Particle Swarm Optimization (PSO) Algorithm Example Step-by-Step Explanation ~xRay Pixy

[@RitikaxRayPixy]

Particle Swarm Optimization In Hindi || Step-By-Step || ~xRay Pixy kzbin.info/www/bejne/ipW9dnyClqt0j6s

[@abdullahsheriff_]

To explain 'PSO' in such a SIMPLE manner - with the Mathematics & Implementation - goes on to prove you're no less than LEGENDARY. Thank you so much, Ritika Madam :)

[@theodoregiannilias5140]

Smooth and steady explanation to everything. That way everyone despite their own pace can learn . Keep it going you're doing great !!!

[@RitikaxRayPixy]

Thanks, will do!

[@evertonalves8909]

Hello, many thanks for the video and the clear explanation! I have only one observation, at 26:01 when it shows the table "New pBest Value", the third row is showing 7.2179 but the correct value should be 2.2179. Maybe it is just a typo when designing the slides, not a big problem as the explanation is very good. Thanks again, your video helps a lot the easy understanding of PSO!

[@stephanie_ong]

Wow! I learned so much from your video. Thank you for all the graphics and examples!!!

[@RitikaxRayPixy]

You are so welcome!😇

[@ibrahimmuhammed5332]

The greatest teacher ever! Thank you!

[@RitikaxRayPixy]

You're very welcome!

[@ghazallymustafa5977]

@RitikaxRayPixy In the Whale Optimization Algorithm (WOA), the objective function was defined with two equations, and the lower bounds (LB) and upper bounds (UB) were scalar matrices. In contrast, in the Particle Swarm Optimization (PSO), the objective function consists of only one equation with 1x3 matrices for UB and LB. My question is how we can utilize a single equation as the objective function in the WOA while maintaining 1x3 matrices for UB and LB?

[@RitikaxRayPixy]

Hello, we took here this for demo. You can define your objective function with LB, UB, Dim.

[@azeem.k1989]

Your video is sooo good. Like literally I learnt a lot here than what my lecturer taught me. Thank you soo much for that. The only let-down I had was with the audio. The volume is very low. I would humbly suggest you to increase your volume while explaining as it will help us to understand you very quickly.

[@RitikaxRayPixy]

Glad it was helpful! Thanks for feedback 😇

[@Dlordinho]

Thanks very much but please I really need help on how to combine PSO and fuzzy c means to segment brain tumor

[@alit8528]

a very good and clear explanation of PSO which made it easy to understand for me..Thank you a lot

[@RitikaxRayPixy]

Glad it was helpful!

[@betulcalk8439]

Amazing explanation. Thanks for the video, I learned so much about PSO algorithm.

[@RitikaxRayPixy]

Glad it was helpful!

[@RaviSankar-ln3ki]

Excellent. Indebted forever.

[@RitikaxRayPixy]

Glad it helped!

[@lahiruransara9162]

Can you explain how to use this for integer variables?

[@rawanaltalhi648]

Thank you very much, one of the best in KZbin .. Can you share with us the PowerPoint presentation .. And can you explain Algorithm Wind driven optimization?

[@RitikaxRayPixy]

Hello @Rawat After Gravitational Search Algorithm.

[@yingkaisong4258]

I do not know why the comments are always compliment. The explanation and mathematical notation can clearly be improved. For example, gBest is the best location of the particles in the swarm, but why in the formula the gBest has a subscript i? This is clearly inconsistent with the definition and will confuse a lot of people if they are really paying attention to the video. But everybody just oh, great video~

[@yingkaisong4258]

Btw, if you really think that such random video on KZbin is better than what being taught in your college, then it might be you that have some problem.

