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Lecture Notes in Computer Science 9596 Commenced Publication in 1973 Founding and Former Series Editors: Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen Editorial Board David Hutchison Lancaster University, Lancaster, UK Takeo Kanade Carnegie Mellon University, Pittsburgh, PA, USA Josef Kittler University of Surrey, Guildford, UK Jon M. Kleinberg Cornell University, Ithaca, NY, USA Friedemann Mattern ETH Zurich, Zürich, Switzerland John C. Mitchell Stanford University, Stanford, CA, USA Moni Naor Weizmann Institute of Science, Rehovot, Israel C. Pandu Rangan Indian Institute of Technology, Madras, India Bernhard Steffen TU Dortmund University, Dortmund, Germany Demetri Terzopoulos University of California, Los Angeles, CA, USA Doug Tygar University of California, Berkeley, CA, USA Gerhard Weikum Max Planck Institute for Informatics, Saarbrücken, Germany

More information about this series at http://www.springer.com/series/7407

Colin Johnson Vic Ciesielski João Correia Penousal Machado (Eds.) Evolutionary and Biologically Inspired Music, Sound, Art and Design 5th International Conference, EvoMUSART 2016 Porto, Portugal, March 30 April 1, 2016 Proceedings 123

Editors Colin Johnson University of Kent Canterbury UK Vic Ciesielski RMIT University Melbourne, VIC Australia João Correia University of Coimbra Coimbra Portugal Penousal Machado University of Coimbra Coimbra Portugal ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notes in Computer Science ISBN 978-3-319-31007-7 ISBN 978-3-319-31008-4 (ebook) DOI 10.1007/978-3-319-31008-4 Library of Congress Control Number: 2016932515 LNCS Sublibrary: SL1 Theoretical Computer Science and General Issues Springer International Publishing Switzerland 2016 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissions that may have been made. Printed on acid-free paper This Springer imprint is published by Springer Nature The registered company is Springer International Publishing AG Switzerland

Preface EvoMUSART 2016 the 5th International Conference and the 13th European event on Biologically Inspired Music, Sound, Art and Design took place March 30 to April 1, 2016 in Porto, Portugal. It brought together researchers who use biologically inspired computer techniques for artistic, aesthetic, and design purposes. Researchers presented their latest work in the intersection of the fields of computer science, evolutionary systems, art, and aesthetics. As always, the atmosphere was fun, friendly, and constructive. EvoMUSART has grown steadily since its first edition in 2003 in Essex, UK, when it was one of the Applications of Evolutionary Computing workshops. Since 2012 it has been a full conference as part of the evo* co-located events. EvoMUSART 2016 received 25 submissions. The peer-review process was rigorous and double-blind. The international Program Committee, listed here, was composed of 58 members from 22 countries. EvoMUSART continued to provide useful feedback to authors: Among the papers sent for full review, there were on average 3.12 reviews per paper. It also continued to ensure quality by keeping acceptance rates low: ten papers were accepted for oral presentation (40 % acceptance rate), and six for poster presentation (24 % acceptance rate). This volume of proceedings collects the accepted papers. As always, the EvoMUSART proceedings cover a wide range of topics and application areas, including: generative approaches to music, graphics, game content, and narrative; music information retrieval; computational aesthetics; the mechanics of interactive evolutionary computation; and the art theory of evolutionary computation. We thank all authors for submitting their work, including those whose work was not accepted for presentation. As always, the standard of submissions was high, and good papers had to be rejected. The work of reviewing is done voluntarily and generally without official recognition from the institutions where reviewers are employed. Nevertheless, good reviewing is essential to a healthy conference. Therefore we particularly thank the members of the Program Committee for their hard work and professionalism in providing constructive and fair reviews. EvoMUSART 2016 was part of the evo* 2016 event, which included three additional conferences: evogp 2016, evocop 2016, and evoapplications 2016. Many people helped to make this event a success. We thank the Câmara Municipal do Porto (the city hall) and Turismo do Porto involvement in the event. We thank the local organizing team of Penousal Machado and Ernesto Costa, from the University of Coimbra. We thank Marc Schoenauer (Inria Saclay, Île-de-France), for continued assistance in providing the MyReview conference management system. We thank Pablo García Sánchez (University of Granada) for evo* publicity and website services.

VI Preface We want to especially acknowledge our invited speakers: Richard Forsyth and Kenneth Sörensen. Last but certainly not least, we especially want to express a heartfelt thanks to Jennifer Willies and the Institute for Informatics and Digital Innovation at Edinburgh Napier University. Ever since its inaugural meeting in 1998 this event has relied on her dedicated work and continued involvement and we do not exaggerate when we state that without her, evo* could not have achieved its current status. April 2016 Colin Johnson Vic Ciesielski João Correia Penousal Machado

