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Learn Particle Swarm Optimization (PSO) in 20 minutes 

Ali Mirjalili
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Particle Swarm Optimization (PSO) is one of the most well-regarded stochastic, population-based algorithms in the literature of heuristics and metaheuristics. This video covers the most fundamental concepts of this algorithm with a very intuitive analogy. If you are interested to learn more, you can enrol in the following PSO course in Udemy via the following link (clink now and enrol with 90% discount):
www.udemy.com/optimisation/?c...

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9 июл 2024

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Комментарии : 281   
@thealimirjalili
@thealimirjalili 5 лет назад
Here is the link to download the particle simulation (without me of course :D ): au.mathworks.com/matlabcentral/fileexchange/69027-simulation-of-particles-in-particle-swarm-optimization
@lingfengliu955
@lingfengliu955 5 лет назад
pretty vivid example, thx
@althobhanialaa8268
@althobhanialaa8268 4 года назад
may I use your simulation of POS part in my video
@salmasantoso4766
@salmasantoso4766 4 года назад
@@lingfengliu955 000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000⁰⁰⁰⁰00000000000⁰000⁰0⁰⁰000⁰00⁰⁰00000⁰000000000000000000000000000000000000000000000000000000000000000000000000000000000000000⁰00000000000⁰00000000000000000000000000000000000000⁰0000⁰000000000000000000000000⁰000000000000000⁰⁰0000⁰00000000⁰000000000000⁰00⁰0⁰000000⁰00000⁰00⁰0⁰000⁰0⁰0⁰00⁰⁰⁰0⁰00000⁰⁰⁰⁰⁰0ĺ00000000000000⁰⁰⁰00⁰000000000⁰000000⁰0⁰⁰⁰0000⁰⁰
@mubeenshaikh7542
@mubeenshaikh7542 3 года назад
Thank you sir, elaborately explained, you're Genius sir, thanks again.
@muhammadmuneeb8162
@muhammadmuneeb8162 2 года назад
Thanks for sharing such outstanding data
@37kuba
@37kuba Год назад
May your career converge in a global maximum, Sir.
@abhimanyuroat8755
@abhimanyuroat8755 3 года назад
Never expected to find such a brilliant explanation in the first search attempt, doing literature review for Truss Optimization using PSO and found it to be extremely helpful. Thanks a lot!
@DarpanVisuals
@DarpanVisuals 4 года назад
Wow! Didn't expect the video to be so informative and visually appealing. This is the best explanation I found on this topic so far, thanks a ton!
@shikharsingh8930
@shikharsingh8930 5 лет назад
this is by far the best video on pso i have came across.
@karthikbalaji6833
@karthikbalaji6833 4 года назад
The instructor does a good job introducing the concept of PSO and explaining the role of each component involved in the base algorithm
@VivekYadav-ds8oz
@VivekYadav-ds8oz Месяц назад
I think this is the best video on PSO on YT right now. Perfect mix of exploration of topics and exploitation/depth on each one.
@ashishpandey698
@ashishpandey698 4 года назад
It's my first look into PSO, glad that I found this. Thanks a lot!!!
@evergreensongsoftfm8483
@evergreensongsoftfm8483 2 года назад
Professional and easy explanation with examples...we need YT channels like this
@cryovaced
@cryovaced Год назад
My goodness! This is by far the best presentation I have come across! Thank you so much!
@nihirpriram69
@nihirpriram69 5 лет назад
A great video with a clear explanation. A great primer to the topic. Thank you !
@misterpucc
@misterpucc 4 года назад
Really nice and clear explanation! The tests were fundamental to understand how the algorithm works! Thanks a lot!
@pixelpix1728
@pixelpix1728 4 месяца назад
Man you're the best!! I really didn't think I'd be able to finish my optimization homework and didn't think I could learn PSO so quickly but your explanation was so amazing I was really able to learn it by the end of the video and optimize my homework! Thank you SO MUCH!! You're amazing!
@dimarananhugo
@dimarananhugo 6 лет назад
Very well explained, Sir Ali! Thank you for this video!
@Dan-rm6jz
@Dan-rm6jz 4 года назад
This was an amazing video. Extremely clear and informative. Thank you so much.
@RKN998
@RKN998 2 года назад
this might be the best explanation ever made about this subject. Thank you so much
@thomassantini1688
@thomassantini1688 2 года назад
The best explaination of PSO i've found yet!
@mominabbas6715
@mominabbas6715 2 года назад
Best explanation of PSO I have come across so far!
@kgosietsilemodisane8459
@kgosietsilemodisane8459 Год назад
🐐 - very clearly explained and the visuals helped a lot to reinforce the concepts.
@elijahturatsinze1576
@elijahturatsinze1576 4 года назад
This is really an informative video I was looking for. Thank you so much Ali
@sajjadahmadpoor8851
@sajjadahmadpoor8851 3 месяца назад
What Great content in 6 years ago! Thank you.
@nikzen9073
@nikzen9073 3 года назад
The video title was not a lie. Great video!
@juanfelipepatarroyo2879
@juanfelipepatarroyo2879 5 лет назад
Thank you!. crystal clear!
@husseinshutari5209
@husseinshutari5209 4 года назад
I'd really like to thank you for making it understandable
@Manoj-of8nr
@Manoj-of8nr 3 года назад
Amazing video and the best explanation of PSO found on RU-vid. Thanks Ali Mirjalili
@viggotroback4429
@viggotroback4429 2 года назад
This 20min video was a 2 hour lecture at my university, still this explains it better.
@daesoolee1083
@daesoolee1083 4 года назад
Crystal clear. Thanks to your excellent quality video!
@abdurrouf-sq8me
@abdurrouf-sq8me 5 месяцев назад
This video is really out of the world. Too good.
@moeinghafary9420
@moeinghafary9420 Год назад
WOW !! it was by far the best video for PSO. tnx
@hilarychisepo6517
@hilarychisepo6517 3 года назад
I'm not in the field of PSO but the teaching in this video is crystal clear and illustrative. Great explanation even to a layman like me!
@vertigo333
@vertigo333 5 месяцев назад
shoutout bro i love ur papers keep grinding 👆
@orhanraufakdemir900
@orhanraufakdemir900 2 года назад
This is absolutely brilliant, thanks Teach!
@arrowflash1312
@arrowflash1312 4 года назад
A really great explanation ,with a good diagrammatic examples.
@uli64
@uli64 3 года назад
Amazing bro, very cool explanation,I've loved when particles started looking for your hand
@shubhamroy9438
@shubhamroy9438 3 года назад
Thank you sir. This is probably the best video to understand PSO.
@Tr0rn3
@Tr0rn3 4 года назад
Thank you for the video, It help me quite a lot in my understanding of the PSO algorithm.
@induwarashenuka6948
@induwarashenuka6948 2 месяца назад
What an explanation! Thank you so much.
@_TheZipper_
@_TheZipper_ 2 года назад
This was extremely helpful! I'm doing a research project on metaheuristics and I'm trying to familiarize myself with some of the various techniques that can be used. I'm very new to these heuristic concepts but this video made it very digestible for me. Thank you!
@trejohnson7677
@trejohnson7677 2 года назад
Check out the Demon Algorithm
@syelfiasafitritanjung4619
@syelfiasafitritanjung4619 6 месяцев назад
your explanation really easy to understand.. thank you
@socke3229
@socke3229 6 лет назад
Very well done visualization, especially the effects of the parameters :) Thanks!
@thealimirjalili
@thealimirjalili 6 лет назад
Thanks :)
@noyanali1776
@noyanali1776 3 года назад
Thanks! This is the best explanation on PSO!
@VangelisFindanis
@VangelisFindanis 5 лет назад
Excellent video! It is really helpful!
@binhminhpham6872
@binhminhpham6872 3 года назад
Thank you. This video is very easy to understand!
@youghi
@youghi 3 года назад
thanks man , it was really helpfull to watch your video .
@timgastrell4354
@timgastrell4354 5 лет назад
That was bloody fantastic mate
@edwinsanchez7342
@edwinsanchez7342 9 месяцев назад
Best explanation ever !! Thanks.
@NatiqFm
@NatiqFm 5 лет назад
I'm looking at tuning parameters of ANN model by using PSO technique, and so far this was the best explanation of PSO, thanks.
@yashvardhansharma3899
@yashvardhansharma3899 4 года назад
hi , what kind of results did u got?
@flashdustcollector5928
@flashdustcollector5928 2 года назад
BEST PSO VIDEO SO FAR
@abdulwariskenue1012
@abdulwariskenue1012 6 месяцев назад
What an excellent explanation!
@thomasbradley2916
@thomasbradley2916 Год назад
Great video man, thanks
@islampathanfreelancer
@islampathanfreelancer 3 года назад
Amazing !Crystal clear
@benson4225721
@benson4225721 Год назад
The video is nice for the beginner. Thank you so much!
@somanshbudhwar
@somanshbudhwar 3 года назад
Amazing description. Thanks a lot.
@MarketwatchExpress
@MarketwatchExpress 3 года назад
Thanks! Such a great explanation!
@stephanie_ong
@stephanie_ong 2 года назад
This is a great video. Thank you for sharing
@janborowiec8003
@janborowiec8003 2 года назад
Incredible explenation! Definitely going to look into your Udemy courses seeing the quality of this video. Thank you!
@michaelbyrne8238
@michaelbyrne8238 2 года назад
I've been using PSO since about 2005. Thank you for teaching it and keeping it alive. I still have my copy of "Swarm Intelligence" by Kennedy and Eberhart.
@mqasimkhan123
@mqasimkhan123 2 года назад
do you have the code of PSO?
@hxengineeringenterprise4366
@hxengineeringenterprise4366 6 дней назад
Hello. Please can I get your contact? I'm conducting a research on it. This is the topic: PSO-Based Optimization of Power System Stabilizers for Enhancing Small-Signal Stability
@anthonyapm
@anthonyapm 3 года назад
Even I understand PSO now, so this must be a great tutorial!
@sumantmohanty632
@sumantmohanty632 3 года назад
You did well out there. Thank you.
@ashutoshaman2391
@ashutoshaman2391 5 лет назад
This was really cool bro, I loved it
@ahmedm.alfadhel272
@ahmedm.alfadhel272 4 года назад
Thank you Dr Ali, You are a great teacher
@zakariaelhallaoui8868
@zakariaelhallaoui8868 3 года назад
The improvement of a number of economic problems requires a good strategy, that is say to find a good algorithm. The choice of algorithm is a key point for success. Because no algorithm can solve all the problems of the same efficiency. We can define an algorithm as a succession of steps that lead to a solution for a given problem. Required work : -. Give the steps necessary to run the algorithm in question. - Using this algorithm on an example of your choice, give the steps followed and its programming
@MrShev5
@MrShev5 2 года назад
Very good pronunciation and illustrative examples supported by mathematical arguments. Good Job!
@ketz108932
@ketz108932 2 года назад
The best tutorial on PSO on youtube..
@marco.nascimento
@marco.nascimento 4 года назад
Very nicely explained, great video :))
@JuwakiLedwaba
@JuwakiLedwaba 5 лет назад
great intro to PSO love it!
@eashanarora3326
@eashanarora3326 5 лет назад
This was some really helpful stuff that you had put. Thanks a lot but I wanted to ask if you could tell how to implement pso in my dataset that is for predicting burned area of forest.It will be of great help if you could help ?
@jahcane3711
@jahcane3711 3 года назад
@ Ali Mirjalili I really like this alg. But I have a question, has there been any attempt to preserve the energy of the system? By that I mean, have particles near the local optima move more slowly and have those far away gain velocity "lost" by the slower moving particles. This need not be an exact preservation of energy, but I think it helps explain the idea: Those things that are far away move around faster exploring more broadly the unknown space while the portion that is closer focus on zeroing in on the exact best values
@omedhassan2190
@omedhassan2190 Год назад
Simple and comprehensive.Thanks
@GamalZayed
@GamalZayed 3 года назад
Really thanks for your hard work, it is really helpful
@hadjer5503
@hadjer5503 4 года назад
How can we use this Optimization as an MPPT algorithm in the photovoltaic system to find the MPP
@sanaalyaseri3507
@sanaalyaseri3507 3 года назад
great job, your explanation is fantastic
@tokitahmidinan2846
@tokitahmidinan2846 2 года назад
What a nice explanation! Heads up for your effort
@albertpaul871
@albertpaul871 3 года назад
Thank you so much for this informative video!