[@RitikaxRayPixy]

Hello @Yingkai As you asked Why gBest has a subscript i? i represents Particle position and t represent iteration number. so for each iteration we will select best particle mathematically ( i is used to represent candidate position number and t for iteration number). Thank you for your feedback. We respect everyone comments and always try to improve our videos. Thank you so much for visiting this video and investing your valuable time 😇 You can check latest video uploaded 06 January 2022 Battle Royale Optimization Algorithm Step-by-Step with Example |BRO Algorithm| ~xRay Pixy kzbin.info/www/bejne/m6nLmGl5ZtOoa8k

[@soundofquran6348]

​@@RitikaxRayPixy❤

[@MazharAli-um8jm]

When calculating the fitness function for 1st particle the answer is 1.9649e+03 which is equal to 1964.9 when you ignored the exponent part? 18:10

[@RitikaxRayPixy]

Yes, you can take exponent part to compare results with other. We just did simple calculation to show how algorithm working

[@MazharAli-um8jm]

Thank You So Much @@RitikaxRayPixy 👍

[@sara42lee]

A truly great explanation! A question came to me; for the equation CurrentPosition = PreviousPosition + Velocity mentioned in 16:45, shouldn't it be CurrentPosition = PreviousPosition + Velocity*t ? since summation of a position with a velocity cannot equal to a position. please correct me if I am wrong. Also I am having kind of the same troube in figuring the mentioned equation v = 0.1*x0(i,j) out and how are we allowed to use this equation. Thank you again.

[@RitikaxRayPixy]

Check this: Particle Swarm Optimization (PSO) |Part - 2| with Numerical Example and Source Code ~xRay Pixy kzbin.info/www/bejne/epXWZnaHfNyroq8

[@iamrahulkv]

There is a basic calculation mistake while calculating fitness @17:56 10*(8.8 - 1)^2 + 20*(9.9 - 2)^2 + 30*(1.1 - 3)^2 = 1964.9 She has wrongly written it as 1.9649

[@RitikaxRayPixy]

Hello @Rahul ans = 1.9649e+03

[@bbalajinaik4501]

@@RitikaxRayPixy Calculate manually you will get 1964.9 he @iamrahulkv is correct. Then where is the mistake?

[@nurnisha4276]

Hi, thank you or your explanations, I try the MATLAB CODE in 15:06, it shows error at variable x0, how to fix it?

[@RitikaxRayPixy]

Hello @NUR Please Check this: PART - 2 MATLAB implementation of PSO Particle Swarm Optimization (PSO) MATLAB Code |Step-by-Step|~xRay Pixy kzbin.info/www/bejne/o5TIcqmAfauWm9k&ab_channel=RitikaxRayPixy

[@nurnisha4276]

thank you, hope you will do a video on how to solve the staff scheduling with PSO using Matlab

[@RitikaxRayPixy]

Will try :)

[@Unstable_Diffusion89]

@14:18 where does this objective function come from? How was it arrived at?

[@RitikaxRayPixy]

Hello @Dion Objective function also known as cost function is used here for optimization. From research paper we selected this function for example. for basic details watch this: Metaheuristic Optimization Algorithm Basic Fundamentals ~xRay Pixy kzbin.info/www/bejne/houUnJ2tj8SjopY

[@gayanthadilshan6884]

Keep doing this.. Very helpful ❤

[@RitikaxRayPixy]

Thank you :)

[@chiscoduran9517]

If xi in t+1 = (x1 in t) + (vi in t), in minute 19:22 you say that we need to calculate (velocity i in t + 1), to calculate position (xi in t+1), but in the formula, it uses (vi in t), not (vi in t+1), its possible to use the previous iteration velocity, or is velocity in vi in t+1?

[@chiscoduran9517]

More precisely v1 in iteration 1 is 1.0667 and v1 in iteration 0 is 0.8, when you calculates x1 in iteration 1, in minute 22:46 the presentation said that the formula uses v1 in iteration 0, but you used 1.0667, my question is, its an error in the formula and x1 in iteration 1 = (x1 in iteration 0) + (v1 in iteration 1), or its an error in calculation and we need to use 0.8?

