Modelling mmWave MIMO Channels

  Рет қаралды 7,248

Iain Explains Signals, Systems, and Digital Comms

Iain Explains Signals, Systems, and Digital Comms

3 жыл бұрын

Discusses channel modelling for mmWave MIMO digital communications.
Related videos: (see: iaincollings.com)
• MIMO Communications • MIMO Communications
• Quick Introduction to MIMO Channel Estimation • Quick Introduction to ...
• Why doesn't MIMO work in Line-of-Sight (LoS) Channel Conditions? • Why doesn't MIMO work ...
• What is Massive MIMO? • What is Massive MIMO?
• What are Doppler Shift, Doppler Spread, and Doppler Spectrum? • What are Doppler Shift...
• What is Multi-User MIMO Communications (MU MIMO)? • What is Multi-User MIM...
• What is Beamforming? • What is Beamforming? (...
• What is Multi Channel Beamforming? • What is Multi Channel ...
• How does Antenna Spacing affect Beamforming? • How does Antenna Spaci...
• What is Rayleigh Fading? • What is Rayleigh Fading?
• What is Rician Fading? • What is Rician Fading?
• What are Fast Fading and Slow Fading? • What are Fast Fading a...
• What are Flat Fading and Frequency Selective Fading? • What are Flat Fading a...
Full categorised list of videos and PDF Summary Sheets: iaincollings.com
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Пікірлер: 40
@MThe3
@MThe3 3 жыл бұрын
Hello Dr. Iain, I am a huge fan of your short videos. They are extremely helpful and right-to-the-point. For that I thank you so much and extend my appreciation to you. I would love to see a series of videos on OFDM, comb/staggering patterns and multiplexing of different users/reference signals in the time-frequency grid.
@iain_explains
@iain_explains 3 жыл бұрын
Thanks. Glad you like the videos. I've added your suggestion to my "to do" list.
@bk_space
@bk_space 2 жыл бұрын
Dr. Iain, thank you so much! Your explanation is perfectly understandable even for students from Russia like me)
@iain_explains
@iain_explains 2 жыл бұрын
Glad it was helpful!
@nithinbabu4962
@nithinbabu4962 Жыл бұрын
Hello Professor, Many thanks for the exciting video! I have the following questions: a) Is the model still valid if the channel between the base station and a stationary user is a line-of-sight channel? How to model \gamma_l of ho_{s,l}? Is it dependent on the distance between the BS and the user? Finally, how to obtain the value of ho_{s,l} for s=1 inorder to do a simulation?
@dimitrisv.1729
@dimitrisv.1729 3 жыл бұрын
Very helpful video!! Expected result since coherence time is proportional to λ and one of the drawbacks of mmWave is the need for more frequent channel estimation. For smaller values of τ_s, the value of α would have smaller fluctuations. Under which assumptions is "Gauss-Markov model" valid?
@iain_explains
@iain_explains 3 жыл бұрын
It depends on what you mean by "valid". It's a model, so it approximates reality. It's really more of a question of whether it is an accurate approximation to reality, or not. I guess you could say that if the approximation is accurate, then the model is "valid". From measurements that have been reported in the literature, the Gauss-Markov model for the channel path gain is accurate for sub-2 GHz channels, and appears to be accurate at higher frequencies too, but there are limited measurement sets at those frequencies.
@user-zr1vd7vt7o
@user-zr1vd7vt7o 3 жыл бұрын
good
@xinliu5261
@xinliu5261 3 жыл бұрын
Thanks, Dr. Very helpful video. I have some questions about the model described above, which are as follows.1)why was this mmWave MIMO channel, which contains the AoA and AoD vectors, not modelled like that in MIMO or Massive MIMO channel in previous talks. 2) Is the multipath here referred to that in the frequency selective fading channel or just some multipath used to construct the channel, which is still a flat fading? 3)I am confused about the channel model description of the ray-based MIMO model, statistical model, and multipath model, which is the sum of H. I would appreciate it if you can give explanations for that.
