Essays about: "Data-driven Predictive Maintenance"

Showing result 1 - 5 of 11 essays containing the words Data-driven Predictive Maintenance.

1. 1. Predictive Maintenance as a Tool for Servitization : The case of a value-added reseller in the construction equipment industry

   University essay from KTH/Skolan för industriell teknik och management (ITM)

   Author : Max Kihlborg; Adam Lilja; [2022]
   Keywords : Servitization; Productivity-as-a-Service; Predictive maintenance; Industrial maintenance; Machine learning; Value-added reseller; Construction equipment industry; Tjänstefiering; Prediktivt underhåll; Industriellt underhåll; Maskininlärning; Värdeskapande återförsäljare; Anläggningmaskinsbranschen;

   Abstract : The construction equipment industry has been slow to increase its level of servitization, compared to other related sectors such as the car and flight industries. The fundamental problem is the endless variants of machines and business settings that their customers operate in. READ MORE

3. 2. Predictive Maintenance of Induction Motors using Deep Learning : Anomaly Detection using an Autoencoder Neural Network and Fault Classification using a Convolutional Neural Network

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Diego Andres Moreno Salinas; [2022]
   Keywords : Predictive maintenance; Fault Diagnosis; Anomaly Detection; Deep Learning; Machine Learning; Induction Motors; Prediktivt underhåll; feldiagnostik; upptäckt av avvikelser; djup inlärning; maskininlärning; induktionsmotorer;

   Abstract : With the fast evolution of the Industry 4.0, the increased use of sensors and the rapid development of the Internet of Things (IoT), and the adoption of artificial intelligence methods, smart factories can automate their processes to vastly improve their efficiency and production quality. READ MORE

4. 3. An Investigation of Methods for Flow Measurements in a Gasketed Plate Heat Exchanger for Predictive Maintenance

   University essay from Lunds universitet/Avdelningen för Biomedicinsk teknik

   Author : Viktor Ekström; [2022]
   Keywords : gasketed plate heat exchanger; electrical measurements; sensors; predictive maintenance; machine learning; Technology and Engineering;

   Abstract : For a company to stay relevant in the long term, it is essential to keep up with the latest technology and continuously consider new innovative solutions for improving products and services. The gasketed plate heat exchanger (GPHE) is a mechanical device, and this work attempts to investigate different possibilities for incorporating sensor devices and predictive maintenance systems to improve the device. READ MORE

5. 4. Toward predictive maintenance in surface treatment processes : A DMAIC case study at Seco Tools

   University essay from Luleå tekniska universitet/Institutionen för ekonomi, teknik, konst och samhälle

   Author : Martin Berg; Albin Eriksson; [2021]
   Keywords : Predictive maintenance; Industry 4.0; Data-driven maintenance; chemical vapour deposition; wet blasting;

   Abstract : Surface treatments are often used in the manufacturing industry to change the surface of a product, including its related properties and functions. The occurrence of degradation and corrosion in surface treatment processes can lead to critical breakdowns over time. READ MORE

6. 5. Data-Driven Predictive Maintenance for Industries

   University essay from Lunds universitet/Institutionen för informatik

   Author : Swapna Malagi; Sathya Ruba Selvaraj; [2021]
   Keywords : Data-driven Predictive Maintenance; TOE Framework; Implementation; Impacting Factor; Business and Economics;

   Abstract : Due to the industry 4.0 paradigm shift, manufacturing and pro-duction industries are focusing on Predictive maintenance (PdM) to increase production efficiency and maintenance strategies. Also, adopting data-driven approaches to implement PdM as a result of increased data usage and exchange. However, facing technical and non-technical challenges. READ MORE