What is Convolution? And Two Examples where it arises

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Iain Explains Signals, Systems, and Digital Comms

Iain Explains Signals, Systems, and Digital Comms

3 жыл бұрын

Explains the concept of Convolution and explains how it arises is linear time invariant (LTI) systems and also in the probability of random variables.
Note that there is a minor "typo" at 8:14 min, where I wrote x(tau) when I should have written z(tau), inside the integral.
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Пікірлер: 131
@yasameenmohammed4366
@yasameenmohammed4366 2 жыл бұрын
You made hours of confusion disappear within just 4 mins! Thank you!
@iain_explains
@iain_explains 2 жыл бұрын
I'm so glad to hear it. That's exactly what I am aiming to do with my videos.
@bixstar1469
@bixstar1469 2 жыл бұрын
I was struggling with this for 2 weeks, and my professor gave 2-4hr lectures on this. But you made me understand it in just 7 mins, excellent teaching. Thank you so much.
@iain_explains
@iain_explains 2 жыл бұрын
I'm so glad to hear that my video has helped you so much. I had a similar experience when I was a student being taught the topic - which is one of the motivations for me to make these videos. Good luck with your studies, and don't forget my other videos on related topics: iaincollings.com
@bixstar1469
@bixstar1469 2 жыл бұрын
@@iain_explains I just had one q: if the delta functions have heights of 0.5 ( like 0.5δ(t)) when convoluted will the graph height at that point also be halved?
@bixstar1469
@bixstar1469 2 жыл бұрын
@@iain_explains glad to hear that
@iain_explains
@iain_explains 2 жыл бұрын
Convolution is a linear operation, so if a function is convolved with a delta function that is multiplied by 0.5, then the entire result of the convolution will be scaled by 0.5. In other words, any multiplicative constant factors can be brought out the front of the integral in the convolution equation.
@bixstar1469
@bixstar1469 2 жыл бұрын
@@iain_explains thank you so much
@naufaldybambang4231
@naufaldybambang4231 3 жыл бұрын
Very useful for whoever before getting your Signal & System course
@bipinkoirala2962
@bipinkoirala2962 Жыл бұрын
I am convinced that you need to have a gift for making students understand the concept.....not just degrees. Thank you for uploading
@iain_explains
@iain_explains Жыл бұрын
Glad it was helpful!
@lepthusmak9510
@lepthusmak9510 5 күн бұрын
Had been searching for a genuine video which could make me understand that formula of x(Tau).H(t-Tau). Since i am from pure mechanical background and was studying control system, this term came up and searched for 3-4 hours going through 5-7 videos. Thanks a lot for this beautiful and easy explanation of this concept.
@iain_explains
@iain_explains 4 күн бұрын
I'm glad you liked it. Perhaps you might also like this video that gives insight from a mechanical perspective: "How to Understand Convolution" kzbin.info/www/bejne/rmSplZdsi8R7pc0
@kwanxhen3829
@kwanxhen3829 Жыл бұрын
Learning engineering is fun when it is taught like this! underappreciated content.
@iain_explains
@iain_explains Жыл бұрын
Thanks for your nice comment. I'm glad you like the videos.
@juliette3568
@juliette3568 2 жыл бұрын
this video is so clear - it has helped me understand the concept so much!
@iain_explains
@iain_explains 2 жыл бұрын
That's great. I'm so glad it's helped.
@sajjadrezaei91
@sajjadrezaei91 3 ай бұрын
Thank you so much ... I've been struggling for years to understand this concept in an intuitive way ... really appreciate it
@iain_explains
@iain_explains 3 ай бұрын
Glad it was helpful! Have you also seen my other intuitive video on convolution? "How to Understand Convolution" kzbin.info/www/bejne/rmSplZdsi8R7pc0
@inquisitiverakib5844
@inquisitiverakib5844 2 жыл бұрын
it is the 1 & only lucid & concept clearing video on this topic i've got in youtube. thanks a lot for this.
@iain_explains
@iain_explains 2 жыл бұрын
Glad it was helpful.
@sophiaxie6933
@sophiaxie6933 Жыл бұрын
I am so excited to watch such a great lecture, all my confusions from my professor's class just went away completely.
@iain_explains
@iain_explains Жыл бұрын
I'm so glad it was helpful!
