Expertini Research Research
Artificial Intelligence And Data Science PDF Available Non-peer-reviewed Preprint

Ecosystem-Oriented Distributed Evolutionary Computing

Gerard Briscoe, Philippe De Wilde  ·  Published 2012-11-23

Abstract

We create a novel optimisation technique inspired by natural ecosystems, where the optimisation works at two levels: a first optimisation, migration of genes which are distributed in a peer-to-peer network, operating continuously in time; this process feeds a second optimisation based on evolutionary computing that operates locally on single peers and is aimed at finding solutions to satisfy locally relevant constraints. We consider from the domain of computer science distributed evolutionary computing, with the relevant theory from the domain of theoretical biology, including the fields of evolutionary and ecological theory, the topological structure of ecosystems, and evolutionary processes within distributed environments. We then define ecosystem- oriented distributed evolutionary computing, imbibed with the properties of self-organisation, scalability and sustainability from natural ecosystems, including a novel form of distributed evolu- tionary computing. Finally, we conclude with a discussion of the apparent compromises resulting from the hybrid model created, such as the network topology.
📄 Full Paper Available as PDF
This paper is available as a downloadable PDF.
📄 Download PDF

✨ AI Plain-English Summary

Get a plain-English summary of this paper generated by AI (5 free per day).

Comments (0)

No comments yet. Be the first to comment.

Related Papers

Artificial Intelligence And Data Science PDF

An Efficient Algorithm for Computing Interventional Distributions in ...

2012
Artificial Intelligence And Data Science PDF

Sparse matrix-variate Gaussian process blockmodels for network modeling

2012
Artificial Intelligence And Data Science PDF

Hierarchical Maximum Margin Learning for Multi-Class Classification

2012
Artificial Intelligence And Data Science PDF

Tightening MRF Relaxations with Planar Subproblems

2012