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Comments (15)

miweber67 avatar miweber67 commented on July 24, 2024

For what it's worth, I concur that many of the modulation mappings appear to be incorrect, when you take the positions of the Y variable and overlay them on the positions of the classes.txt list. I have not yet figured out what the true mappings are, however.

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pfeatherstone avatar pfeatherstone commented on July 24, 2024

Same problem. This is an example QPSK (supposedly) from the dataset with the following plots: spectrum, constellation plot of even samples, constellation plot of odd samples, real-part of IQ samples, imaginary-part of IQ samples.

radioml_QPSK

it makes no sense to me.
This looks like OOK
Also, I think all the signals are oversampled by a factor of 8

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pfeatherstone avatar pfeatherstone commented on July 24, 2024

This is what I get for a BPSK

radioml_BPSK

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pfeatherstone avatar pfeatherstone commented on July 24, 2024

This is what i get for OOK:

radioml_OOK

So 'OOK' or label 24 is definitely either PSK16 or PSK32

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skywalkers2012 avatar skywalkers2012 commented on July 24, 2024

what the true mappings?

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skywalkers2012 avatar skywalkers2012 commented on July 24, 2024

@pfeatherstone @carlosrivera22 @carlosrivera22
Has someone figured this out?

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pfeatherstone avatar pfeatherstone commented on July 24, 2024

Don't know. I'm not trusting this dataset

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pfeatherstone avatar pfeatherstone commented on July 24, 2024

The best thing to do is to buy some SDRs and generate your own dataset

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skywalkers2012 avatar skywalkers2012 commented on July 24, 2024

@pfeatherstone
I got some raw IQ data, use model.predict to predict the model, does the incoming prediction data need to be normalized? "If necessary, how is this normalization achieved?

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skywalkers2012 avatar skywalkers2012 commented on July 24, 2024

Is there any other better way to do signal modulation recognition

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pfeatherstone avatar pfeatherstone commented on July 24, 2024

Well this is a problem that goes back decades and using neural networks is gaining interest. But I don’t recommend using this dataset for training unless the correct mapping is known and the data is checked again.

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chgli1999 avatar chgli1999 commented on July 24, 2024

In my opinion, the modulation classification list attached to this data set is out of order. According to my exploration, I found that the correct sequence was mentioned in the author's 2018 paper
image

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pfeatherstone avatar pfeatherstone commented on July 24, 2024

@hardware-master Thank you! Good spot. I didn't think to check the order of the list in the paper.

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NairMN avatar NairMN commented on July 24, 2024

The best thing to do is to buy some SDRs and generate your own dataset

Could you please give me some ideas on how can I generate own dataset? Actually I was looking for BFSK and 4 MFSK datasets. Which I cant find here as well. Thanks!

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tailororrr avatar tailororrr commented on July 24, 2024

I also think there is some problem with the labels of this dataset

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