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Solving Optimization Problems
Solving Optimization Problems
Solving Optimization Problems
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Hello everyone and welcome!

+ This channel is dedicated to help students and researchers in various fields to solve their optimization problems using deterministic and stochastic optimization methods.

+Types of problems to be solved: linear, nonlinear, constrained, unconstrained, complex, simple, small/large-scale, single/multi-objective optimization problems.

+ Optimization algorithms with Matlab/Python codes used in this channel: Genetic Algorithms (GA), Particle Swarm Optimization (PSO), Simulated Annealing (SA), etc.

+ It is possible to download and customize these Matlab and Python codes of GA, PSO, and SA to solve your optimization problems.

+ Optimization solvers used in this channel: Matlab and Python optimization solvers, i.e., GA solver, LP solver, fmincon solver, PuLP solver, etc.

SUBSCRIBE to receive new video(s) every week.

Many thanks for your support!
Best regards
Dr. Panda
Website: learnwithpanda.com
Email: learnwithpanda2018@gmail.com
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Комментарии
@carlgauss6383
@carlgauss6383 16 дней назад
can we use integration in the place of summation i just want to find optimal control for my Mathematical model how should i do it matlab can u help??
@Ayham-wo7uu
@Ayham-wo7uu 19 дней назад
Thank you for this great video, i want ask you a question if you don't mind, if i have many inequality constraints how can i handle the problem?
@morning-ks1ow
@morning-ks1ow 28 дней назад
function y = harman(x) y(1) = -100.3 - 9.8 * x(1) + 18.23 * x(2) + 2.90 * x(3) - 8.35 * x(4) - 0.381 * (x(2)^2) - 1.296 * (x(1) * (x(2)^2)) - 1.097 * (x(1) * x(3)) + 4.77 * (x(1) * x(4)) + 0.2038 * (x(2) * x(3)) - 0.1391 * (x(3) * x(4)); y(2) = -92.1 + 2.12 * x(1) + 12.70 * x(2) - 0.980 * x(3) - 0.1815 * (x(2)^2) - 0.936 * (x(1) * x(2)) + 0.314 * (x(1) * x(3)); y(3) = 1.28 + 0.1235 * x(2) + 0.0531 * x(3); y(4) = 14.73 + 1.146 * x(1) - 0.574 * x(2) - 0.0857 * x(3) - 0.915 * x(4) - 0.0704 * (x(1) * x(2)) + 0.00460 * (x(2) * x(3)) + 0.0455 * (x(2) * x(4)); end هل سوجد. مشروع مثل هذا للمستوى المتقدم ارجوك ابعثلي
@morning-ks1ow
@morning-ks1ow 29 дней назад
Send the code to my email, please, it will not be uploaded there
@xuancuong7061
@xuancuong7061 Месяц назад
The link code has a problem
@GoThailand-o6g
@GoThailand-o6g Месяц назад
Thank for sharing this to me and all around the world, you are good man, god blessings you : from Thailand
@idea9423
@idea9423 Месяц назад
here there is just one constraint, what we will do if we have three equality constraints??thank you
@압둘하미드이드리스
@압둘하미드이드리스 Месяц назад
Can we apply this to V2X scenario to optimize bandwidth?
@aine358
@aine358 3 месяца назад
hello doctor, this has been very helpful!. How do i deal with a multiobjective robust problem using GA in matlab?
@nhan12c49
@nhan12c49 3 месяца назад
I from Việt Nam 🇻🇳🇻🇳🇻🇳🇻🇳🇻🇳 thanks 😍😍😍😍😍😍
@GonzaloFdez
@GonzaloFdez 3 месяца назад
Thank you for your video, do you know how to plot the function but only evaluated in the constriction? Like in the wikipedia page
@dehatify4501
@dehatify4501 4 месяца назад
Thank u 4 uploding🙏
@aqimshah
@aqimshah 4 месяца назад
Hi, What version of matlab did you use?
@quicknaturalbeauty
@quicknaturalbeauty 4 месяца назад
Nice explained
@NamitaraniMall
@NamitaraniMall 5 месяцев назад
6:24
@ShathaAlhamad
@ShathaAlhamad 5 месяцев назад
thank you , can you please help me in solving the base station placement problem in mobile communication using GA , the fitness function has two objective functions ,and the binary encoding is used to select the active or non active base station from the possible set of the base stations
@mohsenebrahimi13804
@mohsenebrahimi13804 5 месяцев назад
Global_best.position has not been defined before line 41, it gives an error for the word position.
@MOUNIAMADADI-z1r
@MOUNIAMADADI-z1r 5 месяцев назад
Hi, thank you so much for this video. I was wondering if i can use the PSO algorithm to find the shortest path in a graph between two nodes ? if yes do you have any reference for it ?
@gonzales420
@gonzales420 5 месяцев назад
interesting, i'm looking for the same thing also.
@krutikachincholkar2798
@krutikachincholkar2798 5 месяцев назад
i need the code the link is not working
@krutikachincholkar2798
@krutikachincholkar2798 5 месяцев назад
can i get ur link
@aharoon4115
@aharoon4115 6 месяцев назад
I have Matlab code for this but teacher gave me assignment for changing the beta value's to get best optimal solution but i dont get it
