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

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Sep 20, 2023, 4:41:44 AMSep 20
Call for Participation


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


· 25/09/2023: submission deadline.



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


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).


· 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


· 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)


· 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 bve...@fep.up.pt


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