Train SizeTest SizeLength Number of ClassesNumber of DimensionsType
70 73319 71SENSOR
Data Source: Link Here
Donated By: D. Eads
Description: The FORTE satellite detects transient electromagnetic events associated with lightning using a suite of optical and radio-frequency (RF) instruments. Data is collected with a sample rate of 50 MHz for 800 microseconds. A Fourier transform is performed on the input data to produce a spectrogram. The spectrograms are then collapsed in frequency to produce a power density time series, with 3181 samples in each time series. These are then smoothed to produce series of length 637. The seven classes are. CG Positive: Initial Return Stroke A positive charge is lowered from a cloud to the ground. The characteristic feature of this type of event in the power density time series is a sharp turn-on of radiation, followed by a few hundreds of microseconds of noise. IR Negative Initial Return Stroke A negative charge is lowered from a cloud to ground. The power waveform slowly ramps up to a level known as an attachment point, where a large surge current causes the VHF power to 'spike'. This attachment is followed by an exponentially shaped decline in the waveform. SR Subsequent Negative Return Stroke A negative charge is lowered from a cloud to ground. As the name implies, subsequent return strokes come after initial return strokes. Note that subsequent positive return strokes don't exist. I Impulsive Event Typically an intra-cloud event characterized by a sudden peak in the waveform. I2 Impulsive Event Pair Another intra-cloud event characterized by sudden peaks in the waveform that come in closely separated pairs. These are also called TIPPs (Trans-Ionospheric Pulse Pairs). KM Gradual Intra-Cloud Stroke An intra-cloud event which increases in power more gradually than an impulsive event. O Off-record 800 microseconds was not enough to fully capture the lightning event.
Download this dataset
Dataset Image

Best Algorithm:
Best Accuracy: