Physics Informed Neural Networks (PINNs): "PyTorch" Solve Physical Systems with Deep Neural Networks

Find a Full step by step PINNs course in this link
www.udemy.com/course/physics-...
Find a Full step by step Inverse PINNs course in this link
www.udemy.com/course/inverse-...
Find a Full step by step Deep neural operator course in this link
www.udemy.com/course/simulati...
Find a Full step by step AI for engineering application course in this link
www.udemy.com/course/ai-for-e...
find the code in here github.com/machinedecision/co...

Пікірлер: 25

  • @azeemishaq8240
    @azeemishaq82405 ай бұрын

    thank you so much for providing this useful information

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    5 ай бұрын

    Glad it was helpful!

  • @Rainrain0401
    @Rainrain040112 күн бұрын

    so great! could you tell me the python and pytorch version

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    12 күн бұрын

    Please watch the video we have about matching pytorch and python to make it work.

  • @sarthakv9351
    @sarthakv9351Ай бұрын

    Thank you!!

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    Ай бұрын

    Thank you for watching

  • @pradipta.
    @pradipta.9 ай бұрын

    Wonderful Video 2:56 Need more informative content on it... ❤

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    9 ай бұрын

    Thank you for your kind comment I will make more PINNs videos.

  • @mrcoffeelaplace8322
    @mrcoffeelaplace83223 ай бұрын

    Would be great to see a tutorial on the lid driven cavuty

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    3 ай бұрын

    I am working on a new course on Udemy to apply PINNs using Nvidia modulus for the cavity flow case, hope it will be up within a month. Now we have detailed PINNs course on Udemy that have a flow in a channel case.

  • @azeemishaq8240
    @azeemishaq82405 ай бұрын

    i want to ask can we solve system of ode just like system of 5 or 6 odes coupled together using pinns technique

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    5 ай бұрын

    Yes you can do such thing just calculate the losses of these equations in one sum of loss that need to be minimized by the Neural network. Note that you need to equal the equations to zero and equal the right side of them to the loss value of that equation.

  • @azeemishaq8240

    @azeemishaq8240

    5 ай бұрын

    okay thank you so much sir@@MohammadSamara-sq8io

  • @antoninigiulio

    @antoninigiulio

    2 ай бұрын

    Is there any clear measure of the advantage of using pinns instead of more standard methods for solving pdes?

  • @antoninigiulio

    @antoninigiulio

    2 ай бұрын

    Thank you

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    2 ай бұрын

    ​@@antoninigiulio PINNs can Generalize the solution that is training a network to get an answer very fast in time if you like you can check DeepONets and Inverse_PINNs videos it can show you how PINNs can be used in more practical ways.

  • @fadoobaba
    @fadoobaba4 ай бұрын

    how do we calculate change in physics loss wrt w1 w2 b1 b2 etc?

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    4 ай бұрын

    Sorry I didn't exactly understand your question but for loss it need to minimize via optimization algorithms.

  • @patelpavan5479
    @patelpavan54799 ай бұрын

    make more video on pinns

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    9 ай бұрын

    Thank you for your comment, more engineering/ PINNS will come... for now Please see the following Video about solving PINNS using DeepXDE Library : kzread.info/dash/bejne/fmdlw9eepbWpdps.html Also you can see the following as an intro about the topic: kzread.info/dash/bejne/d5qitbCzYcjNkto.html

  • @actuarialscience2283
    @actuarialscience22838 ай бұрын

    This code is not running

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    8 ай бұрын

    Please be carful about the libraries installation and if they are compatible to your Python versions; search the error you are getting.

  • @actuarialscience2283

    @actuarialscience2283

    8 ай бұрын

    ​@@MohammadSamara-sq8ioThanks prof, I will do exactly that

  • @user-gz5gn9fb5h
    @user-gz5gn9fb5h11 ай бұрын

    LGTM🍛 by Hisashi Nakai

  • @MohammadSamara-sq8io

    @MohammadSamara-sq8io

    11 ай бұрын

    Nakai sann, isashiburi, welcome to foodie channel 🍗🍖🌯🍛