DataSys 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France

  • AICT 2023, The Nineteenth Advanced International Conference on Telecommunications
  • ICIW 2023, The Eighteenth International Conference on Internet and Web Applications and Services
  • ICIMP 2023, The Eighteenth International Conference on Internet Monitoring and Protection
  • SMART 2023, The Twelfth International Conference on Smart Cities, Systems, Devices and Technologies
  • IMMM 2023, The Thirteenth International Conference on Advances in Information Mining and Management
  • INFOCOMP 2023, The Thirteenth International Conference on Advanced Communications and Computation
  • MOBILITY 2023, The Thirteenth International Conference on Mobile Services, Resources, and Users
  • SPWID 2023, The Ninth International Conference on Smart Portable, Wearable, Implantable and Disability-oriented Devices and Systems
  • ACCSE 2023, The Eighth International Conference on Advances in Computation, Communications and Services

ComputationWorld 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France

  • SERVICE COMPUTATION 2023, The Fifteenth International Conference on Advanced Service Computing
  • CLOUD COMPUTING 2023, The Fourteenth International Conference on Cloud Computing, GRIDs, and Virtualization
  • FUTURE COMPUTING 2023, The Fifteenth International Conference on Future Computational Technologies and Applications
  • COGNITIVE 2023, The Fifteenth International Conference on Advanced Cognitive Technologies and Applications
  • ADAPTIVE 2023, The Fifteenth International Conference on Adaptive and Self-Adaptive Systems and Applications
  • CONTENT 2023, The Fifteenth International Conference on Creative Content Technologies
  • PATTERNS 2023, The Fifteenth International Conference on Pervasive Patterns and Applications
  • COMPUTATION TOOLS 2023, The Fourteenth International Conference on Computational Logics, Algebras, Programming, Tools, and Benchmarking
  • BUSTECH 2023, The Thirteenth International Conference on Business Intelligence and Technology

NetWare 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal

  • SENSORCOMM 2023, The Seventeenth International Conference on Sensor Technologies and Applications
  • SENSORDEVICES 2023, The Fourteenth International Conference on Sensor Device Technologies and Applications
  • SECURWARE 2023, The Seventeenth International Conference on Emerging Security Information, Systems and Technologies
  • AFIN 2023, The Fifteenth International Conference on Advances in Future Internet
  • CENICS 2023, The Sixteenth International Conference on Advances in Circuits, Electronics and Micro-electronics
  • ICQNM 2023, The Seventeenth International Conference on Quantum, Nano/Bio, and Micro Technologies
  • FASSI 2023, The Ninth International Conference on Fundamentals and Advances in Software Systems Integration
  • GREEN 2023, The Eighth International Conference on Green Communications, Computing and Technologies

NexTech 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal

  • UBICOMM 2023, The Seventeenth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
  • ADVCOMP 2023, The Seventeenth International Conference on Advanced Engineering Computing and Applications in Sciences
  • SEMAPRO 2023, The Seventeenth International Conference on Advances in Semantic Processing
  • AMBIENT 2023, The Thirteenth International Conference on Ambient Computing, Applications, Services and Technologies
  • EMERGING 2023, The Fifteenth International Conference on Emerging Networks and Systems Intelligence
  • DATA ANALYTICS 2023, The Twelfth International Conference on Data Analytics
  • GLOBAL HEALTH 2023, The Twelfth International Conference on Global Health Challenges
  • CYBER 2023, The Eighth International Conference on Cyber-Technologies and Cyber-Systems

TrendNews 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal

  • CORETA 2023, Advances on Core Technologies and Applications
  • DIGITAL 2023, Advances on Societal Digital Transformation

SocSys 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain

SoftNet 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain

  • ICSEA 2023, The Eighteenth International Conference on Software Engineering Advances
  • ICSNC 2023, The Eighteenth International Conference on Systems and Networks Communications
  • CENTRIC 2023, The Sixteenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services
  • VALID 2023, The Fifteenth International Conference on Advances in System Testing and Validation Lifecycle
  • SIMUL 2023, The Fifteenth International Conference on Advances in System Simulation
  • SOTICS 2023, The Thirteenth International Conference on Social Media Technologies, Communication, and Informatics
  • INNOV 2023, The Twelfth International Conference on Communications, Computation, Networks and Technologies
  • HEALTHINFO 2023, The Eighth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing

IARIA Congress 2023, The 2023 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications
November 13, 2023 to November 17, 2023 - Valencia, Spain

 

 


ThinkMind // COGNITIVE 2022, The Fourteenth International Conference on Advanced Cognitive Technologies and Applications // View article cognitive_2022_1_20_40013


No Time to Crash: Visualizing Interdependencies for Optimal Maintenance Scheduling

Authors:
Milot Gashi
Belgin Mutlu
Stefanie Lindstaedt
Stefan Thalmann

Keywords: Multi-Component System; Predictive Maintenance; Visualization Analytics; Optimization; Stochastic Interdependencies

Abstract:
With the digital transformation in manufacturing, Predictive Maintenance (PdM) is increasingly proposed as an approach to increase the efficiency of manufacturing processes. However, system complexity increases due to mass customization, shorter product life cycles, and many component variants within a manufacturing system. So far, PdM mainly focuses on a single component or system-level and thus neglects the complexity by not considering the interdependencies between components. In a Multi-Component System (MCS) perspective, models covering interdependencies between components within a complex system are established and used for the prediction. Even if the predictive accuracy is superior, modeling interdependencies is a complex and laborious task that prevents the broad adoption of the MCS perspective. A potential way to tackle this challenge is using visualizations to discover and model the interdependencies. This paper evaluates different visualization approaches for PdM in the context of MCSs using a crowd-sourced study involving 530 participants. In our study, we ranked these approaches based on the participant's performance that aimed to identify the optimal timing for maintenance within an MCS. Our results suggest that visualization approaches are suitable to identify interdependencies and that the stacked-area approach is the most promising approach in this regard.

Pages: 11 to 16

Copyright: Copyright (c) IARIA, 2022

Publication date: April 24, 2022

Published in: conference

ISSN: 2308-4197

ISBN: 978-1-61208-950-8

Location: Barcelona, Spain

Dates: from April 24, 2022 to April 28, 2022

SERVICES CONTACT
2010 - 2022 © ThinkMind. All rights reserved.
Read Terms of Service and Privacy Policy.