johanna-rock / imRICnn

FMCW/CS interference mitigation using CNNs
The Unlicense
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Is there something wrong about data sets in your paper? #1

Open RunZhengPeng opened 5 years ago

RunZhengPeng commented 5 years ago
In your paper , you said there are 2000 data sets for training . While  i download the data sets , I find that it's size is 1024*25600 . If 1024*128 act as a RD map as you described , and then there are only 200 scenarios . Hope to get advice .
my email : pzheng0822@gmail.com .  
johanna-rock commented 5 years ago

That's right. For the results in the paper, I used the whole data set of 2000 (training) + 250 (validation) + 250 (test) examples (= RD maps). The data set from the download is only a subset with 200 (training) + 25 (validation) + 25 (test) examples. The reason for this is its large size. The subset is sufficient for testing the pre-trained models and for demonstration purposes. If you are interested in the whole data set for more extensive testing and training, I could temporarily make it available for download. Note: Training data examples contain only the signal from one antenna, while validation and testing examples contain the signal from eight antennas (for validation measures concerning the angle of arrival).

RunZhengPeng commented 5 years ago

Thank you so much. I want the whole data set for more research. Where can i download it ?

RunZhengPeng commented 5 years ago

I treat the data set as 1024 samples 128 chirps 200 frames . I take out the first chirp of frame 3(contain 2 targets) and plot in time and frequency domain . data called "s_IF" and "s_IF_zero_interf_td" look the same . In fact , I want the data that include with interference and without interference . But i don't know the meaning of different data . So could you explain for this ? Thank you .

johanna-rock commented 5 years ago

What you are looking for are the data contained in s_IF (with interference) and s_IF_clean (without interference). s_IF: IF signal from object reflections + AWGN + interference s_IF_clean: IF signal from object reflections

Also contained in the data: s_IF_clean_noise: signal from object reflections + AWGN s_IF_zero_interf_td: signal from object reflections + AWGN where all time domain samples that are affected by interference are set to zero. objects: contains the true ranges velocities and angles of the simulated point objects.

Note: The data is already in frequency domain (after the first FFT over the fast time samples within one ramp).

RunZhengPeng commented 5 years ago

Thanks so much. pzheng0822 邮箱pzheng0822@gmail.com 签名由 网易邮箱大师 定制 On 08/21/2019 17:05, Johanna Rock wrote: What you are looking for are the data contained in s_IF (with interference) and s_IF_clean (without interference). s_IF: IF signal from object reflections + AWGN + interference s_IF_clean: IF signal from object reflections Also contained in the data: s_IF_clean_noise: signal from object reflections + AWGN s_IF_zero_interf_td: signal from object reflections + AWGN where all time domain samples that are affected by interference are set to zero. objects: contains the true ranges velocities and angles of the simulated point objects. Note: The data is already in frequency domain (after the first FFT over the fast time samples within one ramp). — You are receiving this because you authored the thread. Reply to this email directly, view it on GitHub, or mute the thread.