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Solving Optimization Problems
France
Приєднався 31 лип 2019
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
+ 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
Adaptive Re-Start Hybrid Genetic Algorithm in Matlab
In this video, I am going to show you my innovative version of Genetic Algorithm, which I call: Adaptive Re-start Hybrid Genetic Algorithm. This Genetic Algorithm is coded in Matlab. Let’s see how this Genetic Algorithm works in solving a difficult benchmark optimization problem.
+ Download this Matlab code here: bit.ly/3UCaSWm
HERE ARE 6 LISTS OF MY VIDEOS YOU MAY BE INTERESTED IN:
1. Optimization Using Genetic Algorithm:
ua-cam.com/play/PLZgdMIFoNTxnfoBnUhHYb4FEeZrCW-2Iq.html
2. Optimization Using Particle Swarm Optimization:
ua-cam.com/play/PLZgdMIFoNTxn8sH7ldSpS-e7bFGn1jiDC.html
3. Optimization Using Simulated Annealing Algorithm:
ua-cam.com/play/PLZgdMIFoNTxnia7hXeJ5eRaSELLToKLJs.html
4. Optimization Using Optimization Solvers:
ua-cam.com/play/PLZgdMIFoNTxkl8l0HYRMWeZhTd48uJKrn.html
5. Optimization Using Matlab:
ua-cam.com/play/PLZgdMIFoNTxnmn8_sqngUmNnHXUI4xiET.html
6. Optimization Using Python:
ua-cam.com/play/PLZgdMIFoNTxlfICpny9Vd-1Tc_LOCZPGD.html
If you have any questions, please let me know by leaving a comment below.
About Me: learnwithpanda.com/about-me/
My Blog: learnwithpanda.com
My Facebook: bit.ly/36234ot
My LinkedIn: bit.ly/3bbth5e
Free Music from UA-cam Audio Library.
Thank you for watching - I really appreciate it :)
All of my videos on the topic of Solving Optimization Problems: #MyGeneticAlgorithm, #MyMatlabCode, #optimization #optimizationtechniques
© Copyright by Solving Optimization Problems. ☞ Do not Reup
+ Download this Matlab code here: bit.ly/3UCaSWm
HERE ARE 6 LISTS OF MY VIDEOS YOU MAY BE INTERESTED IN:
1. Optimization Using Genetic Algorithm:
ua-cam.com/play/PLZgdMIFoNTxnfoBnUhHYb4FEeZrCW-2Iq.html
2. Optimization Using Particle Swarm Optimization:
ua-cam.com/play/PLZgdMIFoNTxn8sH7ldSpS-e7bFGn1jiDC.html
3. Optimization Using Simulated Annealing Algorithm:
ua-cam.com/play/PLZgdMIFoNTxnia7hXeJ5eRaSELLToKLJs.html
4. Optimization Using Optimization Solvers:
ua-cam.com/play/PLZgdMIFoNTxkl8l0HYRMWeZhTd48uJKrn.html
5. Optimization Using Matlab:
ua-cam.com/play/PLZgdMIFoNTxnmn8_sqngUmNnHXUI4xiET.html
6. Optimization Using Python:
ua-cam.com/play/PLZgdMIFoNTxlfICpny9Vd-1Tc_LOCZPGD.html
If you have any questions, please let me know by leaving a comment below.
About Me: learnwithpanda.com/about-me/
My Blog: learnwithpanda.com
My Facebook: bit.ly/36234ot
My LinkedIn: bit.ly/3bbth5e
Free Music from UA-cam Audio Library.
Thank you for watching - I really appreciate it :)
All of my videos on the topic of Solving Optimization Problems: #MyGeneticAlgorithm, #MyMatlabCode, #optimization #optimizationtechniques
© Copyright by Solving Optimization Problems. ☞ Do not Reup
Переглядів: 171
Відео
Test Your Understanding About Genetic Algorithm (Test 2)
Переглядів 1123 місяці тому
Hello everyone. Let’s take a test to check your understanding about genetic algorithm, with multiple choice questions. This is test #2 in the topic of Genetic Algorithm. Please notice that, when you don’t know the answers, pause the video, and use Google to check and select your answers; and then compare your selected answers with the correct answers, shown at the end of this video. I strongly ...