@iain_explains
@iain_explains 3 жыл бұрын
Answers: 1) Different models have different accuracies and are easier/harder to analyse. It tends to be that some are good for accuracy, and others are easier to analyse. In the case of mmWave, there need to be lots of antennas, and this leads to narrow beams, which means they can be directed along the AoA and AoD. With fewer antennas the AoA and AoD cannot be resolved. 2) The assumption is that all the paths are fairly similar in delay, since they are short distances in mmWave comms, so it is a flat fading assumption. But some mmWave channels may be frequency selective 3) I'll think about making a video to try to describe the relationships.
@comedyzonetube
@comedyzonetube Жыл бұрын
Hi all, Is there anyone who help me with the performance analysis of the adaptive beamforming-based algorithm for interference mitigation in the mm-wave massive Mimo system.
@abdulrahmanalayidh5752
@abdulrahmanalayidh5752 2 жыл бұрын
Thank you Dr for this amazing video. I have one question about carrier frequency and bandwidth. Some papers assumed that the carrier frequency is 28GHz and the bandwidth is 100 MHz. Is 100 MHz enough when we consider mmWave with madsive MIMO?
@iain_explains
@iain_explains 2 жыл бұрын
Lots of factors go into the choice of channel bandwidth allocation, so your question does not have a simple answer. Certainly 100 MHz is much wider than current mobile and WiFi standards at sub-mm-wave carrier frequencies, which are typically 10 or 20 MHz.
@pangpangliu4461
@pangpangliu4461 Жыл бұрын
Sir. I have a doubt. In the video, why do you write ${\bf a}^H$? Does the ${\bf a}^H$ refer to the steering vector of the transmitter/base station? or does ${\bf a}$ refer to the steering vector of the transmitter/base station? Thx.
@iain_explains
@iain_explains Жыл бұрын
${\bf a}^H(theta_ell)$ is the channel gain in the direction of the "ell"-th scatterer, that is in the direction theta with respect to the transmitter array.
@uriartaramadhani7747
@uriartaramadhani7747 Жыл бұрын
Hi Dr. Iain, I am very thankful for your videos. They are very helpful! I have a question. I am working in a more simple environment where there's only single antenna source and destination. Using non millimeter wave, can I still use the channel model in this video? But only considering one ray/one beam
@iain_explains
@iain_explains Жыл бұрын
If you only have one antenna, then you don't have beams (unless it is a dish antenna, in which case there is a single beam in the direction of the dish). For single antennas, with mobile users, you'll tend to have Rayleigh fading. See: "What is Rayleigh Fading?" kzbin.info/www/bejne/Y3eyn4x4j5yNnLM
@uriartaramadhani7747
@uriartaramadhani7747 Жыл бұрын
@@iain_explains Thank you for your response, Dr.!
@aquinocbe
@aquinocbe Жыл бұрын
Hello Dr lain, I am a huge fan of your short videos. Can you please help me with the coding part of channel modelling and direction of arrival estimate in mMIMO mmwave in MATLAB.
@iain_explains
@iain_explains Жыл бұрын
Thanks for the suggestion of adding Matlab code. It's something I've been thinking about for a while. I just need to find time to do it.
@zizi7324
@zizi7324 Ай бұрын
Thank you so much for the clear explanation. I would appreciate it if you can have a video about mmwave channel model vs. Terahertz channel model. How are they different?
@iain_explains
@iain_explains Ай бұрын
Thanks for the topic suggestion. I've got it on my "to do" list.
@ali_abdi
@ali_abdi 3 ай бұрын
Thank you for the great explanation. I wonder what is the difference with the Saleh-Valenzuela channel model? can we use the SV model for mmWave? Is it possible for you to also add a description video for the SV channel model? Thank you and have a nice day :)
@iain_explains
@iain_explains 3 ай бұрын
Thanks for the topic suggestion. I've added it to my "to do" list.
@cesesr8825
@cesesr8825 Жыл бұрын
