27th FRUCT Conference: IWPM20 workshop
The International Workshop on Predictive Maintenance (IWPM)
We welcome you to take part in the International Workshop on Predictive Maintenance (IWPM20) that will be held in Trento (Italy) on 8 September 2020, in conjunction with FRUCT27. The 27th FRUCT Conference is organized by University of Trento and the Open Innovations Association FRUCT, a large regional cooperation framework that promotes open innovations of academia and industry. Participants comes from Italy, Finland, Russia, UK, Denmark, India, and other countries and industry is primary represented by Dell EMC, Nokia, MariaDB, Intel, Jolla, Open Mobile Platform, Skolkovo, etc.
Despite COVID-19, we keep on collecting submissions and plan to hold the workshop as planned on September 8, 2020. The workshop is organized as a virtual event. We welcome you Submit your papers.
Overview
Predictive maintenance is a new trend in research and industry involving several application domains. Where in standard maintenance models the maintenance procedures follow the failure or are scheduled at fixed time intervals, in Predictive maintenance monitoring data and measurement of process performance are used to trigger equipment maintenance. This data is often used in conjunction with analysed historical trends to evaluate the system health and predict breakdowns before they happen. This approach is based on fast analysis of large amount of data, as such it needs accurate and complete information for optimal decision-making. As big data technology is getting mature, systematic analysis of massive streaming data and more advanced Machine Learning techniques have been employed for exploring hidden patterns in the monitoring data.
Predictive maintenance has found its place in many industrial sectors, with automotive leading the way to introduce more involved approaches that both help in scheduling maintenance procedures and suggest plans of action to mitigate failures. This research area finds strong links with recent methodologies and industry trends such as the Internet of Things, to extract actionable insights directly from the equipment, and Digital Twins, digital replicas of the equipment to model its state and simulate its performance.
The topics of interest include, but are not limited to the following subject areas:
• Predictive maintenance using AI, Deep Learning, Machine Learning
• Modelling and optimization of processes
• Condition-based monitoring and decision support systems
• Time series based predictive maintenance
• Predictive maintenance with online data
• Fault detection and diagnosis
• Prescriptive maintenance model for decision support
• Digital Twins for fault simulation and analysis
• Estimation of Remaining Useful Life of components
• Data visualization for predictive maintenance
We welcome researchers as well as industry stakeholders to submit papers and take part in the workshop to share their research and findings. Early registration is a cost effective way to participate in the Workshop and the 27th FRUCT conference. All workshop papers will be published Open Access in FRUCT proceeding (available for free under a CC BY-ND license download from FRUCT proceedings catalog). Posters and demos can be presented on the FRUCT27 Demo Session on 7 September 2020.
Papers and posters will be published in FRUCT proceedings. The Full papers will be also submitted to IEEE Xplore and indexed by Scopus, ACM, Web of Science and DBLP.
Call for papers and presentations
You can select one of the following 3 types of submissions:
- Full papers (min 6 full pages and up to 12 pages), deadline: June 15, 2020;
- Short papers (min 200 words, max 5 pages), deadline: June 15, 2020;
- Poster or demo summary (min 200 words, max 5 pages), by August 31, 2020.
All papers must include references in the allotted page limits. Please note that an author can be a coauthor of a maximum of three documents of all types.
The Early bird submission deadline: May 29, 2020.
Please note that one person can be a coauthor of at maximum 3 submissions of all types: Submit
Workshop dates: 8 September 2020
Conference location: Trento, Italy
Short Paper submission deadline: 15 June 2020
Full Paper Submission deadline: 15 June 2020
Notification of acceptance date: 6 July 2020
Camera-ready submission deadline: 13 July 2020
Authors registration deadline: 13 July 2020
Demos/Posters submission deadline: 31 August 2020
The templates and other practical details on publishing your papers can be found at FRUCT CFP page.
CONTACT INFORMATION
If you get some questions that are not covered at the conference web page, feel free to send an email to info<at>fruct.org
Workshop organized by: Leticia Decker de Sousa, Luca Giommi, Simone Rossi Tisbeni, Fabio Viola
Workshop chairs: Simone Rossi Tisbeni <simone.rossitisbeni@cnaf.infn.it>, Fabio Viola <fabio.viola@cnaf.infn.it>