Adaptive Restart Hybrid Genetic Algorithm
Переглядів 1973 місяці тому
Let’s see how my Adaptive Restart Hybrid Genetic Algorithm works. Please pay attention to the effect of the adaptive restart mechanism. Did you know that, Genetic Algorithm, or G-A, is a very popular optimization algorithm, often used to solve complex large scale optimization problems in many fields. Like other meta-heuristic algorithms, GA can only provide a probabilistic guarantee of the glob...
Adaptive ReStart Hybrid Genetic Algorithm (Test the Performance in Case Study 2)
Переглядів 3179 місяців тому
Welcome to video #2 in a series of videos, in which I have been testing my innovative version of Genetic Algorithm, which I called, adaptive restart hybrid Genetic Algorithm. In this series of videos, I am going to use a number of benchmark optimization problems with a well-known optimal solutions to validate the effectiveness of my innovative Genetic Algorithm. In addition, I will show you how...
Adaptive Re-Start Hybrid Genetic Algorithm (Test the Performance in Case Study 1)
Переглядів 3029 місяців тому
In this video, I am going to show you my innovative version of Genetic Algorithm, which I called: adaptive re-start hybrid Genetic Algorithm. I will test the performance of the proposed Genetic Algorithm in solving a benchmark optimization problem with a well-known optimal solution as shown in this Figure. In addition, I will show you how to customize my Matlab code of the proposed innovative G...
Adaptive Re-Start Hybrid Genetic Algorithm in Matlab
Переглядів 3839 місяців тому
In this video, I'm going to show you my innovative version of Genetic Algorithm (GA), called adaptive restart hybrid Genetic Algorithm, coded in Matlab. Genetic Algorithm is one of the most general global optimisation solution methods used in countless number of research publications. However, like other search techniques, GA has weak theoretical guarantee of global optimal solution and can onl...
How to Solve the Investment Optimization Problem in Cryptocurrency?
Переглядів 243Рік тому
In this video, I am going to show you, how to solve the investment optimization problem in crypto-currency. More specifically, I will show you, how my daily cash flow is going in my crypto-currency investment. I strongly believe in the power of blockchain technology and crypto-currency, which will change the world like the Internet did. I am a long-term crypto holder. I have been building a pas...
A Simple Crossover in Genetic Algorithm in Matlab
Переглядів 1,1 тис.Рік тому
In this video, I’m going to talk about a basic concept of crossover in Genetic Algorithm and how to implement it in Matlab. More importantly, at the end of the video, I will show you how my innovative version of Genetic Algorithm with that kind of simple crossover works when solving this very difficult global optimization problem. SUBSCRIBE to receive more videos on the topic of "Solving Optimi...
Test Your Understanding About Optimization
Переглядів 413Рік тому
In this video, you can take a test with multiple choice questions to check your understanding about optimization. Let's see how many correct answers you get. SUBSCRIBE to receive more videos on the topic of "Solving Optimization Problems", please click here: bit.ly/3r4oIkC Matlab/Python codes of my Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing Algorithm: bit.ly/2Aj0TQ6 HER...
How to Solve This Difficult Global Optimization Problem?
Переглядів 1 тис.Рік тому
In this video, I’m going to show you a Matlab code of my innovative version of Genetic Algorithm, and test its performance in solving this difficult global optimization problem. SUBSCRIBE to receive more videos on the topic of "Solving Optimization Problems", please click here: bit.ly/3r4oIkC Matlab code: bit.ly/3i5lqy0 HERE ARE 6 LISTS OF MY VIDEOS YOU MAY BE INTERESTED IN: 1. Optimization Usi...
Solving Travelling Salesman (TSP) Using 2 Opt Algorithm in Python
Переглядів 4,7 тис.Рік тому
Let’s see how the 2-Opt Algorithm works in solving Travelling Salesman Problem (TSP). This 2-Opt Algorithm is coded in Python. If you want this 2-Opt Algorithm in Matlab, please let me know by leaving a comment below. SUBSCRIBE to receive more videos on the topic of "Solving Optimization Problems", please click here: bit.ly/3r4oIkC Download the Python code of this 2-Opt Algorithm here: bit.ly/3...
