Synopses & Reviews
This volume collects the most significant results of the European research Project called "SPARK", whose aim was to develop new cognitive architectures and new sensing-perceiving-moving artefacts, inspired by the basic principles of living systems and based on the concept of "self-organization" in complex systems generating spatial temporal patterns. The book is organized in three parts. Part I "Principles of insect perception" reports a thorough survey of the state of the art in perception for action. The central Part II "Cognitive Models" describes new approaches to attain high cognitive capabilities in roving robots, for which detailed Structures are still lacking, even referring to insect brain. Some of the models introduced rely on the insect-inspired parallel sensory-motor pathways, others exploit the emergence Spatial-temporal Patterns (used as perceptual states) arising in non linear Reaction-Diffusion Equations, some others build upon the neural networks modelling Stick Insect locomotion. The last part of the book Part III "Software/Hardware cognitive architecture and experiments" is related to the implementation of the proposed cognitive models on a software /hardware FPGA-based architecture embedded on wheeled and legged robots. Multimedia material, related to the experiments presented in the book, is available on the SPARK web page: www.spark.diees.unict.it
This volume collects significant results of the research Project called "SPARK". Its aim was to develop new cognitive architectures and sensing-perceiving-moving artefacts, inspired by the basic principles of living systems and based on "self-organization".
Table of Contents
Perception for action in insects.- Principles of insect locomotion.- Bottom-up approach for cognitive control.- High level approaches to cognitive control.- Model for action oriented perception, starting from the application of nonlinear dynamics.- Rigorous proofs on the learning abilities of the Recurrent neural networks used for memory and planning.- New visual sensor and processor.- SPARK hardware board.- The robotic platforms.