Important: Use custom search function to get better results from our thousands of pages

Use " " for compulsory search eg:"electronics seminar" , use -" " for filter something eg: "electronics seminar" -"/tag/" (used for exclude results from tag pages)
Ask More Info Of  A Seminar Ask More Info Of A Project Post Reply  Follow us on Twitter
17-01-2013, 01:26 PM
Post: #1
Genetic Algorithm
Genetic Algorithm: A tutorial and MATLAB Program


.docx  Genetic Algorithm.docx (Size: 30.78 KB / Downloads: 12)

Abstract


— Genetic algorithms are designed to search for, emphasize optimized solutions by applying selection and crossover techniques, which are inspired by nature, to supply solutions to engineering systems. G.A are good at taking at larger, potentially huge, search spaces and navigating them looking for optimal combination of things and solutions which we might not find in a life time. This paper presents a kind of genetic algorithms in MATLAB, which have a population, selection, crossover and mutation; a researcher/student/programmer can understand easily the steps in the GA. The algorithm is simulated in MATLAB programming. A MATLAB M-code program is also provided, implementing the procedure. Objective of this note is to make researcher/student/programmer and others to interact more about the happening of the steps of the G.A, rather then any forward research work.


I. INTRODUCTION
Decision-making feature occur in all fields of human activities such as scientific and technological, and affect every sphere of our life. Engineering design, which entails sizing, dimensioning, and detailed element planning is also not exempt from its influence. Genetic Algorithms [1-2] are optimization techniques based on simulating the phenomena that takes place in the evolution of species and adapting it to an optimization problem. The idea of evolutionary computing was introduced in 1960 by I. Rechenberg in his work Evolutionary strategies. Genetic algorithms are computerized search and, optimization algorithms based on the mechanics of natural genetics and natural selection. They were proposed by Mr. John Holland based on Darwinian survival-of-the fittest principle [3], his book “Adaptation in Natural and Artificial Systems” presented the GA, which was an abstraction of natural evolution and, gave a theoretical framework for adaptation under GA. Then he presented the population-based algorithm with crossover, and the major innovation was in mutation. These techniques imply applying the laws of natural selection onto the population to achieve individuals that are better adjusted to their environment.

FUNCTIONS OF GENETIC ALGORITHM

Basic principles of genetic algorithm are: -
1. Encode the problem in binary string.
2. Random generation of population.
3. Calculate the fitness value.
4. Selection of the subjects (no auxiliary information).
5. Gene cross over and mutation.
Rating Genetic Algorithm Options
Share Genetic Algorithm To Your Friends :- Seminar Topics Bookmark
Post Reply 

Marked Categories : genetic algorithm project ideas, genetic algorithm tutorial in mat lab, project with genetic algoritms, genetic algorithmn and crossover types, genetic algorithm science fair project, genetic algorithm tutorial matlab, genetic algorithms project ideas, genetic algorithm, genetic algorithm project,

[-]
Quick Reply
Message
Type your reply to this message here.


Image Verification
Image Verification
(case insensitive)
Please enter the text within the image on the left in to the text box below. This process is used to prevent automated posts.

Possibly Related Threads...
Thread: Author Replies: Views: Last Post
  A Robust Digital Image-in-Image Watermarking Algorithm Using the Fast Hadamard Transf project maker 0 44 17-07-2014 09:49 AM
Last Post: project maker
  AUTOMATED TEST DATA GENERATION USING FUZZY LOGIC -GENETIC ALGORITHM HYBRIDIZATION SYS project maker 0 71 16-07-2014 10:05 AM
Last Post: project maker
  A Robust Digital Image-in-Image Watermarking Algorithm project maker 0 46 12-07-2014 03:35 PM
Last Post: project maker
  AUTOMATED TEST DATA GENERATION USING FUZZY LOGIC -GENETIC ALGORITHM HYBRIDIZATION SYS project maker 0 45 12-07-2014 03:26 PM
Last Post: project maker
  A Robust Digital Image-in-Image Watermarking Algorithm project maker 0 61 08-07-2014 11:39 AM
Last Post: project maker
  Method to Improve the Security Level of ATM Banking Systems Using AES Algorithm seminar code 0 63 24-06-2014 10:38 AM
Last Post: seminar code
  A Fast Parallel Algorithm for Routing in Permutation Networks project maker 0 56 23-06-2014 09:55 AM
Last Post: project maker
  A Method to Improve the Security Level of ATM Banking Systems Using AES Algorithm seminar code 0 107 20-06-2014 04:29 PM
Last Post: seminar code
  ALGORITHM TO FIND HIDDEN LINKS IN A WEB PAGE project maker 0 80 20-06-2014 02:39 PM
Last Post: project maker
  Evolutionary algorithm based classifier parameter tuning for automatic diabetic retin seminar code 0 76 18-06-2014 12:11 PM
Last Post: seminar code
This Page May Contain What is Genetic Algorithm And Latest Information/News About Genetic Algorithm,If Not ...Use Search to get more info about Genetic Algorithm Or Ask Here

Options: