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GEF: A Self-Programming Robot Using Grammatical Evolution

Charles Peabody, Jennifer Seitzer
2015 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
In this work, we present GEF ("Grammatical Evolution for the Finch"), a system that employs grammatical evolution to create a Finch robot controller program in Java.  ...  Grammatical Evolution (GE) is that area of genetic algorithms that evolves computer programs in high-level languages possessing a BNF grammar.  ...  By realtime, we mean evolution of new versions of a controller program during execution of a former version.  ... 
doi:10.1609/aaai.v29i1.9721 fatcat:5ptdbsdxx5farjs4fdlti2vtee

Evolution of Self-Organized Task Specialization in Robot Swarms

Eliseo Ferrante, Ali Emre Turgut, Edgar Duéñez-Guzmán, Marco Dorigo, Tom Wenseleers, Olaf Sporns
2015 PLoS Computational Biology  
evolutionary method known as Grammatical Evolution.  ...  Recently, evolutionary swarm robotics has emerged as an excellent test bed to study the evolution of coordinated group-level behavior.  ...  We therefore believe that GESwarm and grammatical evolution will play a key role in the future of evolutionary swarm robotics.  ... 
doi:10.1371/journal.pcbi.1004273 pmid:26247819 pmcid:PMC4527708 fatcat:j7diahhuizhaxfc7ezkesa76l4

Evolving decision-making functions in an autonomous robotic exploration strategy using grammatical evolution

Mohd Faisal Ibrahim, Bradley James Alexander
2013 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems  
Customising navigational control for autonomous robotic mapping platforms is still a challenging task.  ...  We show that it is possible to derive the entire structure of a scoring function and that allowing structure to evolve yields significant performance advantages over the evolution of embedded constants  ...  A. Grammatical Evolution Grammatical Evolution is an evolutionary framework that is used for the automatic generation of program code in arbitrary languages [20] .  ... 
doi:10.1109/iros.2013.6696979 dblp:conf/iros/IbrahimA13 fatcat:tj3xgd5d5nb2dhhyc7jwkzpfbu

Towards Robotic Manipulator Grammatical Control [chapter]

Aboubekeur Hamdi-Cherif
2010 Robot Learning  
Robot Learning 118 behavior of a dynamical system, namely an RM. This behavior is translated into the syntax of a language to be learned.  ...  Emphasis is now made on RM control as a prelude to other classes of robotic systems; ultimately enhancing full programmable selfassembly compounds (Klavins, 2007) .  ...  A method for applying grammatical evolution to autonomous robot control has been presented and evaluated in simulation for the Khepera robot.  ... 
doi:10.5772/10253 fatcat:66to4ojj65dltehaejby64qopm

From Fertilized Eggs to Complex Organisms: Models of Biological Pattern Formation [chapter]

Hans Meinhardt
1999 Lecture Notes in Computer Science  
: Using Stigmergy to Control Cluster Building with Real Robots p. 585 Adaptive Exploration of a Dynamic Environment by a Group of Communicating Robots p. 596 Task Fulfilment and Temporal Patterns  ...  p. 304 A Neuronal Structure for Learning by Imitation p. 314 A Neural Model for the Visual Navigation and Planning of a Mobile Robot p. 319 Progressive Construction of Compound Behavior Controllers  ... 
doi:10.1007/3-540-48304-7_1 fatcat:uwmpy5iuyfbgtixvtio5xozebu

Efficiently Evolving Swarm Behaviors Using Grammatical Evolution With PPA-style Behavior Trees [article]

Aadesh Neupane, Michael A. Goodrich
2022 arXiv   pre-print
This paper evolves swarm behaviors by systematically combining Postcondition-Precondition-Action (PPA) canonical Behavior Trees (BT) with a Grammatical Evolution.  ...  The evolving algorithm succeeded in 75\% of learning trials for both foraging and nest maintenance tasks, an eight-fold improvement over prior work.  ...  RELATED WORK Early work in evolving robot controllers include (a) staged evolution of a complex motor pattern generator to control a walking robot (Lewis et al., 1992) and (b) evolving neural-network-based  ... 
arXiv:2203.15776v1 fatcat:vpewwz26jzhjncs53lzdh7s2vq

Modeling a Mobile Robot Using a Grammatical Model [chapter]

Gabriel López-García, Javier Gallego-Sánchez, J. Luis Dalmau-Espert, Rafael Molina-Carmona, Patricia Compañ-Rosique
2012 Advances in Intelligent and Soft Computing  
A case study is presented to explain how to use the proposed model to formalize a robot navigation system with multimodal perception and a hybrid control scheme of the robot.  ...  Virtual Worlds Generator is a grammatical model that is proposed to define virtual worlds.  ...  Is has been used to model the control of a mobile robot, navigating in a given environment, and using a set of multimodal inputs from different types of sensors.  ... 
doi:10.1007/978-3-642-28765-7_53 dblp:conf/dcai/Lopez-GarciaSDMC12 fatcat:calrr6atnrfflinudlsz23vjte