[@RitikaxRayPixy]

Relax 😇 1. We want to update Position of Particles / Birds. Right! 2. In order to update Position first we need to compute velocity. WHY? Because, we will add some Velocity in Position. [so that it can move] Done! 3. New Position = In Old Position + Add Velocity [done]. Here, New Position is denoted by: xi ^ t + 1; i = 1,2,3,4,....number of total particles. t = 1,2,3,4,5,...MaxT // Counter x = position v = velocity

[@chiscoduran9517]

@@RitikaxRayPixy Thanks very mutch, now it worked!!! :)

[@ElectroWolf_Arts]

i understood what the PSO means and how to use it to solve mathmatics problems the fast way possible , the problem is "me" i cant get the equations and symboles (11:46) , i feel like it requires to be genuis to understand it

[@RitikaxRayPixy]

Physics :)

[@raonirmb1]

Thanks for this simple explanation and amazing class!

[@RitikaxRayPixy]

Glad it was helpful!

[@shishirakantajena834]

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??

[@RitikaxRayPixy]

Hello, @Shishira Random values plays important role in metaheuristic algorithms for position update. Watch this video: Q. Role of random values in optimization process. Metaheuristic Optimization Algorithm Basic Fundamentals ~xRay Pixy🌿🐦🌞 kzbin.info/www/bejne/houUnJ2tj8SjopY

[@chiomaezeonye3538]

What changes should I make in the Matlab code to get 2nd particles 9, 6, 1 and 3rd particles till the fifth particle

[@RitikaxRayPixy]

Particle Swarm Optimization (PSO) |Part - 2| with Numerical Example and Source Code ~xRay Pixy kzbin.info/www/bejne/epXWZnaHfNyroq8

[@umutturunc6067]

Thank you! Can you please make a video about how to teach a topic. Like what prerequisites needed. Because your explanation is so clear. In my school some of our teachers know about the subject, but they are unable to teach it. They even make it more complicated so that my brain explodes

[@RitikaxRayPixy]

Please tell me subject name they teach you in school.

[@jhanolaer8286]

Hi ma'am. What is the difference betweem PSO algorithm and Boids Algorithm?

[@RitikaxRayPixy]

Hello, Boids = Bird flocking simulation program based on swarm intelligence. Cehck this eater.net/boids

[@farmad100]

Please prepare a video on multiobjective gravitational search algo

[@Yu-nd1kr]

hi if i need to use pso with cnn 1d to tune filter and kernal to improve accurcy how can bulid it??

[@alsabtilaila1923]

you're great! but why you chose 2nd value as Xgbest... and why it was 9.9?

[@RitikaxRayPixy]

gBest means nearest to the optimum point. Out of 5 .. 2nd bird is nearest to optimum point ( because it has minimum fitness value). Initial position for 2nd bird is 9.9 6.6 1.1

[@alsabtilaila1923]

@@RitikaxRayPixy Thank you

[@badr-albdor]

Peace be upon you. Thank you, Doctor, for this useful lecture. Please, can you post PowerPoint slides for this topic? For benefit.

[@roshnyadlak1118]

Thank you for this video ma'am , this helps me a lot .

[@RitikaxRayPixy]

Most welcome 😊

[@sanatahir8065]

Quite useful. At 20:20, the value of gbest shoul be 1.32 instead of 9.9. Please correct me if I am wrong.

[@RitikaxRayPixy]

Particle Swarm Optimization (PSO) |Part - 2| with Numerical Example and Source Code ~xRay Pixy kzbin.info/www/bejne/epXWZnaHfNyroq8

[@preethin6119]

happy to see ur video which really helps me a lot can u plz guide me how meta heuristic algorithms be applicable in cloud computing for load balancing

[@mohsin-ali-abbas]

can you please explain about the active constraints of a PO with reference to the subject numarical methods. my exams are near and i didn't found any good video on yt about that.