@sangkyunglee1343
@sangkyunglee1343 3 жыл бұрын
Perfect explanation! Convolution equation video was excellent as well!
@iain_explains
@iain_explains 3 жыл бұрын
Glad they've helped!
@mohaalk5635
@mohaalk5635 2 жыл бұрын
This channel is my no 1 reference when i want to really understand a concept. Thank you very much 😁
@iain_explains
@iain_explains 2 жыл бұрын
That's great to hear. I'm glad you like the videos.
@luandesouzasilva565
@luandesouzasilva565 5 ай бұрын
That was the best explanation I've ever seen about Convolution. I've studied this over years and always felt like I was missing something. This video filled out my understanding about the fundamental of convolution.
@iain_explains
@iain_explains 5 ай бұрын
I'm so glad to hear that you found the video helpful.
@Arif.mohmand
@Arif.mohmand 2 күн бұрын
You made it so easy and understandable, thank you very much.
@iain_explains
@iain_explains 2 күн бұрын
Glad it helped!
@davidji149
@davidji149 2 жыл бұрын
The video is so nice, it makes me so clear about origination of convolution. Thank you for such a nice explanation.
@iain_explains
@iain_explains 2 жыл бұрын
Great to hear. Glad you liked it
@ayberkm
@ayberkm 3 жыл бұрын
I've been searching the explanation of convolution all day and luckily ı seen your video.Thanks
@iain_explains
@iain_explains 3 жыл бұрын
I'm glad it helped. You might like to check out the other videos on the channel that explain other aspects of convolution. See the full list at iaincollings.com
@shahedahmed7267
@shahedahmed7267 3 жыл бұрын
Excellent explanation. This is the beauty of a great teacher, who can think where the students might have questions and then give a clear and proper demonstration.
@iain_explains
@iain_explains 3 жыл бұрын
Thanks for your nice comment. Glad the video was helpful!
@jpenneymrcoin6851
@jpenneymrcoin6851 2 жыл бұрын
Feynman always said if you can't explain to a 5-year-old, you don't really understand it yourself. This guy understands it.
@philparisi_
@philparisi_ 2 жыл бұрын
You are the man Iain, thank you so much.
@iain_explains
@iain_explains 2 жыл бұрын
Glad to help
@lipshitdash4578
@lipshitdash4578 2 жыл бұрын
I would say the best video on convolution intuition on KZbin ❤️
@iain_explains
@iain_explains 2 жыл бұрын
Glad you think so!
@aadharshram4975
@aadharshram4975 4 ай бұрын
Damn, you finally made the concept click. Thank you for making the video!
@iain_explains
@iain_explains 4 ай бұрын
I'm so glad you found it helpful.
@VanshJainBEC
@VanshJainBEC Жыл бұрын
Thank You veeery much sir! I was having a lot of problem in understanding this concept but you explained it very excellently. Thank You once again.
@iain_explains
@iain_explains Жыл бұрын
Glad you found it helpful. Perhaps this video might also add more intuition: "How to Understand Convolution" kzbin.info/www/bejne/rmSplZdsi8R7pc0
@r.bhargavram3546
@r.bhargavram3546 Жыл бұрын
Thank you 🙏
@mohsinali-hw3mk
@mohsinali-hw3mk Жыл бұрын
thank you for this excellent explanation , i will do it to my students
@iain_explains
@iain_explains Жыл бұрын
Great. I'm glad you liked it. Perhaps you might consider giving your students the link to my video, and to my channel more generally. All the videos are categorised at iaincollings.com
@-PAUL-ub3bz
@-PAUL-ub3bz 3 жыл бұрын
good video sir...u explained how a student wants.. im amazed i saw many videos , but got clarity after watching your videos sir!
@iain_explains
@iain_explains 3 жыл бұрын
Glad you like the video.
@souravmzdr
@souravmzdr 2 жыл бұрын
A very clear explanation. Thank you .
@iain_explains
@iain_explains 2 жыл бұрын
Glad it was helpful!
@andrewbetz535
@andrewbetz535 2 жыл бұрын
Awesome video man
@iain_explains
@iain_explains 2 жыл бұрын
Glad you liked it
@Cornerstone00
@Cornerstone00 Жыл бұрын
lovely explanation
@iain_explains
@iain_explains Жыл бұрын
Glad you liked it.