Evolving grounded communication for robots

Luc Steels
2003 Trends in Cognitive Sciences  
The computational and robotic synthesis of language evolution is emerging as a new exciting field of research.  ...  and evolution of language and communication.  ...  The computational and robotic synthesis of language evolution is emerging as a new exciting field of research.  ... 
doi:10.1016/s1364-6613(03)00129-3 pmid:12860189 fatcat:jbryqsduwzcszecqjgzttaaqim

Enactive individuation: technics, temporality and affect in digital design and fabrication

Kåre Stokholm Poulsgaard
2017 Phenomenology and the Cognitive Sciences  
Bringing their work together through Gilbert Simondon's theory of individuation, I develop the concept of enactive individuation and apply this to the analysis of a case of robotic design and fabrication  ...  The nature of creative engagement with computers and software presents a number of challenges to 4E cognition and requires the development of analytical frameworks that can encompass cognitive processes  ...  The work presented in this paper was developed within the two 3-year research projects, 'BladeRunner (2013-16) ' and 'Digital Factory (2015-18) Open Access This article is distributed under the terms of  ... 
doi:10.1007/s11097-017-9539-6 fatcat:higyvrhclzdjpjanc6zvnhi6lq

Grounding Language through Evolutionary Language Games [chapter]

Luc Steels
2012 Language Grounding in Robots  
This chapter introduces a new experimental paradigm for studying issues in the grounding of language and robots, and the integration of all aspects of intelligence into a single system.  ...  of language.  ...  Project funding was augmented by a variety of sources, including the FP6 EU project ECAgents and the FP7 EU project ALEAR.  ... 
doi:10.1007/978-1-4614-3064-3_1 fatcat:dcggufi7mnb2pknhe5vzh4yxzu

A Grammatical Approach to the Modeling of an Autonomous Robot

Gabriel López-García, A. Javier Gallego-Sánchez, Luis Dalmau-Espert, Rafael Molina-Carmona, Patricia Compañ-Rosique
2012 International Journal of Interactive Multimedia and Artificial Intelligence  
A case study is presented to explain how to use the proposed model to formalize a robot navigation system with multimodal perception and a hybrid control scheme of the robot.  ...  30-  Abstract -Virtual Worlds Generator is a grammatical model that is proposed to define virtual worlds.  ...  Fig. 5 . 5 Example map in 3D A Grammatical Approach to the Modeling of an Autonomous Robot Gabriel López-García, A. Javier Gallego-Sánchez, J.  ... 
doi:10.9781/ijimai.2012.154 fatcat:4x25i3337rgvbio475shjrwrve

A Face-Encoding Grammar for the Generation of Tetrahedral-Mesh Soft Bodies

John Rieffel, Schuyler Smith
2010 Workshop on the Synthesis and Simulation of Living Systems  
In this work we describe and implement a grammatical encoding capable of generating large, complex, and multi-resolution soft structures which can be natively simulated by the state-of-the-art hardwareaccelerated  ...  Many of the most profound works of artificial life have emerged through the composition of physical simulation and generative representations.  ...  The grammatical encoding we have presented here is a vital tool for the the co-evolution soft robotic design and control.  ... 
dblp:conf/alife/RieffelS10 fatcat:l7gstcswqffttelqasatrb2zcm

Co-evolving robocode tanks

Robin Harper
2011 Proceedings of the 13th annual conference on Genetic and evolutionary computation - GECCO '11  
In this paper Grammatical Evolution is used to evolve Java programs to control a Robocode robot.  ...  The results of the co-evolution are similar to the results obtained by direct evolution against a range of human coded robots.  ...  Grammatical Evolution GE is a form of GP that separates the underlying representation of each candidate solution (the genotype) from the representation (the phenotype).  ... 
doi:10.1145/2001576.2001770 dblp:conf/gecco/Harper11 fatcat:mvyy32vc5zf67oglambbct4mum

Three Generations of Automatically Designed Robots

Jordan B. Pollack, Hod Lipson, Gregory Hornby, Pablo Funes
2001 Artificial Life  
Here we provide a brief review of three generations of our recent research, underlying the robots shown on the cover of this issue: Automatically designed static structures, automatically designed and  ...  The difficulties associated with designing, building and controlling robots have led their development to a stasis: applications are limited mostly to repetitive tasks with predefined behavior.  ...  evolution inside real embodied robots.  ... 
doi:10.1162/106454601753238627 pmid:11712955 fatcat:jl4ro4burzb5rmzxojanolgpz4

A Survey on Modeling Language Evolution in the New Millennium

Arianna D'Ulizia, Fernando Ferri, Patrizia Grifoni
2019 New generation computing  
Language is a complex evolving system and it is not a trivial task to model the dynamics of processes occurring during its evolution.  ...  Therefore, modeling language evolution has attracted the interest of several researchers giving rise to a lot of models in the literature of the last millennium.  ...  Specifically, the learning strategy is embodied in a language game that is played by a population of robotic agents.  ... 
doi:10.1007/s00354-019-00079-7 fatcat:2vezwkkhdbfpnhuljfpsvo5tg4
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