[@alisahraei362]

Thank you very much for your comprehensive description. I could not find the source code of this video in your links. I would appreciate providing a link for the source code related to this description. Thanks a lot again.

[@RitikaxRayPixy]

Particle Swarm Optimization (PSO) kzbin.info/aero/PLVLAu9B7VtkalMRDfFRT_Bzf45VE3OGBF or check this PARTICLE SWARM OPTIMIZATION (PSO) MATLAB CODE EXPLANATION in.mathworks.com/matlabcentral/fileexchange/67804-particle-swarm-optimization-pso-matlab-code-explanation

[@himanshu3622]

What to use in place of rand () in hand calculations please specify

[@RitikaxRayPixy]

rand () function is used to generate random value. In PSO, initial population is randomly generated.

[@himanshu3622]

@@RitikaxRayPixy mam can i use any random numerical value in place of rand ()

[@elpreimium1767]

so x1, x2 and x3 are three different variables, which could also be written as say x,y and z? If I wanted to optimise a 2D function equation I would only need a single x value and the fitness value?

[@RitikaxRayPixy]

Hello elpreimium1, Parameters allow more flexibility and robustness. Parameters improve the effectiveness of the search. The optimal value for the parameter depends on the Problem If you want to optimize 2d function than use 2 parameter function. Open this link for more details about Function: scipy-lectures.org/advanced/mathematical_optimization/

[@Sajjad_Rahmani]

It was very good; esp. the example provided.

[@thanhthanh-vh5hu]

Can you help me? I don't understand about c1 and c2. How would we choose c1, c2????

[@RitikaxRayPixy]

Hello, Check this Particle Swarm Optimization (PSO) |Part - 2| with Numerical Example and Source Code kzbin.info/www/bejne/epXWZnaHfNyroq8

[@HuyenLeThiThuong]

COuld you please make a video about Red Fox Optimization and Chameleon Swarm Optimization? It would be great for me and viewers to listen to your sincere lecture.

[@RitikaxRayPixy]

Sure Soon :)

[@RitikaxRayPixy]

Red Fox Optimization Algorithm || Step-By-Step || With Example ~xRay Pixy kzbin.info/www/bejne/mKCkdWChp6mgock

[@RitikaxRayPixy]

Chameleon Swarm Algorithm || Step-By-Step || ~xRay Pixy kzbin.info/www/bejne/mKiWcod9bqmEfJI

[@lamrin1]

Madam how to tunne PID controller using PSO in Simulink model

[@RitikaxRayPixy]

Hello, please check this Tunning of PID controller using Particle Swarm Optimization in.mathworks.com/matlabcentral/fileexchange/20252-tunning-of-pid-controller-using-particle-swarm-optimization

[@RitikaxRayPixy]

PSO Based PID Controller Parameter Tuning || Step-By-Step || ~xRay Pixy kzbin.info/www/bejne/lZiygHZpqKikb9E

[@ghaliahmed]

Great explanation ... kepp going and thank's a lot

[@RitikaxRayPixy]

Thank you, I will🌞

[@ssingrani4532]

Ma'am how to use pso in the third order bilinear transforms to optimised the coefficient values

[@RitikaxRayPixy]

Hello, declare objective function first. Next, apply PSO on it to optimize values.

[@dr.r.hemalathaph.d5662]

Excellent explanation mam 👏

[@RitikaxRayPixy]

Glad you liked it

[@kumar-w8f]

please make a video on improving kmeans clustering through particle swarm optimisation(pso)

[@kalaiselvib758]

Thank you mam. easy to understand the concept.

[@RitikaxRayPixy]

Glad to hear that

[@madhuril1397]

Mam, can you please tell how PSO is used in intrusion detection

[@newbie8051]

Wonderful explanation thanks !

[@chiscoduran9517]

Nice video, only 1 question, in minute 22:28 why if the formula uses v1 in time 0, you used v1 in time 1?