@alialwanos9170
@alialwanos9170 4 ай бұрын
Thank you Dr for this information
@iain_explains
@iain_explains 4 ай бұрын
My pleasure
@zhoujeffery9863
@zhoujeffery9863 3 жыл бұрын
What an amazing video, it is very useful for a fresh acoustics student.
@iain_explains
@iain_explains 3 жыл бұрын
Glad it was helpful!
@zhoujeffery9863
@zhoujeffery9863 3 жыл бұрын
@@iain_explains Thank you for your video if it is ok to talk more about the Data Truncation?
@omarjallow7102
@omarjallow7102 2 жыл бұрын
great explanation
@iain_explains
@iain_explains 2 жыл бұрын
Glad you liked it
@dirac9
@dirac9 Жыл бұрын
Thank you so much!
@iain_explains
@iain_explains Жыл бұрын
My pleasure.
@junbug3312
@junbug3312 3 жыл бұрын
Such an clear explanation! I think I found an awesome channel (: Thank you! subscribing it right away
@iain_explains
@iain_explains 3 жыл бұрын
Welcome aboard!
@sksahil4374
@sksahil4374 Жыл бұрын
great video .
@iain_explains
@iain_explains Жыл бұрын
Thanks. Glad you liked it.
@dangakong6304
@dangakong6304 2 жыл бұрын
Thank you very much. Its a very great video 📹
@iain_explains
@iain_explains 2 жыл бұрын
I'm glad you liked it.
@GrandNecro
@GrandNecro 8 ай бұрын
i love the way you exapln thing with examples. do you have a series on analog circuit analysis?
@iain_explains
@iain_explains 8 ай бұрын
Thanks for the suggestion. I don't have anything on that at the moment, but it's in the pipeline.
@Nick_Dole
@Nick_Dole Жыл бұрын
Very good!
@iain_explains
@iain_explains Жыл бұрын
Glad you think so!
@moyeonkim
@moyeonkim Жыл бұрын
Thank you oh so so much. Thank you so very much.
@iain_explains
@iain_explains Жыл бұрын
You're welcome. I'm glad you found the video helpful.
@edwinr4378
@edwinr4378 3 жыл бұрын
Before completing the video, I give like to your video...bcoz I know it's amazing
@iain_explains
@iain_explains 3 жыл бұрын
Thank you so much 😀
@ahmetanadol5289
@ahmetanadol5289 2 жыл бұрын
Perfect explanation thanks sir
@iain_explains
@iain_explains 2 жыл бұрын
Glad you liked it
@bwlkwok
@bwlkwok 2 жыл бұрын
Your voice is very attractive and can draw me into great attention .Otherwise I fell asleep . Great teacher
@iain_explains
@iain_explains 2 жыл бұрын
Thanks. I'm glad you didn't get put to sleep. 😁
@timliu1916
@timliu1916 2 жыл бұрын
Thank you!
@iain_explains
@iain_explains 2 жыл бұрын
You're welcome!
@user-vk6ed4vx3z
@user-vk6ed4vx3z 8 ай бұрын
Very very good. I comes from China,it really helps me!!!
@iain_explains
@iain_explains 8 ай бұрын
Glad to hear that!
@adonis7419
@adonis7419 3 жыл бұрын
Great video
@rohanajageer4856
@rohanajageer4856 2 жыл бұрын
Excellent work sir I was hoping if you could make a video on solving convolution using analytical method
@iain_explains
@iain_explains 2 жыл бұрын
I'm not sure what you mean exactly. Have you seen my other videos on iaincollings.com ? For example, "Convolution of two Exponentials" kzbin.info/www/bejne/apCvc2asiayLd9U and "Convolution Square with Exponential" kzbin.info/www/bejne/oqSrnIp8d9JmqdE
@sarathjeeva28
@sarathjeeva28 3 жыл бұрын
Good video bro..., Keep doing it👍 And also put a separate video on What is Correlation & Autocorrelation?..... I'm waiting
@BruceWayne-dh5hy
@BruceWayne-dh5hy 3 жыл бұрын
Ayya.. Professor akkum. Ungalk eppadi avargale bro kupida mudiyum??
@iain_explains
@iain_explains 3 жыл бұрын
I know you've seen the new video already, but for others who might be reading this comment, check out the new video on Autocorrelation and Power Spectral Density at kzbin.info/www/bejne/jojcpYaCj7-DZ6M
@michaelgad4187
@michaelgad4187 8 ай бұрын
Wonderful explanation my friend! Life cannot be easier :D
@iain_explains
@iain_explains 7 ай бұрын
Glad you think so!
@madhusudhan5856
@madhusudhan5856 2 жыл бұрын
Good stuff. Can you make your voice much clearer, finally conceptual explanation is super.
@iain_explains
@iain_explains 2 жыл бұрын
Thanks. I'm looking into getting a better microphone. Hopefully it will make things clearer.
@zuzukouzina-original
@zuzukouzina-original Жыл бұрын
You reminded why I studied electronics 25 years ago. You also showed my we had some terrible teachers 🤦🏻‍♂️
@iain_explains
@iain_explains Жыл бұрын
I'm glad you found the video interesting - even after so long since needing to do exams!
@nanjiang4158
@nanjiang4158 Жыл бұрын
h(t)->h(t-\tau) has a flip on x axis, it would be helpful if you can point out that, otherwise, people may get confusion how h(t-\tau) sliding on the x axis.
@iain_explains
@iain_explains Жыл бұрын
Well, I prefer not to think in terms of "flipping" and "sliding". I find that only confuses people. I prefer my method of thinking about convolution, described in this video: "Convolution Square with Exponential" kzbin.info/www/bejne/oqSrnIp8d9JmqdE
@kashifkhan5565
@kashifkhan5565 2 жыл бұрын
I wish my teacher had the same skill set of explaining things, rather than dumping.
@iain_explains
@iain_explains 2 жыл бұрын
I'm glad you found the video helpful. Let me know if there are other topics you'd like to hear about (that aren't already on the channel).
@dimified
@dimified Жыл бұрын
Noice!
@Matchat11
@Matchat11 5 ай бұрын
waw
@godfreypigott
@godfreypigott Жыл бұрын
What exactly do you mean by the first function being time invariant? h(t) is not a constant, so it literally varies with time.
@iain_explains
@iain_explains Жыл бұрын
Hopefully this video helps: "What is a Linear Time Invariant (LTI) System?" kzbin.info/www/bejne/a3umpqSiet2HrNE
@jihadal-najjar8517
@jihadal-najjar8517 Жыл бұрын
at moment 09:10 why we supposed that the output signal would be like that ?! I think it's gonna be a straight line lying on the t-axis why my idea is wrong as the Z(t) is an infinite number of delta functions?
@iain_explains
@iain_explains Жыл бұрын
Sorry, I don't understand what you're saying. I'm not drawing time domain waveforms here. I'm drawing the probability density function. In binary digital communications there are only two possible values that the data can take (at any given time), and there is 0 probability of having any other values. That's why the data's pdf has two delta functions. Perhaps you might find this video helpful: "What is a Probability Density Function (pdf)?" kzbin.info/www/bejne/oIapk4xrqpJ3g9U
@ShahadetHosenPolash
@ShahadetHosenPolash 25 күн бұрын
why we need to flip the tau in definition? what will happen if we dont flip? what is the intuition behind this?
@iain_explains
@iain_explains 23 күн бұрын
We don't "need to flip". We're not choosing to do it. Convolution is what happens in linear filters. We don't get a choice in the formula. Perhaps this video will help: "How to Understand Convolution" kzbin.info/www/bejne/rmSplZdsi8R7pc0
@ranam
@ranam Жыл бұрын
Telling the application of convolution in terms of signal processing may help a part of people in the telecommunication and eee engineers but when convolution meets signal processing it also is used as a filter but my question is I have read convolution even it's useful for mechanical engineers such that in resonance when a failure occurs not due to massive force hitting an object results in large deformation could cause failure or an large impulsive force acting on it for a duration of time could cause failure but there is an another phenomenon where the natural frequency of any object is reached the energy builds in it very high and could cause a failure in this manner a small disturbance which accumulates over a time and causes a high energy to build in the system due to energy very high it causes stress and the system collapses this is highly different from stability perspective of control system being not stable does not mean it's accumulating energy inside it but in case of amplifier there is an capacitor or inductance device which causes the attenuation in the electrical signal and filters some frequencies but in other perspective amplifier amplifies the signal such that it stack ques and scales the signal but I don't know this is done by capacitor or am inductor but convolution is useful to both mechanical civil eee ece and every applied scientist and engineers hence it's used as a filter in an circuit or used to amplify but even transistor amplifies the signal without an capacitor or an inductor I guess also mechanical engineers can use it to model resonance hence the energy inside the system build high by periodic accumulation of the system reaching its natural frequency which leads to failure and I can also tell you that when amplifier filter or amplifies the signal it used convolution hence it's useful to every applied scientist and engineers but not to mention the pure Mathematicians use it of convolution of kernels thankyou guys some of my inference could be wrong if somebody or the author of the video is familiar with it please correct the above and educate me thank you for the wonderful video sir
@iain_explains
@iain_explains Жыл бұрын
Yes indeed. Convolution happens whenever an input is applied to a linear system ... _any_ linear system. It can be an electrical circuit, a mechanical device, a civil structure, a wireless communication channel, - anything that is linear. Here's another video on my channel where I use a mechanical shock absorber as the example: "How to Understand Convolution" kzbin.info/www/bejne/rmSplZdsi8R7pc0
@ranam
@ranam Жыл бұрын
@@iain_explains thank you for the reply sir i watched it and it was great thank you for educating me
@ranam
@ranam Жыл бұрын
@@iain_explains but what about damper which in the bikes shock absorber absorbs but in resonance accumulates the energy for destruction
@iain_explains
@iain_explains Жыл бұрын
Many/most systems in the real world are non-linear (although we often like to make approximations and model them as linear).
@ranam
@ranam Жыл бұрын
@@iain_explains yes sir but how a system which scales and amplifies the input impulse signal in resonance or bump can also be used as a filter convolution is used both in modeling resonance and also attenuation of signals as a filter but the same time I am asking in amplifier the signal is amplified due to the internal component capacitor or inductor hence it stacks ques and scales the signal
@rishabhsrivastava7494
@rishabhsrivastava7494 Жыл бұрын
Can the convolution of two non-zero signals be a zero??
@iain_explains
@iain_explains 11 ай бұрын
Sorry, I don't know what you mean by "be a zero". I guess you mean that the resulting signal = 0 (ie. for all time - assuming they are time domain signals we're talking about.) It might help if you think in the frequency domain. Convolution in the time domain, is the same as multiplication in the frequency domain. So if a function equals 0 at a particular frequency (in the frequency domain), then if you convolve it (in the time domain) with a sinusoidal signal at that frequency, then the resultant signal would be 0 for all time.
@adityasingamsetti1316
@adityasingamsetti1316 Жыл бұрын
Sir I'm struggling with one doubt here that if we approximate our x(t) as the sum of impulses which are very close to each other. Suppose before approximating x(t) as impulses at particular time say t=1 it will have some finite value. If we approximate it as impulse then at same time t=1 we get infinite value because amplitude of impulse is infinity. Kindly please solve my doubt
@iain_explains
@iain_explains Жыл бұрын
Yes, it can seem odd, but don't forget the width of the impulses is infinitely narrow. It's the area that is important when you're "putting them together" to make a real signal. This video might help: "How to Understand the Delta Impulse Function" kzbin.info/www/bejne/rqmqlHxvjLuiebs
@leolau6378
@leolau6378 Жыл бұрын
You can imagine x(t)*d\tau to be the area in the integration. That would make sense.
@prasanthr3875
@prasanthr3875 3 жыл бұрын
Supeeeerrrrrr
@DARPANGUPTA-gn9ld
@DARPANGUPTA-gn9ld 3 ай бұрын
How can we write x(0)h (t) +x(1)h(t-1)+x(2)h(t-2) as we know x(0)=infinite as it is height of impulse?
@iain_explains
@iain_explains 2 ай бұрын
Yes, technically you're correct. Technically, I should have written "the area of the delta function that is centred on t=0" and "the area of the delta function that is centred on t=1", etc. But I didn't have room on the page to write all that, so I just used x(0), x(1), etc as a sort of "short hand".
@DARPANGUPTA-gn9ld
@DARPANGUPTA-gn9ld 2 ай бұрын
@@iain_explains thankyou for your response
@taichenglee6240
@taichenglee6240 7 ай бұрын
at 8:14, x(t) or z(t)?
@iain_explains
@iain_explains 7 ай бұрын
Yes, sorry, that's a "typo".
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