Predictive Maintenance in the Automotive Sector: A Literature Reviewpredictive maintenancedata-driven methodsmachine learning algorithmsIndustry 4.0With the rapid advancement of sensor and network technology, there has been a notable increase in the availability of condition-monitoring data such as vibration,...
Table 1. Summary of the most recent papers for predictive maintenance in automotive sector. The data types are Real Data (RD) and Synthetic Data (SD). 7. Conclusions Timely and adequate maintenance actions are essential for the operation of industrial equipment as they can significantly improve...
Reduces the frequency of maintenance tasks:While preventive maintenance is a preferred strategy for many organizations, in some cases, it can lead to over-maintenance as teams perform unnecessary maintenance based on manufacturer’s directions. With predictive maintenance, assets only receive maintenance w...
Goal– Connect IFS business software to IoT sensor data in order to enable further automation and increase efficiency and agility of business processes. The automotive industry needs high-performance logistics (just-in-time / just-in-sequence / distributed production) so the period of maintenanc...
By monitoring oil temperature and the speed of gearboxes in drilling equipment, predictive maintenance has greatly improved safety and reduced maintenance costs by up to 38%. Automotive industry: On assembly lines, spot-welding guns perform about 15,000 spot welds each per day. By connecting ...
Reduce unplanned downtime, minimize maintenance costs and respond faster to critical issues with equipment preventative maintenance.
Preventive and Predictive Maintenance Experienced manufacturing leader in the computer, automotive assembly, aerospace, furniture, and chemical industry for over 30 years. Held increasingly responsible positions with international assignments in China, Mexico, Canada, Germany and the United States. Implemented...
Stratio Automotive, a provider of automated vehicle testing and automated vehicle maintenance that combines engineering and machine learning capabilities, raised a $3 million Seed round from Crane Venture Partners in 2019. Stratio’s customers are vehicle manufacturers as well as operators of heavy-duty...
Predictive Maintenance Is a Fast-Growing Market The global market for automotive predictive maintenance is expected to grow at a CAGR of 26.2% from 2023-2029 *1. Predictive maintenance as a digital service is highly valued among car owners, who cite car maintenance and upkeep as a top concern...
1 Gary Wollenhaupt, “IoT slashed downtime with predictive maintenance,” PTC, accessed March 7, 2017. 2 IndustryWeek, “Unlocking performance,” Emerson, accessed September 26, 2022. 3 “Smart factory” broadly refers to a “smart” facility such as a manufacturing shop floor, warehouse, sort...