Particle Swarm Optimization (PSO) for Constrained Optimization Problems in Matlab
Переглядів 7 тис.Рік тому
In this video, I am going to show you my Particle Swarm Optimization (PSO) algorithm for solving the constrained optimization problems. This version of Particle Swarm Optimization is coded in Matlab and its performance has been validated by comparing the obtained results with the well-known benchmark. SUBSCRIBE to receive more videos on the topic of "Solving Optimization Problems", please click...
Test Your Understanding About Genetic Algorithm
Переглядів 509Рік тому
According to the statistics data on Web of Science, the world’s leading citation database, Genetic algorithm is the most popular stochastic optimization algorithm in 18 different research fields including, Engineering, Computer science, Operations research, Mathematics, Physics, Chemistry, Automation control systems, Materials science, Energy fuels, Mechanics, Telecommunications, Thermodynamics...
Solving One-Max Problem Using Genetic Algorithm in Matlab
Переглядів 2,9 тис.Рік тому
In this video, I am going to show you my Genetic Algorithm for solving One-max problem. This Genetic Algorithm is coded in Matlab, and it is possible to customize, and modify this code with minimum change, to solve various optimization problems in your fields. No need to build this kind of Matlab code of Genetic Algorithm from scratch, because it’s very time-consuming. Updating, customizing, an...
Solving Optimization Problems
Переглядів 29 тис.Рік тому
Test and download my Matlab/Python codes of the famous optimization algorithms such as: GA, PSO, SA, or 2-Opt Algorithms: bit.ly/2Aj0TQ6 SUBSCRIBE to receive more videos, please click here: bit.ly/3r4oIkC This channel is dedicated to help students and researchers in various fields to solve their optimization problems using deterministic and stochastic optimization methods. HERE ARE 6 LISTS OF M...
Binary Chromosome Encoding in Genetic Algorithm in Matlab
Переглядів 1,9 тис.Рік тому
Binary Chromosome Encoding in Genetic Algorithm in Matlab
A Useful Quote About Particle Swarm Optimization (PSO)
Переглядів 7632 роки тому
A Useful Quote About Particle Swarm Optimization (PSO)
How to Solve Open Vehicle Routing Problem Using Genetic Algorithm
Переглядів 6 тис.2 роки тому
How to Solve Open Vehicle Routing Problem Using Genetic Algorithm
Adaptive Restart Hybrid Genetic Algorithm for Constrained Optimization Problems (Case study 2: MBF)
Переглядів 1,6 тис.3 роки тому
Adaptive Restart Hybrid Genetic Algorithm for Constrained Optimization Problems (Case study 2: MBF)
Adaptive Restart Hybrid Genetic Algorithm for Constrained Optimization Problems (Case Study 1: BVOP)
Переглядів 1,4 тис.3 роки тому
Adaptive Restart Hybrid Genetic Algorithm for Constrained Optimization Problems (Case Study 1: BVOP)
Innovative Algorithm for Global Optimization
Переглядів 1,6 тис.3 роки тому
Innovative Algorithm for Global Optimization
How to Find Pareto Optimal Solutions Using Matlab?
Переглядів 8 тис.3 роки тому
How to Find Pareto Optimal Solutions Using Matlab?
Genetic Algorithm for Open Vehicle Routing Problem
Переглядів 11 тис.3 роки тому
Genetic Algorithm for Open Vehicle Routing Problem
Solving TSP in Python with Data in Excel
Переглядів 3,4 тис.3 роки тому
Solving TSP in Python with Data in Excel
How to Solve Linear Programming (LP) Problems Using Python
Переглядів 6 тис.3 роки тому
How to Solve Linear Programming (LP) Problems Using Python
How to Solve Linear Programming (LP) Problems Using Matlab
Переглядів 4,7 тис.3 роки тому
How to Solve Linear Programming (LP) Problems Using Matlab
hello doctor, this has been very helpful!. How do i deal with a multiobjective robust problem using GA in matlab?
