Code Monkey home page Code Monkey logo

disruptcnn's Introduction

DisruptCNN

DisruptCNN presents code using the Temporal Convolutional Network (a convolutional neural network with dilated convolutions, see https://github.com/locuslab/TCN) to predict tokamak disruption using raw, high temporal resolution, multi-scale diagnostic data. Specifically, the Electron Cyclotron Emission imaging (ECEi) diagnostic at the DIII-D tokamak was used. Paper here: https://arxiv.org/abs/1911.00149, please cite using:

@article{ChurchillNeurIPS2019,
	author    = {R.M. Churchill and the DIII-D team},
	title     = {Deep convolutional neural networks for multi-scale time-series classification and application to disruption prediction in fusion devices},
	journal   = {arXiv:1911.00149v1},
	year      = {2019},
}

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.