bacterial foraging optimization algorithm matlab code
#1

bacterial foraging optimization algorithm
Reply
#2

Taxonomy

The Bacterial Foraging Optimization Algorithm belongs to the field of Bacteria Optimization Algorithms and Swarm Optimization, and more broadly to the fields of Computational Intelligence and Metaheuristics. It is related to other Bacteria Optimization Algorithms such as the Bacteria Chemotaxis Algorithm [Muller2002], and other Swarm Intelligence algorithms such as Ant Colony Optimization and Particle Swarm Optimization. There have been many extensions of the approach that attempt to hybridize the algorithm with other Computational Intelligence algorithms and Metaheuristics such as Particle Swarm Optimization, Genetic Algorithm, and Tabu Search.

Inspiration

The Bacterial Foraging Optimization Algorithm is inspired by the group foraging behavior of bacteria such as E.coli and M.xanthus. Specifically, the BFOA is inspired by the chemotaxis behavior of bacteria that will perceive chemical gradients in the environment (such as nutrients) and move toward or away from specific signals.

Metaphor

Bacteria perceive the direction to food based on the gradients of chemicals in their environment. Similarly, bacteria secrete attracting and repelling chemicals into the environment and can perceive each other in a similar way. Using locomotion mechanisms (such as flagella) bacteria can move around in their environment, sometimes moving chaotically (tumbling and spinning), and other times moving in a directed manner that may be referred to as swimming. Bacterial cells are treated like agents in an environment, using their perception of food and other cells as motivation to move, and stochastic tumbling and swimming like movement to re-locate. Depending on the cell-cell interactions, cells may swarm a food source, and/or may aggressively repel or ignore each other.

Strategy

The information processing strategy of the algorithm is to allow cells to stochastically and collectively swarm toward optima. This is achieved through a series of three processes on a population of simulated cells: 1) 'Chemotaxis' where the cost of cells is derated by the proximity to other cells and cells move along the manipulated cost surface one at a time (the majority of the work of the algorithm), 2) 'Reproduction' where only those cells that performed well over their lifetime may contribute to the next generation, and 3) 'Elimination-dispersal' where cells are discarded and new random samples are inserted with a low probability.
Reply

Important Note..!

If you are not satisfied with above reply ,..Please

ASK HERE

So that we will collect data for you and will made reply to the request....OR try below "QUICK REPLY" box to add a reply to this page
Popular Searches: bacterial foraging optimization in ppt, powerpoint bacterial foraging optimization, bacterial foraging optimization ppt, free download matlab code for bacterial foraging algorithm, bacterial foraging optimization ppt industry, project topics based on bacterial foraging optimization, bacterial foraging optimization algorithm,

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

Image Verification
Please enter the text contained within the image into the text box below it. This process is used to prevent automated spam bots.
Image Verification
(case insensitive)

Possibly Related Threads...
Thread Author Replies Views Last Post
  image encryption and decryption using rsa algorithm in matlab 2 7,828 29-05-2017, 04:17 PM
Last Post: Priyanka Bidikar
  download liver tumor ct scan image in matlab with source code 4 7,986 21-05-2017, 09:54 PM
Last Post: abdulrahmanmashaal
  MATLAB codes needed for powerline communication 1 7,995 12-04-2017, 05:00 PM
Last Post: jaseela123d
  source code for task scheduling using genetic algorithm using java 2 8,446 11-04-2017, 08:31 PM
Last Post: Guest
  vhdl code for radix 2 modified booth algorithm 4 1,015 04-04-2017, 10:24 AM
Last Post: Garlapati nikitha
  matlab code for wavelet based ofdm transmitter 1 921 24-02-2017, 11:18 AM
Last Post: ijasti
  code to extract brain tumor detection using matlab 2 1,062 17-10-2016, 04:32 PM
Last Post: girish123ak
  secure chat using RSA algorithm karthik1218 2 2,576 14-10-2016, 02:48 PM
Last Post: info togel
  f5 algorithm steganography matlab code 2 863 04-10-2016, 03:00 AM
Last Post: [email protected]
  color image segmentation using jseg algorithm in matlab code 2 860 29-09-2016, 12:07 PM
Last Post: Guest

Forum Jump: