advancement of technology, it is prudent to investigate newer ways of maintenance such as predictive maintenance where external systems are able to predict if the machine is going to be defective or not. The project will combine machine learning with the specifications of the machines, and incorporate it into a system which can instantaneously predict the health of the machines.