@nikhithapai1531
@nikhithapai1531 2 года назад
Hello Ali, Excellent explanation. Do you have any videos/ courses for hyperparameter tuning using PSO/ or any such algorithm
@hatefraheeme4020
@hatefraheeme4020 3 месяца назад
Well explained. Thanks.
@maclee2470
@maclee2470 5 лет назад
can someone please explain to me what is the difference between PSO and simulated annealing? thanks
@Gabriel-Oliveira
@Gabriel-Oliveira 4 года назад
How did you do that simulation on minute 15? I would love to know how to do it. :)
@shukorr5366
@shukorr5366 2 года назад
do you have explanation for sine cosine as well? Ive read your paper but still cannot understand
@vinayperambuduri
@vinayperambuduri 2 года назад
How can we add a velocity component [that has both displacement(distance) and direction] to a distance component? As we cannot add two components of different dimensions. Could you explain?
@SoundsOfTheWild3
@SoundsOfTheWild3 5 лет назад
Thanks homie this was really good
@IsrGunner
@IsrGunner 3 года назад
i would love to know what velocity values are in the first step of the program for each particle if someone know.. and the fitness function?
@soodabehasadi8107
@soodabehasadi8107 4 года назад
Hi Ali. I liked the video. Thank you for sharing!
@sunitbehera3155
@sunitbehera3155 4 года назад
Awesome sir...finally understood..thanks a lot sir
@oliva8282
@oliva8282 3 года назад
Thanks for the video! You`ve helped me a lot!
@thealimirjalili
@thealimirjalili 3 года назад
Glad I could help Olivia!
@triguirania3211
@triguirania3211 5 лет назад
thank you for this demonstration
@antonionapoli574
@antonionapoli574 4 года назад
Thank you!!! very clear
@HeIsOrNot
@HeIsOrNot 4 года назад
Thank you for the video, It help me quite a lot in my understanding of the PSO algorithm. PS : I would just like to point you that unless i missed some part, when you show the possible landing area, there seems to be a mistake unless r1 >= r2 >= r3 :/
@Gauravkr0071
@Gauravkr0071 5 лет назад
during 10;15 how he can add postion with velocity. plz check it
@Napkinholdin
@Napkinholdin 2 года назад
Great video, awesome visualizations :D
@mirpouyamirmozaffari4424
@mirpouyamirmozaffari4424 4 месяца назад
Great job!
@DarshanD45
@DarshanD45 6 лет назад
*Thank you Sir*..*Concise and Lucid*...really beneficial
@thealimirjalili
@thealimirjalili 6 лет назад
Thanks Darshan
@NurulIslam-fv6hn
@NurulIslam-fv6hn 4 года назад
It's a great lecture. Thanks a lot.
@abizarkhalil
@abizarkhalil 4 года назад
Sir, will your goodself explain, how entre own parameters such that "false positive rate, Intrusion detection rate and detection time" for the intrusion detection system, to find out malicious node.
@ahmedsalih2308
@ahmedsalih2308 4 года назад
Thanks for the video!
@shishirakantajena834
@shishirakantajena834 3 года назад
Why are we using random function in the equation?? Is it for the randomness of the particles used for observation or whether any specific reason is there for use of random function in the codes??
@Asmaab1313
@Asmaab1313 4 года назад
Thank you !
@aboutblank5525
@aboutblank5525 2 года назад
Thank you so much!
@haidermuhamed8022
@haidermuhamed8022 5 лет назад
great work, thanks so much
@amodwira
@amodwira 4 года назад
How do we use Particle swarm optimisation for solving multiobjective problems
@aiwiththakshila6656
@aiwiththakshila6656 3 года назад
Great Expalnation! Thanx
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