Giter Club home page Giter Club logo

internal_solitary_wave_localization's Introduction

Internal Solitary Wave Localization

Code Usage

Run experiments using codes below:

python data_process.py
python training_testing.py

Run pretraining experiments using codes below:

python data_process.py
python pretraining.py
python training_testing.py

There are demo codes in above scripts on how to conduct experiments with different settings. You can modify specific parameters such as oversampling techniques, learning rate, model type, pretraining model, etc. Parameters are as following:

data_process.py

  • data_shape: "1x96"/"16x16x1"
  • oversampling: ""/"oversample"/"SMOTE"/"BorderlineSMOTE"/"ADASYN"

pretraining.py

  • epochs
  • batch_size
  • lr
  • temperature
  • projection_dim
  • n_features

training_testing.py

  • model_name: "RF"/"LGB"/"MLP"/"ResNet"/"BoTNet"
  • data_shape: "1x96"/"16x16x1"
  • oversampling: ""/"oversample"/"SMOTE"/"BorderlineSMOTE"/"ADASYN"
  • loss_func: "CE"/"weightedLoss"/"FocalLoss"
  • lr
  • epoch
  • batch_size

Reference

internal_solitary_wave_localization's People

Contributors

zhangwan-byte avatar

Stargazers

 avatar

Watchers

 avatar

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.