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A Measurement Frequency Estimation Method for Failure Prognosis of an Automated Tire Condition Monitoring System

Meissner, Robert and Meyer, Hendrik and Raddatz, Florian (2019) A Measurement Frequency Estimation Method for Failure Prognosis of an Automated Tire Condition Monitoring System. 2019 IEEE International Conference on Prognostics and Health Management, 17.-19. Juni 2019, San Francisco, USA. DOI: 10.1109/ICPHM.2019.8819422 ISBN 978-1-5386-8357-6

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Official URL: https://ieeexplore.ieee.org/document/8819422

Abstract

The ongoing digitalization allows operators and manufacturers to constantly gain new insights about their asset’s performance and degradation status. This information could potentially help to reduce operating and maintenance costs. Although significant amount of research has been spent in determining Remaining Useful Lifetimes (RUL) of various systems, these efforts often implicitly assume an unrestricted availability of measurement data. However, the amount of acquired data significantly drives the necessary investment cost or is sometimes even impossible to obtain in required requencies in reality. In this paper, we will investigate the changes of the precision for the RUL prognosis on the example of a Tire Pressure Indication System (TPIS). After a possible layout with sensor requirements for a fully automated condition monitoring system has been developed in theory, we describe necessary data cleansing steps to account for environmental impacts on the system’s performance and to derive the system’s health status. With the help of a Monte Carlo (MC) simulation, we evaluate the system’s sensitivity towards changes in precision of the RUL for different measurement frequencies, prognostic models, and parameter settings. The results allow an estimation of the minimum pressure measurement frequency for a fully automated TPIS in order to obtain the required prognostic performance and to maximize cost efficiency.

Item URL in elib:https://elib.dlr.de/128171/
Document Type:Conference or Workshop Item (Speech)
Title:A Measurement Frequency Estimation Method for Failure Prognosis of an Automated Tire Condition Monitoring System
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Meissner, RobertRobert.Meissner (at) dlr.dehttps://orcid.org/0000-0002-5299-4006
Meyer, HendrikHendrik.Meyer (at) dlr.deUNSPECIFIED
Raddatz, FlorianFlorian.Raddatz (at) dlr.dehttps://orcid.org/0000-0002-0660-7650
Date:17 June 2019
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
DOI :10.1109/ICPHM.2019.8819422
ISBN:978-1-5386-8357-6
Status:Published
Keywords:TPIS; prognosis; remaining useful life; condition based maintenance; prognostic accuracy; measurement frequency
Event Title:2019 IEEE International Conference on Prognostics and Health Management
Event Location:San Francisco, USA
Event Type:international Conference
Event Dates:17.-19. Juni 2019
Organizer:IEEE Reliability Society
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Aeronautics
HGF - Program Themes:air traffic management and operations
DLR - Research area:Aeronautics
DLR - Program:L AO - Air Traffic Management and Operation
DLR - Research theme (Project):L - Air Traffic Concepts and Operation
Location: Hamburg
Institutes and Institutions:Institute of Maintenance, Repair and Overhaul > Product Life Cycle Management
Deposited By: Meissner, Robert
Deposited On:09 Sep 2019 08:53
Last Modified:09 Sep 2019 08:53

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