In nature, sensors evolve to capture relevant information needed for organisms of a particular species to survive and reproduce. In this paper we study how sensor layouts may evolve in different environments and under pressure of different--informational constraints. To do this we evolve sensor--layouts for different environments and constraints using a fitness measure with weighted terms for redundancy and novelty, using, respectively, mutual information and Crutchfield s information metric. The results show how different sensor layouts evolve depending on the structure and complexity of the environment but also how selective pressure for--redundancy or novelty might affect the design.Peer reviewe
One of the hallmarks of biological organisms is their ability to integrate disparate information sou...
Reliable information is a crucial factor influencing decision-making and, thus, fitness in all anima...
Copyright: 2008 Klyubin et al. This is an open-access article distributed under the terms of the Cre...
© 2012 Massachusetts Institute of Technology Published under a Creative Commons Attribution 4.0 Inte...
Natural intelligence and autonomous agents face difficulties when acting in information-dense envi-r...
Communication and information are central concepts in evolutionary biology. In fact, it is hard to f...
A method is presented for adapting the sensors of a robot to the statistical structure of its curren...
For many organisms, the number of sensory neurons is largely determined during development, before s...
This article concerns the relationship between the detectable and useful structure in an environment...
Biological sensory systems react to changes in their surroundings. They are characterized by fast re...
One of the hallmarks of biological organisms is their ability to integrate disparate information sou...
Abstract A method is presented for adapting the sen-sors of a robot to the statistical structure of...
In this paper we focus on the problem of making a model of the sensory apparatus from raw uninterpre...
Copyright Akademische VerlagsgesellschaftBy using information theory to reduce the state space of se...
Integrating evolution and ecology into mathematical models allows one to study the role of natural s...
One of the hallmarks of biological organisms is their ability to integrate disparate information sou...
Reliable information is a crucial factor influencing decision-making and, thus, fitness in all anima...
Copyright: 2008 Klyubin et al. This is an open-access article distributed under the terms of the Cre...
© 2012 Massachusetts Institute of Technology Published under a Creative Commons Attribution 4.0 Inte...
Natural intelligence and autonomous agents face difficulties when acting in information-dense envi-r...
Communication and information are central concepts in evolutionary biology. In fact, it is hard to f...
A method is presented for adapting the sensors of a robot to the statistical structure of its curren...
For many organisms, the number of sensory neurons is largely determined during development, before s...
This article concerns the relationship between the detectable and useful structure in an environment...
Biological sensory systems react to changes in their surroundings. They are characterized by fast re...
One of the hallmarks of biological organisms is their ability to integrate disparate information sou...
Abstract A method is presented for adapting the sen-sors of a robot to the statistical structure of...
In this paper we focus on the problem of making a model of the sensory apparatus from raw uninterpre...
Copyright Akademische VerlagsgesellschaftBy using information theory to reduce the state space of se...
Integrating evolution and ecology into mathematical models allows one to study the role of natural s...
One of the hallmarks of biological organisms is their ability to integrate disparate information sou...
Reliable information is a crucial factor influencing decision-making and, thus, fitness in all anima...
Copyright: 2008 Klyubin et al. This is an open-access article distributed under the terms of the Cre...