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Horizons of Evolutionary Robotics [Kõva köide]

Edited by (Heriot-Watt University), Edited by (University of Sussex), Edited by (University Of Sussex), Edited by (University of the Basque Country)
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Evolutionary robotics (ER) aims to apply evolutionary computation techniques to the design of both real and simulated autonomous robots.The Horizons of Evolutionary Robotics offers an authoritative overview of this rapidly developing field, presenting state-of-the-art research by leading scholars. The result is a lively, expansive survey that will be of interest to computer scientists, robotics engineers, neuroscientists, and philosophers. The contributors discuss incorporating principles from neuroscience into ER; dynamical analysis of evolved agents; constructing appropriate evolutionary pathways; spatial cognition; the coevolution of robot brains and bodies; group behavior; the evolution of communication; translating evolved behavior into design principles; the development of an evolutionary robotics--based methodology for shedding light on neural processes; an incremental approach to complex tasks; and the notion of "mindless intelligence" -- complex processes from immune systems to social networks -- as a way forward for artificial intelligence.

ContributorsChristos Ampatzis, Randall D. Beer, Josh Bongard, Joachim de Greeff, Ezequiel A. Di Paolo, Marco Dorigo, Dario Floreano, Inman Harvey, Sabine Hauert, Phil Husbands, Laurent Keller, Michail Maniadakis, Orazio Miglino, Sara Mitri, Renan Moioli, Stefano Nolfi, Michael O'Shea, Rainer W. Paine, Andy Philippides, Jordan B. Pollack, Michela Ponticorvo, Yoon-Sik Shim, Jun Tani, Vito Trianni, Elio Tuci, Patricia A. Vargas, Eric D. Vaughan

Preface ix
1 Context and Challenges for Evolutionary Robotics
1(16)
Patricia A. Vargas
Ezequiel A. Di Paolo
Inman Harvey
Phil Husbands
2 Evolutionary Robotics and Neuroscience
17(48)
Phil Husbands
Renan C. Moioli
Yoonsik Shim
Andy Philippides
Patricia A. Vargas
Michael O'Shea
3 Dynamical Analysis of Evolved Agents: A Primer
65(12)
Randall D. Beer
4 Evolutionary Pathways
77(16)
Inman Harvey
Ezequiel A. Di Paolo
5 Exploring the Roots of Spatial Cognition in Artificial and Natural Organisms: The Evolutionary Robotics Approach
93(32)
Orazio Miglino
Michela Ponticorvo
6 Why Morphology Matters
125(28)
Josh Bongard
7 Evolutionary Swarm Robotics: A Theoretical and Methodological Itinerary from Individual Neurocontrollers to Collective Behaviors
153(26)
Vito Trianni
Elio Tuci
Christos Ampatzis
Marco Dorigo
8 Evolution of Communication in Robots
179(24)
Joachim de Greeff
Stefano Nolfi
9 Evolving Cooperation: From Biology to Engineering
203(16)
Sabine Hauert
Sara Mitri
Laurent Keller
Dario Floreano
10 Understanding Higher-Order Cognitive Brain Mechanisms by Conducting Evolutional Neuro-robotics Experiments
219(18)
Jun Tani
Michail Maniadakis
Rainer W. Paine
11 Incremental Evolution of an Omni-directional Biped for Rugged Terrain
237(42)
Eric D. Vaughan
Ezequiel A. Di Paolo
Inman Harvey
12 Mindless Intelligence: Reflections on the Future of Al
279(16)
Jordan B. Pollack
Contributors 295(2)
Index 297