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A theoretical and experimental analysis is made of the effects of self-adaptation in a simple evolving system. Specifically, we consider the effects of coding the mutation and crossover probabilities of a genetic algorithm evolving in…

adap-org · 物理学 2008-02-03 C. Stephens , I. Garcia , J. Mora , H. Waelbroeck

Studies have shown that multi-objective optimization problems are hard problems. Such problems either require longer time to converge to an optimum solution, or may not converge at all. Recently some researchers have claimed that real…

神经与进化计算 · 计算机科学 2014-06-11 Shahab U. Ansari , Sameen Mansha

Computer simulations are an important tool for studying the mechanics of biological evolution. In particular, in silico work with agent-based models provides an opportunity to collect high-quality records of ancestry relationships among…

神经与进化计算 · 计算机科学 2024-10-03 Matthew Andres Moreno , Anika Ranjan , Emily Dolson , Luis Zaman

Evolutionary algorithms usually explore a search space of solutions by means of crossover and mutation. While a mutation consists of a small, local modification of a solution, crossover mixes the genetic information of two solutions to…

神经与进化计算 · 计算机科学 2022-08-24 Henri Thölke , Jens Kosiol

This paper presents a reinforced genetic approach to a defined d-resource system optimization problem. The classical evolution schema was ineffective due to a very strict feasibility function in the studied problem. Hence, the presented…

神经与进化计算 · 计算机科学 2025-11-07 Leszek Sliwko

Mitochondrial and nuclear genomes must be co-adapted to ensure proper cellular respiration and energy production. Mito-nuclear incompatibility reduces individual fitness and induces hybrid infertility, suggesting a possible role in…

种群与进化 · 定量生物学 2022-10-12 Débora Princepe , Marcus A. M. de Aguiar , Joshua B. Plotkin

This thesis investigates the use of problem-specific knowledge to enhance a genetic algorithm approach to multiple-choice optimisation problems.It shows that such information can significantly enhance performance, but that the choice of…

神经与进化计算 · 计算机科学 2010-07-05 Uwe Aickelin

We demonstrate how a genetic algorithm solves the problem of minimizing the resources used for network coding, subject to a throughput constraint, in a multicast scenario. A genetic algorithm avoids the computational complexity that makes…

神经与进化计算 · 计算机科学 2007-05-23 Minkyu Kim , Varun Aggarwal , Una-May O'Reilly , Muriel Medard , Wonsik Kim

In order to avoid disadvantages of monocropping for soil and environment, it is advisable to practice intercropping of various plant species whenever possible. However, intercropping is challenging as it requires a balanced planting…

计算机与社会 · 计算机科学 2021-12-21 Maurice Günder , Nico Piatkowski , Laura von Rueden , Rafet Sifa , Christian Bauckhage

This paper examines the use of a hierarchical coevolutionary genetic algorithm under different partnering strategies. Cascading clusters of sub-populations are built from the bottom up, with higher-level sub-populations optimising larger…

神经与进化计算 · 计算机科学 2010-07-05 Uwe Aickelin , Larry Bull

With this paper, we contribute to the growing research area of feature-based analysis of bio-inspired computing. In this research area, problem instances are classified according to different features of the underlying problem in terms of…

神经与进化计算 · 计算机科学 2016-02-10 Shayan Poursoltan , Frank Neumann

This paper looks in detail at how an evolutionary algorithm attempts to solve instances from the multimodal problem generator. The paper shows that in order to consistently reach the global optimum, an evolutionary algorithm requires a…

神经与进化计算 · 计算机科学 2007-05-23 Fernando G. Lobo , Claudio F. Lima

We investigate a multi-locus evolutionary model which is based on the DNA shuffling protocol widely applied in \textit{in vitro} directed evolution. This model incorporates selection, recombination and point mutations. The simplicity of the…

生物物理 · 物理学 2009-11-10 Weiqun Peng , Herbert Levine , Terence Hwa , David A. Kessler

In the real world, there exist a class of optimization problems that multiple (local) optimal solutions in the solution space correspond to a single point in the objective space. In this paper, we theoretically show that for such multimodal…

神经与进化计算 · 计算机科学 2024-06-06 Shengjie Ren , Zhijia Qiu , Chao Bian , Miqing Li , Chao Qian

Numerous works have noted similarities in how machine learning models represent the world, even across modalities. Although much effort has been devoted to uncovering properties and metrics on which these models align, surprisingly little…

机器学习 · 计算机科学 2025-09-30 Zeyu Michael Li , Hung Anh Vu , Damilola Awofisayo , Emily Wenger

Scalability of evolutionary algorithms refers to assessing how their performance changes as problem size increases. In the area of multi-objective optimisation, research on the scalability of multi-objective evolutionary algorithms (MOEAs)…

神经与进化计算 · 计算机科学 2026-04-21 Menghao Tang , Zimin Liang , Miqing Li

Many real-world optimization problems can be stated in terms of submodular functions. Furthermore, these real-world problems often involve uncertainties which may lead to the violation of given constraints. A lot of evolutionary…

神经与进化计算 · 计算机科学 2024-11-04 Aneta Neumann , Frank Neumann

We study a class of evolution models, where the breeding process involves an arbitrary exchangeable process, allowing for mutations to appear. The population size $n$ is fixed, hence after breeding, selection is applied. Individuals are…

概率论 · 数学 2022-05-03 Daniela Bertacchi , Juri Lember , Fabio Zucca

In a complex system, the individual components are neither so tightly coupled or correlated that they can all be treated as a single unit, nor so uncorrelated that they can be approximated as independent entities. Instead, patterns of…

种群与进化 · 定量生物学 2015-09-15 Blake C. Stacey

A key question in biological systems is whether genetic diversity persists in the long run under evolutionary competition or whether a single dominant genotype emerges. Classic work by Kalmus in 1945 has established that even in simple…

种群与进化 · 定量生物学 2015-10-23 Ruta Mehta , Ioannis Panageas , Georgios Piliouras , Sadra Yazdanbod