Organization EvoMUSART 2016 was part of evo* 2016, Europe s premier co-located events in the field of evolutionary computing, which also included the conferences eurogp 2016, evocop 2016, evobio 2016, and evoapplications 2016. Organizing Committee Conference Chairs Colin Johnson Vic Ciesielski Publication Chair João Correia Local Chair Penousal Machado University of Kent, UK RMIT, Australia Program Committee Pedro Abreu Dan Ashlock Peter Bentley Eleonora Bilotta Tim Blackwell Andrew Brown Adrian Carballal Amílcar Cardoso Vic Ciesielski João Correia Pedro Cruz Palle Dahlstedt Eelco den Heijer Alan Dorin Arne Eigenfeldt Jonathan Eisenmann José Fornari Marcelo Freitas Caetano Philip Galanter Pablo Gervás Andrew Gildfind Gary Greenfield Carlos Grilo University of Guelph, Canada University College London, UK University of Calabria, Italy Goldsmiths College, University of London, UK Griffith University, Australia University of A Coruna, Spain RMIT, Australia Göteborg University, Sweden Vrije Universiteit Amsterdam, The Netherlands Monash University, Australia Simon Fraser University, Canada Ohio State University, USA NICS/Unicamp, Brazil INESC TEC, Portugal Texas A&M College of Architecture, USA Universidad Complutense de Madrid, Spain Google Inc., Australia University of Richmond, USA Instituto Politécnico de Leiria, Portugal

VIII Organization Amy K. Hoover Andrew Horner Takashi Ikegami Christian Jacob Patrick Janssen Colin Johnson Daniel Jones Anna Jordanous Maximos Kaliakatsos-Papakostas Hernán Kerlleñevich Matthew Lewis Yang Li Antonios Liapis Alain Lioret Roisin Loughran Penousal Machado Roger Malina Bill Manaris Jon McCormack Marcos Nadal Gary Nelson Michael ON eill Somnuk Phon-Amnuaisuk Jane Prophet Kate Reed Douglas Repetto Juan Romero Brian Ross Jonathan E. Rowe Antonino Santos Daniel Silva Benjamin Smith Stephen Todd Paulo Urbano Anna Ursyn Dan Ventura University of Central Florida, USA University of Science and Technology, Hong Kong, SAR China Tokyo Institute of Technology, Japan University of Calgary, Canada National University of Singapore, Singapore University of Kent, UK Goldsmiths College, University of London, UK University of Kent, UK University of Patras, Greece National University of Quilmes, Argentina Ohio State University, USA University of Science and Technology Beijing, China IT University of Copenhagen, Denmark Paris 8 University, France University College Dublin, Ireland International Society for the Arts, Sciences and Technology, USA College of Charleston, USA Monash University, Australia University of Vienna, Austria Oberlin College, USA University College Dublin, Ireland Brunei Institute of Technology, Malaysia City University, Hong Kong, SAR China Imperial College, UK Columbia University, USA University of A Coruna, Spain Brock University, Canada University of Birmingham, UK University of A Coruna, Spain Indianapolis University, Purdue University Indianapolis, USA IBM, UK Universidade de Lisboa, Portugal University of Northern Colorado, USA Brigham Young University, USA

Contents Computer-Aided Musical Orchestration Using an Artificial Immune System... 1 José Abreu, Marcelo Caetano, and Rui Penha Evolving Atomic Aesthetics and Dynamics........................ 17 Edward Davies, Phillip Tew, David Glowacki, Jim Smith, and Thomas Mitchell Augmenting Live Coding with Evolved Patterns..................... 31 Simon Hickinbotham and Susan Stepney Towards Adaptive Evolutionary Architecture....................... 47 Sebastian Hølt Bak, Nina Rask, and Sebastian Risi Plecto: A Low-Level Interactive Genetic Algorithm for the Evolution of Audio................................................ 63 Steffan Ianigro and Oliver Bown Correlation Between Human Aesthetic Judgement and Spatial Complexity Measure........................................ 79 Mohammad Ali Javaheri Javid, Tim Blackwell, Robert Zimmer, and Mohammad Majid al-rifaie Exploring the Visual Styles of Arcade Game Assets.................. 92 Antonios Liapis Grammatical Music Composition with Dissimilarity Driven Hill Climbing... 110 Róisín Loughran, James McDermott, and Michael O Neill Animating Typescript Using Aesthetically Evolved Images.............. 126 Ashley Mills An Evolutionary Composer for Real-Time Background Music........... 135 R. De Prisco, D. Malandrino, G. Zaccagnino, and R. Zaccagnino Iterative Brush Path Extraction Algorithm for Aiding Flock Brush Simulation of Stroke-Based Painterly Rendering..................... 152 Tieta Putri and Ramakrishnan Mukundan A Comparison Between Representations for Evolving Images............ 163 Alessandro Re, Mauro Castelli, and Leonardo Vanneschi

X Contents Evolving L-Systems with Musical Notes.......................... 186 Ana Rodrigues, Ernesto Costa, Amílcar Cardoso, Penousal Machado, and Tiago Cruz MetaCompose: A Compositional Evolutionary Music Composer.......... 202 Marco Scirea, Julian Togelius, Peter Eklund, and Sebastian Risi Turingalila Visual Music on the Theme of Morphogenesis............. 218 Terry Trickett Fitness and Novelty in Evolutionary Art.......................... 225 Adriano Vinhas, Filipe Assunção, João Correia, Aniko Ekárt, and Penousal Machado Author Index... 241