Discussing the article: "Population optimization algorithms: Intelligent Water Drops (IWD) algorithm"

MetaQuotes 2024.03.20 11:26

Check out the new article: Population optimization algorithms: Intelligent Water Drops (IWD) algorithm.

The article considers an interesting algorithm derived from inanimate nature - intelligent water drops (IWD) simulating the process of river bed formation. The ideas of this algorithm made it possible to significantly improve the previous leader of the rating - SDS. As usual, the new leader (modified SDSm) can be found in the attachment.

IWD is a model, in which water drops find the optimal path to their destination by changing the course of a river. This is facilitated by three important parameters. Due to their own speed, drops are able to capture soil from the bottom of the river. The higher the speed, the greater the amount of soil each drop can carry with it, respectively, the freer the path becomes for subsequent agents. The flow rate increases where there is no soil to clear. The optimal path is the one containing the least amount of soil where the highest speed can be reached. With the help of IWD, it is possible to implement an optimization strategy where random agents intelligently interact with each other in such a way that they jointly change the course of the river and create an optimal path, in which no soil is encountered at all and the flow rate of the agents becomes the highest possible.

Basic principles:

a water drop prefers a path with less soil
a water drop prefers a shorter path when forced to choose between several routes on the way from source to destination.
the difficulty of a path is determined by the amount of soil on it. A path with more soil is considered difficult, while a path with less soil is considered easy.

In nature, many drops of water are observed in rivers, where they form huge masses (swarms of water drops). The paths, along which natural rivers flow, were created by swarms of water drops. Swarms of water drops (rivers) are part of the environment that has been significantly modified by the swarm and is also subject to change in the future. Moreover, the environment itself has a significant influence on the paths of water drops. They face the resistance of river banks. For instance, a swarm of water drops is resisted more by those parts of the environment that make up hard soil than by parts that make up soft soil. The natural course of a river is the result of competition between water drops and the environment, which resists their movement.

Author: Andrey Dik