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Complex systems with tightly coadapted parts frequently appear in living systems and are difficult to account for through Darwinian evolution, that is random variation and natural selection, if the constituent parts are independently coded…

适应与自组织系统 · 物理学 2007-05-23 John F. McGowan , Ph. D

Engineering long-running computing systems that achieve their goals under ever-changing conditions pose significant challenges. Self-adaptation has shown to be a viable approach to dealing with changing conditions. Yet, the capabilities of…

软件工程 · 计算机科学 2023-03-28 Danny Weyns , Jesper Andersson

In situ hybridisation gene expression information helps biologists identify where a gene is expressed. However, the databases that republish the experimental information are often both incomplete and inconsistent. This paper examines a…

计算工程、金融与科学 · 计算机科学 2010-12-09 Kenneth McLeod , Gus Ferguson , Albert Burger

Most conspicuous organisms are multicellular and most multicellular organisms develop somatic cells to perform specific, non-reproductive tasks. The ubiquity of this division of labor suggests that it is highly advantageous. In this paper,…

种群与进化 · 定量生物学 2008-01-18 Martin Willensdorfer

Evolutionary algorithms have been successful in solving multi-objective optimization problems (MOPs). However, as a class of population-based search methodology, evolutionary algorithms require a large number of evaluations of the objective…

神经与进化计算 · 计算机科学 2024-08-16 Xueming Yan , Yaochu Jin

Abbreviated Abstract: The objective of Evolutionary Computation is to solve practical problems (e.g. optimization, data mining) by simulating the mechanisms of natural evolution. This thesis addresses several topics related to adaptation…

神经与进化计算 · 计算机科学 2009-07-06 James M Whitacre

Organisms have evolved immune systems that can counter pathogenic threats. The adaptive immune system in vertebrates consists of a diverse repertoire of immune receptors that can dynamically reorganize to specifically target the…

种群与进化 · 定量生物学 2024-10-29 Quinn N Bellamy , Zachary Montague , Luca Peliti , Armita Nourmohammad

Recently different evolutionary computation approaches have been developed that generate sets of high quality diverse solutions for a given optimisation problem. Many studies have considered diversity 1) as a mean to explore niches in…

神经与进化计算 · 计算机科学 2022-07-29 Adel Nikfarjam , Aneta Neumann , Jakob Bossek , Frank Neumann

We present an approach of using AI to model and simulate biology and life. Why is it important? Because at the core of medicine, pharmacy, public health, longevity, agriculture and food security, environmental protection, and clean energy,…

人工智能 · 计算机科学 2024-12-11 Le Song , Eran Segal , Eric Xing

Natural evolution gives the impression of leading to an open-ended process of increasing diversity and complexity. If our goal is to produce such open-endedness artificially, this suggests an approach driven by evolutionary metaphor. On the…

适应与自组织系统 · 物理学 2018-12-13 Nicholas Guttenberg , Nathaniel Virgo , Alexandra Penn

Evolution gave rise to creatures that are arguably more sophisticated than the greatest human-designed systems. This feat has inspired computer scientists since the advent of computing and led to optimization tools that can evolve complex…

神经与进化计算 · 计算机科学 2020-12-23 Jean-Baptiste Mouret

This chapter discusses the possibility of instilling a virtual world with mechanisms for evolution and natural selection in order to generate rich ecosystems of complex organisms in a process akin to biological evolution. Some previous work…

神经与进化计算 · 计算机科学 2018-06-05 Tim Taylor

Many experiments have been performed that use evolutionary algorithms for learning the topology and connection weights of a neural network that controls a robot or virtual agent. These experiments are not only performed to better understand…

神经与进化计算 · 计算机科学 2019-05-23 Benjamin Inden , Jürgen Jost

Autonomous agents can adapt their behaviour to changing environments, but remain bound to requirements, goals, and capabilities fixed at design time, preventing genuine software evolution. This paper introduces self-evolving software…

软件工程 · 计算机科学 2026-05-01 Marco Robol , Paolo Giorgini

Diversity can significantly increase the resilience of systems, by reducing the prevalence of shared vulnerabilities and making vulnerabilities harder to exploit. Work on software diversity for security typically creates variants of a…

密码学与安全 · 计算机科学 2019-07-23 Scott D. Stoller , Yanhong A. Liu

The representation used for solutions in optimization can have a significant impact on the performance of the optimization method. Traditional population based evolutionary methods have homogeneous populations where all solutions use the…

神经与进化计算 · 计算机科学 2021-06-10 Eric S. Fraga

The relation between a structure and the function running on that structure is of central interest in many fields, including computer science, biology (organ vs. function), psychology (body vs. mind), architecture (designs vs.…

分布式、并行与集群计算 · 计算机科学 2019-01-16 Ciprian Ionut Paduraru , Gheorghe Stefanescu

The deep learning revolution has greatly been accelerated by the 'hardware lottery': Recent advances in modern hardware accelerators and compilers paved the way for large-scale batch gradient optimization. Evolutionary optimization, on the…

神经与进化计算 · 计算机科学 2022-12-09 Robert Tjarko Lange

This paper presents a procedure to add broader diversity at the beginning of the evolutionary process. It consists of creating two initial populations with different parameter settings, evolving them for a small number of generations,…

神经与进化计算 · 计算机科学 2024-02-12 Antonio J. Tallón-Ballesteros , César Hervás-Martínez

A multispecies artificial ecosystem is formulated using cellular automata with species interactions and food chain hierarchy. The constructed finite state automaton can simulate the complexity and self-organized characteristics of the…

元胞自动机与格子气 · 物理学 2010-03-30 Xin-She Yang