• [new deadline] Competition - Predictive Maintenance @ Xai for Predictiv

    From carlosabreuferreira12@gmail.com@21:1/5 to All on Wed Sep 20 01:58:21 2023
    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 bveloso@fep.up.pt



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