Python code used to train a convolutional neural network (CNN) for the identification of electromagnetic ion cyclotron (EMIC) wave events in spectrograms. Three versions of the code are provided: one to train and test a model (CNN_Training_zenodo.py), one to test a pre-trained model on new, labeled test data (CNN_Testing_zenodo.py), and one to test a pre-trained model on new, unlabeled test data (CNN_Classify_zenodo.py). Additionally, pre-labeled spectrograms from the Halley, Antarctica ground magnetometer station between November 2006 and December 2009 are provided, as well as lookup tables to relate pixel locations to time and frequency information in the provided spectrograms
LDMX is a fixed target experiment designed to search for light dark matter. The experiment will sear...
We apply deep neural networks (DNN) to data from the EXO-200 experiment. In the studied cases, the D...
HIPSTER (Heavily Ionising Particle Standard Toolkit for Event Recognition) is an open source Python ...
data_input.py is used to organize the input data of the neural network; Train_cnn.py is the code fo...
The Cherenkov Telescope Array (CTA) will be the next generation gamma-ray observatory and will be th...
Cosmic-ray air showers produce radio signals which can be detected from Earth’s surface. However, th...
Figure 1. Illustrate of CNN architecture Figure 2. Examples of the simulated 60Co gamma-ray spectra ...
A new neural network learning algorithm, called the Umbrella Algorithm, is developed and analysed. I...
Since the date of establishment of the SETI Institute, its scientists have used various approaches i...
Data associated with an upcoming paper on the use of neural networks (NN) to emulate a shortwave rad...
Data and code used in a paper submitted to JAMES titled : Implementation of a machine-learned gas op...
Current radioisotope identification devices struggle to identify and quantify isotopes in low-resolu...
This dataset contains Python code ('code_DeepLearn_ImgClass.zip') for automated classification of gr...
Data and code used in a paper submitted to JAMES titled : Implementation of a machine-learned gas op...
The aim of this work is to analyze the artificial neural network (ANN), which may help identifying p...
LDMX is a fixed target experiment designed to search for light dark matter. The experiment will sear...
We apply deep neural networks (DNN) to data from the EXO-200 experiment. In the studied cases, the D...
HIPSTER (Heavily Ionising Particle Standard Toolkit for Event Recognition) is an open source Python ...
data_input.py is used to organize the input data of the neural network; Train_cnn.py is the code fo...
The Cherenkov Telescope Array (CTA) will be the next generation gamma-ray observatory and will be th...
Cosmic-ray air showers produce radio signals which can be detected from Earth’s surface. However, th...
Figure 1. Illustrate of CNN architecture Figure 2. Examples of the simulated 60Co gamma-ray spectra ...
A new neural network learning algorithm, called the Umbrella Algorithm, is developed and analysed. I...
Since the date of establishment of the SETI Institute, its scientists have used various approaches i...
Data associated with an upcoming paper on the use of neural networks (NN) to emulate a shortwave rad...
Data and code used in a paper submitted to JAMES titled : Implementation of a machine-learned gas op...
Current radioisotope identification devices struggle to identify and quantify isotopes in low-resolu...
This dataset contains Python code ('code_DeepLearn_ImgClass.zip') for automated classification of gr...
Data and code used in a paper submitted to JAMES titled : Implementation of a machine-learned gas op...
The aim of this work is to analyze the artificial neural network (ANN), which may help identifying p...
LDMX is a fixed target experiment designed to search for light dark matter. The experiment will sear...
We apply deep neural networks (DNN) to data from the EXO-200 experiment. In the studied cases, the D...
HIPSTER (Heavily Ionising Particle Standard Toolkit for Event Recognition) is an open source Python ...