Connectionists: [new deadline ] Competition - Predictive Maintenance @ Xai for Predictive Maintenance Tutorial - ECAI 2023

[Carlos]

Call for Participation

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We invite you to participate in our Predictive Maintenance Competition. This is the shared task of the XAI for Predictive Maintenance Tutorial at ECAI 2023 (https://slawomirnowaczyk.wixsite.com/ecai-xpm).



Competition website: https://slawomirnowaczyk.wixsite.com/ecai-xpm

Kaggle website: https://www.kaggle.com/datasets/pattinson9999/uci-metropt-3-dataset




Important dates

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· 25/09/2023: submission deadline.


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Description

The compressed air system is a crucial component of the train and delivers essential pressurized air to several clients like:

·       pneumatic suspension

·       oil injection on the rail to reduce the friction and noise on the curves

·       injection of sand to gain traction rails

·       connect other trains

Requirements

Predict a failure or detect an anomaly two hours in advance (minimum time required by the company to schedule the replacement of the faulty train).

Description

·       The dataset consists of more than 15 million examples

·       Collected from February to August 2020

·       15 features from 7 analogue (1-7) and 8 digital (8-15) sensors

Failures

·       Air leak: relevant sensors: tp2, tp3, h1, dv_pressure, comp, motor_current

·       Oil leak: relevant sensors: oil_temp, oil_level

Possible Tasks:

·       Anomaly Detection

·       Anomaly Explanation

·       Failure Prediction

·       Remaining Useful Life (RUL)

Solution:

·       Best Posters will be available on the XPM project website and presented online during the Tutorial

·       Open repository with solution

·       Send the Technical Poster to bveloso at fep.up.pt


Best,

Organizers

Carlos Ferreira


ISEP | Instituto Superior de Engenharia do Porto
Rua Dr. António Bernardino de Almeida, 431
4249-015 Porto - PORTUGAL
tel. +351 228 340 500 | fax +351 228 321 159
mail at isep.ipp.pt | www.isep.ipp.pt