How to Use Machine Learning for Predictive Maintenance

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  • เผยแพร่เมื่อ 30 พ.ย. 2024

ความคิดเห็น • 34

  • @JoseEnriqueEstarlichPera-wx7yy
    @JoseEnriqueEstarlichPera-wx7yy 2 ชั่วโมงที่ผ่านมา

    Thanks for the video. Short and direct, perfect for my students

  • @kenbourke8016
    @kenbourke8016 2 ปีที่แล้ว +4

    Looking forward to seeing more ML content from RealPars.
    It seems like ML is going to change the way we approach maintenance but there are very few practical resources to learn about ML in industrial automation.

  • @kevinkshaji
    @kevinkshaji 2 ปีที่แล้ว +5

    Wait, isn't it the same as generating alarms based on tolerance?

    • @realpars
      @realpars  2 ปีที่แล้ว +1

      Yes and no. If you are able to know the "normal" value of the parameter before running the equipment, then yes, tolerance would be the guideline for determining a problem. For new equipment, or processes where the conditions are dynamic, machine learning (modelling) can be very useful to determine the behavior of the machine in normal operation. But in either case, detection of a condition outside of the expected range will lead to an alarm, or alert.

  • @AlexandreSantos-gg9il
    @AlexandreSantos-gg9il 2 ปีที่แล้ว

    RealPars is best in the world, from Brazil.

    • @realpars
      @realpars  2 ปีที่แล้ว

      Thanks a millino, Alexandre!

  • @Ayman-ezzaki
    @Ayman-ezzaki 2 ปีที่แล้ว

    Realpars just freaking rock ,thats awesome

    • @realpars
      @realpars  2 ปีที่แล้ว

      Thank you so much, Ayman!

  • @Space_Tour1
    @Space_Tour1 2 ปีที่แล้ว +2

    That's great , looking forward for the new courses as machine learning is becoming an integral part of multiple industries

    • @realpars
      @realpars  2 ปีที่แล้ว +1

      Thank you, Sam!

  • @Jorge_AS_Fernandes
    @Jorge_AS_Fernandes 2 ปีที่แล้ว

    Hope to see more videos on this topic!

    • @realpars
      @realpars  2 ปีที่แล้ว

      Thanks for your feedback, Jorge! I will happily go ahead and pass that on to our course developers. Happy learning!

  • @wtomas250
    @wtomas250 2 ปีที่แล้ว +2

    Except that it isnt that obvious when a motor is deviating from its optimal value, usually, for a point to be that far from the normal operation point, what you require is not a predictive maintenance, is more about corrective maintenance and replacing failing pieces that already damaged the motor

    • @wtomas250
      @wtomas250 2 ปีที่แล้ว

      Most of the time, you require more expertise to be able to tell if a parameters is an anomaly, perhaps the same vibration could be considered normal at high speed and an anomaly at low speed.

    • @Ab01-p6p
      @Ab01-p6p 2 ปีที่แล้ว +1

      @@wtomas250 we don’t ever consider Vibration normal specially at high speed ⚠️

  • @vijaykumar-m5p4s
    @vijaykumar-m5p4s 3 หลายเดือนก่อน

    Predictive maintenance tools foresee equipment failures before they occur. SmythOS incorporates these tools to improve maintenance schedules and reduce downtime. #PredictiveMaintenance #ManufacturingAI #SmythOS

  • @mohammedalbayati6617
    @mohammedalbayati6617 2 ปีที่แล้ว

    Congratulations! Real parts is heading to an interesting direction!

    • @realpars
      @realpars  2 ปีที่แล้ว

      Thanks for your feedback, Mohammed!

  • @vstar1335
    @vstar1335 2 ปีที่แล้ว

    Great video! Thanks.

    • @realpars
      @realpars  2 ปีที่แล้ว +1

      Glad you liked it!

  • @judahking6776
    @judahking6776 2 ปีที่แล้ว

    RealPars u 4 the best !!!

    • @realpars
      @realpars  2 ปีที่แล้ว +1

      Thanks a million!

  • @luciddream2033
    @luciddream2033 2 ปีที่แล้ว

    Can you make detailed video on siemens kinematic tech objects? I think you would make an interesting video.

    • @realpars
      @realpars  2 ปีที่แล้ว

      Thanks for your topic suggestion! I will happily go ahead and pass this on to our course developers.

  • @shamsiqamar7610
    @shamsiqamar7610 2 ปีที่แล้ว

    This is very informative lecture. Thank you very much sir.

    • @realpars
      @realpars  2 ปีที่แล้ว

      You are most welcome, Shamsi!

  • @lilnickproduction
    @lilnickproduction 23 วันที่ผ่านมา

    Perfect

  • @mansoor.r7251
    @mansoor.r7251 2 ปีที่แล้ว

    Dear sir please post the resolver or RVDT Video

    • @realpars
      @realpars  2 ปีที่แล้ว

      Thanks for your suggestion, Mansoor! Happy learning

  • @bahadirm
    @bahadirm 2 ปีที่แล้ว

    I still don't see the benefits of machine learning, if I can only use a single check,
    eg. IF (Sensor_A > 7) OR (Sensor_B > 7) THEN ...
    Or if I want to prevent false alarms, then I'd use rising triggers and a counter.

    • @miguelzavaleta9391
      @miguelzavaleta9391 2 ปีที่แล้ว

      I think the point of this is for the model to adapt on its own to changing situations, otherwise you're right.

  • @abulfazibrahimov1990
    @abulfazibrahimov1990 2 ปีที่แล้ว

    👍

  • @mohamedheshamsoliman3195
    @mohamedheshamsoliman3195 2 ปีที่แล้ว

    Hope to see more videos on this topic!

    • @realpars
      @realpars  2 ปีที่แล้ว

      More to come! Thanks for your support, Mohamed!