[@RitikaxRayPixy]

Hello @Chisco here, t is not time. That is Current Iteration / Generation. V1 = velocity of first particle. when (t=0) it means velocity of first particle at iteration 0. when (t=1) it means velocity of first particle at iteration 1. when (t=2) it means velocity of first particle at iteration 2. and so on. upto Maximum number of iterations.

[@chiscoduran9517]

@@RitikaxRayPixy thanks !!!!

[@abizarkhalil]

i learn a lot and ur goodself solve my problem Thank You very much Mam

[@RitikaxRayPixy]

Glad to hear that

[@isnanhudayalubis8574]

Useful video...thanks very much

[@RitikaxRayPixy]

Glad it was helpful!

[@hakimbau7230]

oh no, I love this videoooooooooooooo

[@RitikaxRayPixy]

Thank you! 😇HappyLearning 😇

[@dr.r.hemalathaph.d5662]

Madam, can you explain in MPSO and ACO algorithm and HSA hybrid algorithms

[@RitikaxRayPixy]

Hello, here you can check Ant Colony Optimization Algorithm step-by-step with Example (ACO) ~xRay Pixy kzbin.info/www/bejne/p4q7loB8eMtkfc0 rest will upload soon.

[@dr.r.hemalathaph.d5662]

Thank you so much mam 🙏. Useful for my research work. Please upload HSA algorithm briefly.

[@ColoringKidsWorld]

i love the way u explain thank u so much , there is just a mistake in fitness value of thirsr partical should be 2.XXX not 7.xxx

[@hritikrastogi3335]

Mam can we use it on Job shop scheduling problem... And how can we take intialize parameters like weighted average and velocity

[@RitikaxRayPixy]

Hello please check this for guidance Particle Swarm Optimization Applied to Job Shop Scheduling ethesis.nitrkl.ac.in/4160/1/Particle_swarm_optimization_applied_to_job_shop_schedulin.pdf

[@hritikrastogi3335]

@@RitikaxRayPixy Thank you 🙏🙏

[@hritikrastogi3335]

Mam my question is about how can we deal with permutations as a particle. I study many papers but I can't find how can we deal with that

[@raonirmb1]

Valeu!

[@RitikaxRayPixy]

Thank you :) #HappyLearning

[@ronaldgarcia1958]

Excellent explanation, could you please do step by step of the random sampling by LHS. Thanks

[@RitikaxRayPixy]

Great suggestion!

[@chathurangiatugoda3859]

I learnt a lot. Thank you very much.

[@RitikaxRayPixy]

Glad it was helpful!

[@bbalajinaik4501]

How to represent the features of a image as particle in PSO

[@fitriarisqina8076]

Can you make video example step by step BFO algorithm before 11 Nov or in this week?.. thankyou

[@RitikaxRayPixy]

Will try

[@archanakumari969]

Well explained mam. Please make video on spider money optimization algorithm with example solutions

[@RitikaxRayPixy]

soon!

[@chiomaezeonye3538]

What is fitness function? Is there a difference between fitness function and objective function?

[@RitikaxRayPixy]

Fitness function i.e., Cost Function or Objective function or Evaluation Function. Used for current population performance evaluation.

[@RitikaxRayPixy]

Learn Metaheuristic Optimization Algorithm Basic Fundamentals ~xRay Pixy🌿🐦🌞 kzbin.info/www/bejne/houUnJ2tj8SjopY

[@chiomaezeonye3538]

I appreciate, thank you

[@busraozturk1669]

I need honey bee example, it is okay to any source or link, not artificial Bee algorithm

[@archanakumari969]

Ma'am I just want to know Objective function for 1st particle after calculation is 1964.9 Thn hw it's 1.9649

[@RitikaxRayPixy]

Hello @Archana, Maybe the error For more information please check PART 2: in details step-by-step Particle Swarm Optimization (PSO) |Part - 2| with Numerical Example and Source Code ~xRay Pixy kzbin.info/www/bejne/epXWZnaHfNyroq8

[@himanshu3622]

i learn a lot from your viedos thanx

[@RitikaxRayPixy]

Glad to hear that :)

[@mohsin-ali-abbas]

well explained lots of respect.