@zuhalhamza3235
@zuhalhamza3235 6 месяцев назад
Please send the program which writing in Matlab because it is not clear
@SolvingOptimizationProblems
@SolvingOptimizationProblems 6 месяцев назад
Please check the link in the video description!
@aliasaleh8468
@aliasaleh8468 6 месяцев назад
What if I have nonlinear constraints for the objective functions, for example, I want the solutions from the objective functions to be in a specific range
@SolvingOptimizationProblems
@SolvingOptimizationProblems 6 месяцев назад
This solver can handle the nonlinear constraints. Please put the constraint in the designed section.
@taarigo6119
@taarigo6119 6 месяцев назад
Thank you. How to display x an y optimal values for the objective function?
@SolvingOptimizationProblems
@SolvingOptimizationProblems 6 месяцев назад
Please see in the command space!
@kondababuamaradi2073
@kondababuamaradi2073 6 месяцев назад
content is good but background music is irritating.
@SolvingOptimizationProblems
@SolvingOptimizationProblems 6 месяцев назад
Sorry for that!
@sadiabatool2690
@sadiabatool2690 6 месяцев назад
Sir could you send me the codes for ant colony optimization in travelling salesman problem. I want to design shortest routing path of ant colony optimization in traveling salesman problem
@SolvingOptimizationProblems
@SolvingOptimizationProblems 6 месяцев назад
Many thanks for your suggestion!
@josuengondo5820
@josuengondo5820 7 месяцев назад
Could make a video about the robust optimization model for multi microgrid
@SolvingOptimizationProblems
@SolvingOptimizationProblems 6 месяцев назад
Thank you very much for your suggestions!
@Moments.of.college
@Moments.of.college 7 месяцев назад
Sir can you provide the theoretical method..😢
@SolvingOptimizationProblems
@SolvingOptimizationProblems 6 месяцев назад
Good suggestions! Thanks
@BCTxz
@BCTxz 7 месяцев назад
viradinho 😋
@SolvingOptimizationProblems
@SolvingOptimizationProblems 6 месяцев назад
What do you mean?
@tekesteaman5105
@tekesteaman5105 7 месяцев назад
thanks a lot for clear and supportive video. please help me if any video related to the method of changing multi objective to single objective and how to solve by genetic algorithm
@SolvingOptimizationProblems
@SolvingOptimizationProblems 6 месяцев назад
Thank you for watching and suggestions!
@dehatify4501
@dehatify4501 7 месяцев назад
Can u upload a video about using Gentic algorithm to optimise Multi-criteria decisionm making aproach?
@SolvingOptimizationProblems
@SolvingOptimizationProblems 7 месяцев назад
Noted. Many thanks for your suggestion!
@dehatify4501
@dehatify4501 7 месяцев назад
@@SolvingOptimizationProblems so I am waiting
@B.VENKATESHWARRAOECE-ASSISTANT
@B.VENKATESHWARRAOECE-ASSISTANT 7 месяцев назад
Hi, Really it,s very interesting video, provided clear information about GA and how it works for a particular function. Thanks a lot. Can you able to provide any video link for the spider monkey optimization algorithm ?. Many thanks in advance.
@SolvingOptimizationProblems
@SolvingOptimizationProblems 7 месяцев назад
Thanks for your comment. Sorry, I don't know the spider monkey optimization algorithm
@sothearathmeng6182
@sothearathmeng6182 7 месяцев назад
Excuse me, I am learning from scratch about this algorithm. I want to know if is it suitable to apply this algorithm with alternative optimization to get convergence when we control many variables?
@SolvingOptimizationProblems
@SolvingOptimizationProblems 7 месяцев назад
Yes, it is possible to integrate other optimization algorithms, in these cases, we call them hybrid algorithms
@chandramohantripathy
@chandramohantripathy 8 месяцев назад
i need some help in this problem how can i contact you
@SolvingOptimizationProblems
@SolvingOptimizationProblems 7 месяцев назад
Please send me an email in the video description. Thanks
@donald.trump.3339
@donald.trump.3339 8 месяцев назад
Hello. Nice and useful video. Does the opt. algorithm work for 3 objectives instead of 2?
@SolvingOptimizationProblems
@SolvingOptimizationProblems 7 месяцев назад
Yes, but for 3 objectives, we need to update the code
@BTECE_Lalithya_Sai
@BTECE_Lalithya_Sai 8 месяцев назад
sir what is ot ?
@SolvingOptimizationProblems
@SolvingOptimizationProblems 7 месяцев назад
ot stands for optimization type: max or min. This is my own words
@elifaksoy4925
@elifaksoy4925 9 месяцев назад
Hello sir, thank you very much for the video you prepared. It was a very useful video. I want to ask you something. I will run this matlab code as in-warehouse vehicle routing. And I need to add capacity constraint for the vehicle. How can I write the matlab code for this? Can you help me? Additionally, when I ran this code, I thought it was finding the optimal path via the long-distance path. Wasn't our objective function written to find the shortest path? Thank you very much in advance for your help. I wish you a good day and good work.
@SolvingOptimizationProblems
@SolvingOptimizationProblems 7 месяцев назад
Hello, in this problem, we find the shortest path. For capacity constraint, we need to update the code.
@sulaimanalmajdub1523
@sulaimanalmajdub1523 9 месяцев назад
You're a Slave to money. Nothing more
@saidlaghzil7620
@saidlaghzil7620 9 месяцев назад
Hello, we have another video about solving the OneMax problem with a different method using artificial intelligence.? thank you
@SolvingOptimizationProblems
@SolvingOptimizationProblems 7 месяцев назад
Thanks. I will check yours
@NezukoKamado-o6u
@NezukoKamado-o6u 10 месяцев назад
I need to solve (disjunctively constraint knapsak problem) by (genetic algorithm) in matlab code but idk how
@SolvingOptimizationProblems
@SolvingOptimizationProblems 7 месяцев назад
Many thanks for your suggestions!
@mhassan893
@mhassan893 10 месяцев назад
how to solve this problem using greedy search algorithms
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
Many thanks for your useful suggestions!
@alexavarenik
@alexavarenik 11 месяцев назад
You have -1.5<x<1.5 and -0.5<=y<=2.5. VarMin =[-1.5 -0.5] VarMax =[1.5 2.5]; Where it affect "<" and "<=" ? if (x =1.5&& x=-1.5) then penalty3= 1; ?
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
If you want to remove the bound, please modify the value, i.e, 1.4999, instead 1.5
@dungtrananh1522
@dungtrananh1522 11 месяцев назад
Great works!!!
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
Thank you! Cheers!
@دانيلو-ن7ه
@دانيلو-ن7ه 11 месяцев назад
Dear Professor, is there a deficiency in the code? Because I see steps in the video that are not included on the site. Also, why does Unrecognized function or variable 'Cities' appear?
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
please check the name and format of your function in Matlab.
@ANJA-mj1to
@ANJA-mj1to 11 месяцев назад
Than you for to excellent Video how to find best results in differntent fields by Optimisation. The expirmental resultets in The HCO (for hydrologic engineering reserching) showed that HCO is superioran to the compared algorithams, like numeric optimization Benchmark function and clustering sets. New Benchmark Function for The single - objektive optimization based on a a Zigzag Pattern is practically function optimisation how to describe a classy of problems for finding the input to given function that results in the minimum or maximum output from the function. This great why how to present adaptive hydrologic cycle optimization algoritham.
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
Thanks for your thoughtful comment!
@ANJA-mj1to
@ANJA-mj1to 11 месяцев назад
Concise and clear explained the concept, so helpful video. Music isn't that disturbed me - give some good vibe and motivation! As new optimization algoritham ( for instance in my case for the circulation and convergence in hydraulic cycle) algoritham we must mention and really om MATLAB for instance Ibl Logics Optimization Algoritham MATLAB Codes. For me it has 3 phase exploragion, integration and exploitation fof a specific purpose. So positive with yours video! Nice few minutes terminology optimization algoritham of BASED MATLAB explained! 👍
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
Many thanks
@kmpiash
@kmpiash 11 месяцев назад
Your videos are really helpful. It will be great if you can share a optimal solution for Electric Vehicle (EV) schedule charging according to solar power availability for a grid connected solar PV powered EV charging station.
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
Noted. Thank you for your interesting suggestions!
@AkashvaniTech
@AkashvaniTech Год назад
what are the parameters used in this algorithm .. and what are the x and y in fitness funtion ?
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
x and y are 2 decision variables.
@chandanmahata5241
@chandanmahata5241 Год назад
Thanks a lot. How do we see that after how many generations, we obtained the final solution?
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
We see the solutions in the last generation.
@andreahalasz1381
@andreahalasz1381 Год назад
Hello, i want to create a colour scale into a 2-dimensional Pareto Front Diagramm. Is that possible? Or is it just possible in a 3 dimensionale diagramm? Thanks :)
@SolvingOptimizationProblems
@SolvingOptimizationProblems 10 месяцев назад
Yes, it is possible to apply to 2 objective function optimization