Combinatory Chemistry: Towards a Simple Model of Emergent Evolution

03/17/2020
by   Germàn Kruszewski, et al.
0

Researching the conditions for the emergence of life – not necessarily as it is, but as it could be – is one of the main goals of Artificial Life. Answering this question requires a model that can first explain the emergence of evolvable units, namely, structures that (1) preserve themselves in time (2) self-reproduce and (3) can tolerate a certain amount of variation when reproducing. To tackle this challenge, here we introduce Combinatory Chemistry, an Algorithmic Artificial Chemistry based on a simple computational paradigm named Combinatory Logic. The dynamics of this system comprise very few rules, it is initialized with an elementary tabula rasa state, and features conservation laws replicating natural resource constraints. Our experiments show that a single run of this dynamical system discovers a wide range of emergent patterns with no external intervention. All these structures rely on acquiring basic constituents from the environment and decomposing them in a process that is remarkably similar to biological metabolisms. These patterns involve autopoietic structures that maintain their organisation, recursive ones that grow in linear chains or binary-branching trees, and most notably, patterns able to reproduce themselves, duplicating their number at each generation.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/15/2021

Emergence of self-reproducing metabolisms as recursive algorithms in an Artificial Chemistry

Researching the conditions for the emergence of life – not necessarily a...
research
12/14/2022

Flow Lenia: Mass conservation for the study of virtual creatures in continuous cellular automata

Lenia is a family of cellular automata (CA) generalizing Conway's Game o...
research
07/06/2016

Formal Definitions of Unbounded Evolution and Innovation Reveal Universal Mechanisms for Open-Ended Evolution in Dynamical Systems

Open-ended evolution (OEE) is relevant to a variety of biological, artif...
research
05/18/2015

Emergence-focused design in complex system simulation

Emergence is a phenomenon taken for granted in science but also still no...
research
12/13/2018

Lenia - Biology of Artificial Life

We report a new model of artificial life called Lenia (from Latin lenis ...
research
12/11/1998

The Self-Organizing Symbiotic Agent

In [N. A. Baas, Emergence, Hierarchies, and Hyper-structures, in C.G. La...
research
06/23/2018

An Inductive Formalization of Self Reproduction in Dynamical Hierarchies

Formalizing self reproduction in dynamical hierarchies is one of the imp...

Please sign up or login with your details

Forgot password? Click here to reset