[@wafaza7934]

thank you so much please >>>>>may I ask you to do a video on the binary version of algorithms LIKE BAT and PSO

[@RitikaxRayPixy]

Will upload soon. I am working on Crow search algorithm. Someone else requested before.

[@RitikaxRayPixy]

Novel Binary Particle Swarm Optimization Algorithm || Numerical Example || ~xRay Pixy kzbin.info/www/bejne/anLXmGaYrtuZqc0

[@abizarkhalil]

Thank you very much Mam, could you provide search algorithm in python. thanks in advance

[@mubeenshaikh7542]

Thank you very much Ma'am, very elaborately and clearly explained., Just to clarify that objective function to be used for computing fitness value.,can this algorithm be written in C

[@RitikaxRayPixy]

Yes, definitely. please check this link for help and guidance: Particle Swarm Optimization (PSO) in C github.com/kkentzo/pso#:~:text=An%20implementation%20of%20the%20Particle,(called%20the%20objective%20function).

[@mubeenshaikh7542]

@@RitikaxRayPixy Thanks again Ma'am, actually, I'm not so good in C but it's easier to understand in C than Python.

[@bobyburman6763]

Ma'am need ur help for different kind of pso optimization problem.....pls reply

[@RitikaxRayPixy]

Hello @Boby, contact me on twitter

[@bobyburman6763]

sure ma'am but what's your twitter handle id ma'am?

[@RitikaxRayPixy]

twitter.com/UpdatesComputer

[@jenitasuba7258]

Can you please explain Chimp Optimization

[@nagamanigonthina9306]

Hi mam. The video is very informative. Can you please do a video on implementing this PSO with some kind of deep learning architecture like Unet and minimize the computational complexity? and how to combine genetic algorithm with PSO.

[@rachidbennia2388]

thank you. simple and clear. do you have any idea on how to apply this in maximum power point tracking (mppt)?

[@RitikaxRayPixy]

Hello😇 check this research paper: PSO based Maximum power point tracking www.researchgate.net/publication/255994439_PSO_based_Maximum_power_point_tracking_of_photovoltaic_systems_under_different_patterns_of_partial_shading_conditions

[@rachidbennia2388]

@@RitikaxRayPixy thanks a lot. you are always brilliant.

[@raunak51299]

Your voice is very sweet ma'am.

[@ericmulera6822]

Thank you madam. I have an idea now and you explained well.

[@RitikaxRayPixy]

You are most welcome😇

[@ericmulera6822]

@@RitikaxRayPixy , madam you have another example working on matlab? I wrote the code in this example and it didn't work.

[@RitikaxRayPixy]

Please check here: kzbin.info/aero/PLVLAu9B7VtkalMRDfFRT_Bzf45VE3OGBF

[@ericmulera6822]

@@RitikaxRayPixy , thank you very much my new teacher.

[@fouadshaker5095]

Please provide me with the slides that have been explained

[@rajendranmani2429]

Please provide or make a video about squirrel search algorithm..

[@RitikaxRayPixy]

Squirrel Search Algorithm (SSA) ||STEP-BY-STEP|| ~xRay Pixy kzbin.info/www/bejne/j5ylZYagfq2AqMU

[@modimorsy]

Thank you very much for this video, can I use PSO if we have a constrain which is variables x1+x2+x3 must equal 100?

[@manpreetsinghbhangu860]

Mam good explanation with example

[@dinasaif4082]

Thanks, amazing explanation

[@RitikaxRayPixy]

Glad it was helpful!

[@zahidhasan1972]

Very good explaination

[@RitikaxRayPixy]

Glad it was helpful!😇

[@danilonunes4754]

Great video!!!

[@RitikaxRayPixy]

Thanks for the visit

[@gokulrajur2939]

Which algorithm is used for process parameters optimization?