Thanks Dr. Iain. Could you please do a dedicated presentation on Jake's and Clarke's models giving theoretical basis of using these models.
@iain_explains
@iain_explains Жыл бұрын
Thanks for the suggestion. I've put that topic on my "to do" list.
@abdulrafay7154
@abdulrafay7154 3 жыл бұрын
Thanks, Dr. It's a very useful and tremendous video. I just want to ask one question if one train moves in a one-dimensional way with a speed of 300kmph and communicating to mmWave based remote antenna units (RAUs) like 60-GHz means. In this scenario, RAUs are installed in fixed positions, and the direction (position) of the antenna installed on the top of the train is also fixed. And the distance between the train's antenna and RAU is almost 5 meters. So now how I will calculate channel gain by using your approach as you discussed in your lecture related to the alpha (Velocity/Speed, frequency). Please let me know about this. I shall be very thankful to you.
@iain_explains
@iain_explains 3 жыл бұрын
In the case you've described, the channel is likely to be line-of-sight (LoS), with not many reflectors, so there won't be significant multipath. The LoS component will also be largely predictable since the train is moving on fixed tracks in a predictable way. Also it depends on the types of antennas being used. If they are directional dish-type fixed antennas, then the channel model will be quite different to what's described in this video.
@abdulrafay7154
@abdulrafay7154 3 жыл бұрын
@@iain_explains Thanks Dr. for your reply. Dear Dr. In my case which channel models will be best suitable in the LOS scenario. Thanks.
@abdulrafay7154
@abdulrafay7154 3 жыл бұрын
If I use directional antenna like horn antenna.
@iain_explains
@iain_explains 3 жыл бұрын
There's no easy answer for this. For one thing, it depends on how accurately the horn antennas can be rotated to face each other as the train moves along.
@wangyehui4878
@wangyehui4878 9 ай бұрын
Hello professor, I want to know how can I show large-scale effects in modeling, for example, path loss and shadowing. Can I simple add another variable represent gain in the sum equation?
@iain_explains
@iain_explains 9 ай бұрын
Yes, that's right. The important thing is the signal to noise ratio. The actual receive power is important for designing the front-end filters and amplifiers, but in terms of performance, it's only the SNR that counts.
@wangyehui4878
@wangyehui4878 9 ай бұрын
Thank you very much for your reply! Regarding the SNR you mentioned, can I understand it this way: fine channel modeling is not the most important thing, analyzing the SNR is the most important thing. But I don’t quite understand the connection between channel modeling and analyzing the SNR, for example, how should I analyze the SNR based on the formula Hs​(τ)=∑l=1L​ρs,l​b(ϕl​)aH(θl​)δ(τ−τl​) in your video? My research direction is not wireless communication, but I need to establish a wireless communication model. I am not clear about many common sense in the field of wireless communication. Your video and reply are very helpful to me, thank you very much.@@iain_explains
@nicolasperez4292
@nicolasperez4292 2 жыл бұрын
could you explain the vectors in more detail? Or give a link to a source that does?
@iain_explains
@iain_explains 2 жыл бұрын
The vectors contain the phase shifts that relate to the angle of departure and arrival. Hopefully this video will help: "What is Beamforming?" kzbin.info/www/bejne/d2LRZnuerNmtbZo
@bobbaberson3654
@bobbaberson3654 2 жыл бұрын
Can you please add a video on Hybrid mmWave precoding to this series?
@iain_explains
@iain_explains 2 жыл бұрын
Thanks for the suggestion. I'll put it on my "to do" list.
@mopol4400
@mopol4400 3 жыл бұрын
hello Mr what is spatial-channel-correlation?? THX
@iain_explains
@iain_explains 3 жыл бұрын
I think this video will help: "Statistical Modelling of MIMO Communication Channels" kzbin.info/www/bejne/h2Sbk3uorsyDkMk
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