I from Việt Nam 🇻🇳🇻🇳🇻🇳🇻🇳🇻🇳 thanks 😍😍😍😍😍😍
Thank you for your video, do you know how to plot the function but only evaluated in the constriction? Like in the wikipedia page
Thank u 4 uploding🙏
Hi, What version of matlab did you use?
Nice explained
6:24
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
Global_best.position has not been defined before line 41, it gives an error for the word position.
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 ?
interesting, i'm looking for the same thing also.
i need the code the link is not working
can i get ur link
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
Please send the program which writing in Matlab because it is not clear
Please check the link in the video description!
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
This solver can handle the nonlinear constraints. Please put the constraint in the designed section.
Thank you. How to display x an y optimal values for the objective function?
Please see in the command space!
content is good but background music is irritating.
Sorry for that!
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
Many thanks for your suggestion!
Could make a video about the robust optimization model for multi microgrid
Thank you very much for your suggestions!
Sir can you provide the theoretical method..😢
Good suggestions! Thanks
viradinho 😋
What do you mean?
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
Thank you for watching and suggestions!
Can u upload a video about using Gentic algorithm to optimise Multi-criteria decisionm making aproach?
Noted. Many thanks for your suggestion!
@@SolvingOptimizationProblems so I am waiting
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.
Thanks for your comment. Sorry, I don't know the spider monkey optimization algorithm
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?
Yes, it is possible to integrate other optimization algorithms, in these cases, we call them hybrid algorithms
i need some help in this problem how can i contact you
Please send me an email in the video description. Thanks
Hello. Nice and useful video. Does the opt. algorithm work for 3 objectives instead of 2?
Yes, but for 3 objectives, we need to update the code
sir what is ot ?
ot stands for optimization type: max or min. This is my own words
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.
Hello, in this problem, we find the shortest path. For capacity constraint, we need to update the code.
Sorry to bother but how did u create the visualization of the case study problem?
Please Google how to visualize a 2D function in matlab. Thanks
You're a Slave to money. Nothing more
Hello, we have another video about solving the OneMax problem with a different method using artificial intelligence.? thank you
Thanks. I will check yours
I need to solve (disjunctively constraint knapsak problem) by (genetic algorithm) in matlab code but idk how
Many thanks for your suggestions!
how to solve this problem using greedy search algorithms
Many thanks for your useful suggestions!
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; ?
If you want to remove the bound, please modify the value, i.e, 1.4999, instead 1.5
Great works!!!
Thank you! Cheers!
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?
please check the name and format of your function in Matlab.
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.
Thanks for your thoughtful comment!
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! 👍
Many thanks
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.
Noted. Thank you for your interesting suggestions!
what are the parameters used in this algorithm .. and what are the x and y in fitness funtion ?
x and y are 2 decision variables.
Thanks a lot. How do we see that after how many generations, we obtained the final solution?
We see the solutions in the last generation.
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 :)
Yes, it is possible to apply to 2 objective function optimization
Nice video, we have multiple pareto solutions how to find best among them
Good question! More selection criterion will be needed to select the final one, depending on the decision maker
I want to do two objective optimizations. Can you please modify the code for two obj? then I can buy
Please have a look at other videos of mine about 2 objective optimization
Hello what kind of algorithms we can optimise the coefficient values of extended bilinear transforms
Optimization solver in Matlab, GA, PSO, SA, ...
Appreciate your work. Can you please make a video on PSO code for unstable systems?
Many thanks for your suggestion. I have several videos about PSO. Please have a look to see if you can apply to your problem.
How to convert maximize function to minimise function
Hello, we can use a simple formular like YY = 1/Y if Y is always positive
Can't we just change the sign
❤❤❤thank you 🙏
Thank you for watching and support!
Hi! I have a question, I want to use a function obtained using RSM in Minitab and optimize it using PSO. How do I write this input funktion into my Matlab program? Thanks in advance for your help.
Hello, sorry, I don't know how to connect the Matlab and Minitab directly.