[@mohammedagdam945]

Thank you very much for your best explanation about PSO. can i use it for MPPT?

[@RitikaxRayPixy]

Yes, you can. Check this research paper for reference ieeexplore.ieee.org/document/8710479

[@mohammedagdam945]

@@RitikaxRayPixy thank you

[@gyanesht]

Thank you for the video. It is a good video.

[@kavithaguntru6734]

What is the random value taken in this example

[@RitikaxRayPixy]

Hello, random value that is in between [0,1]. It is normally distributed random value between [0,1]

[@thanhthanh-vh5hu]

Can you give me know Xbest, How to determine Xbest

[@RitikaxRayPixy]

xBest = personal best cost / fitness value. gBest = fitness value best among all. How to determine? -Using Objective function.

[@hemasrivelaga4742]

Mam can u tell about pso technique in pss

[@RitikaxRayPixy]

Yes! Soon I will upload video on this. till than you can check this A PSO Procedure for a Coordinated Tuning of Power System Stabilizers for Multiple Operating Conditions www.sciencedirect.com/science/article/pii/S1665642313715748

[@ABASABDIWELIJAMA]

at 21:33, what does x1, x2, x3 represent. are those dimensions of the particle?

[@RitikaxRayPixy]

Yes for simplicity 3 dimensions are used. You can also check recent new numerical example on PSO Find Maxima of Function using PSO Method || Numerical Example || ~xRay Pixy kzbin.info/www/bejne/qYWvhK1vdqdgfpY

[@bellakim1503]

Where is the constraints? Can I put the constraints in the PSO??

[@RitikaxRayPixy]

Yes, Dragonfly Optimization Algorithm for Engineering Optimization Problems with Constrained ~xRay Pixy🌞 kzbin.info/www/bejne/hYiZhGCembR2a9k Metaheuristic Optimization Algorithm Basic Fundamentals ~xRay Pixy kzbin.info/www/bejne/houUnJ2tj8SjopY

[@عبيدةالاوسي]

Thank yuo very much .do yuo have any idea how apply in electrical power system ???

[@RitikaxRayPixy]

Hello please check this research paper Particle Swarm Optimization Solution for Power System Operation Problems www.intechopen.com/books/particle-swarm-optimization-with-applications/particle-swarm-optimization-solution-for-power-system-operation-problems Particle Swarm Optimization and Its Applications in Power Systems link.springer.com/chapter/10.1007/978-3-642-14013-6_10

[@mkm5319]

Mam can you explain shuffled frog leaping algorithm

[@RitikaxRayPixy]

Will try!😇 But i need some time.

[@indubala785]

Could u please uoad multi objectives with constraints using pso

[@RitikaxRayPixy]

As soon as possible :)

[@jhanolaer8286]

Hi maam, can you translate that code into Excel Vba?

[@RitikaxRayPixy]

Hello @jhan Excel VBA Particle Swarm Optimization please check this sourceforge.net/projects/excel-vba-pso/

[@jhanolaer8286]

@@RitikaxRayPixy Thank you miss Ritika, Please make a video tutorial about Flocking Behavior also maam,,

[@jhanolaer8286]

@@RitikaxRayPixy Hi maam, can you message me in my email? thank you.. [e-mail]

[@prasad965]

Thank you very much, madam. It is a more informative and useful video, thanks a lot. can you provide pigeon inspired optimization algorithm? I will wait for your video

[@RitikaxRayPixy]

Will upload soon

[@venkat_ram_reddy]

super cool and good to know

[@ايةفاضلعبد-غ5ك]

i love this video thank you very much god bless you from iraq

[@RitikaxRayPixy]

Thank you :)

[@eshwarieshwari706]

mam, can you provide the pdf document for this video?

[@RitikaxRayPixy]

PSO numerical Example: codebypixy.blogspot.com/2021/08/particle-swarm-optimization-algorithm.html