ENBIS-21 Online Conference

Session

Predictive Maintenance and Reliability Special Session

PS44_SS4

14 Sept 2021, 15:00

Online

Conveners

Predictive Maintenance and Reliability Special Session

• Chair: Nikolaus Haselgruber (CIS consulting in industrial statistics GmbH)

34. Classification of On-Road Routes for the Reliability Assessment of Drive-Assist Systems in Heavy-Duty Trucks based on Electronic Map Data

Nikolaus Haselgruber (CIS consulting in industrial statistics GmbH)

14/09/2021, 15:00

Reliability

The development of drive assist systems, such as traffic sign recognition and distance regulation, is one of the most important tasks on the way to autonomous driving. With focus on the definition of reliability as the ability to perform a required function under specific conditions over a given period of time, the most challenging aspect appears to be the description of the usage conditions....

54. Variable importance analysis of railway vehicle responses

Mrs Anna Pichler (Virtual Vehicle Research GmbH)

14/09/2021, 15:30

Reliability

In the development process of railway vehicles several requirements considering reliability and safety have to be met. These requirements are commonly assessed by using Multi-Body-Dynamics (MBD) simulations and on-track measurements.
In general, the vehicle/track interaction is significantly influenced by varying, unknown or non-quantifiable operating conditions (e.g. coefficient of friction)...

128. Explainable AI and Predictive Maintenance

Florian Sobieczky (Software Competence Center Hagenberg GmbH)

14/09/2021, 16:00

Other/special session/invited session

Non-linear predictive machine learning models (such as deep learning) have emerged as a successful approach in many industrial applications, as the accuracy of predictions often surpasses classical statistical approaches in a significant, and also effective way. Predictive maintenance tasks (such as predicting change points or detecting anomalies) are particularly susceptible to this...