Journal ArticleDOI
The immune system, adaptation, and machine learning
TLDR
A dynamical model for the immune system is described that is based on the network hypothesis of Jerne, and is simple enough to simulate on a computer, and has a strong similarity to an approach to learning and artificial intelligence introduced by Holland, called the classifier system.About:
This article is published in Physica D: Nonlinear Phenomena.The article was published on 1986-10-01. It has received 1326 citations till now. The article focuses on the topics: Artificial immune system & Learning classifier system.read more
Citations
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Journal ArticleDOI
Swarm robotics search & rescue: A novel artificial intelligence-inspired optimization approach
TL;DR: A novel heuristic algorithm is proposed to solve continuous non-linear optimization problems and compared with those of some well-known algorithms demonstrates superiority of presented algorithm in terms of quality solutions and convergence speed.
Book ChapterDOI
Optimization and Metaheuristic Algorithms in Engineering
TL;DR: This chapter reviews some of the latest metaheuristics in design optimization, which have become increasingly popular in the last two decades.
Journal ArticleDOI
Deriving Shape Space Parameters from Immunological Data
TL;DR: A method for deriving shape space parameters that are consistent with immunological data is presented, and it is shown that the parameters of shape space, such as its dimensionality, have a large impact on the number of B cells in the intersection.
Book ChapterDOI
Population Diversity in an Immune System Model: Implications for Genetic Search
TL;DR: Analysis of a simplified genetics-based machine learning system considers a model of an immune system, and shows how a GA can automatically evolve and sustain a diverse, cooperative population.
Journal ArticleDOI
A method of anomaly detection and fault diagnosis with online adaptive learning under small training samples
Li Dong,Shulin Liu,Hongli Zhang +2 more
TL;DR: Results show that the proposed approach outperforms the other methods, when the training samples are inadequate to cover all of the fault types and could make up for the disadvantages of other methods of anomaly detection and fault diagnosis.
References
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Journal ArticleDOI
Somatic generation of antibody diversity
TL;DR: In the genome of a germ-line cell, the genetic information for an immunoglobulin polypeptide chain is contained in multiple gene segments scattered along a chromosome which are assembled by recombination which leads to the formation of a complete gene.
Book ChapterDOI
A mathematical model illustrating the theory of turbulence
TL;DR: In this article, the application of statistical analysis and statistical mechanics to the problem of turbulent fluid motion has attracted much attention in recent years, and the authors investigated a complicated system of nonlinear equations, in order to find out enough about the properties of the solutions of these equations that insight can be obtained into the various patterns exhibited by the field and that data can be derived concerning the relative frequencies of these patterns in the hope that in this way a basis may be found for the calculation of important values.