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• W2333445093 abstract "Event Abstract Back to Event A New State of MIIND Dave Harrison1* and Marc De Kamps1 1 University of Leeds, United Kingdom Multiple Interacting Instantiations of Neuronal Dynamics (MIIND) [1] is a software suite for the simulation of neuronal circuits and large-scale networks. MIIND models at the level of the population. It is very easy to model circuits of populations and visualize the dynamics. Whole circuits can now be embedded in large hierarchical structures so that networks of circuits with considerable spatial complexity can be created. The activation of the networks can be visualized in 2D and 3D. Although MIIND is a C++ framework, with the associated performance benefits, much of its functionality can be accessed in Python. Uniquely, MIIND offers the possibility to simulate neural populations with population density techniques. Conventional population simulation techniques require a large number of neurons to be simulated and then to calculate relevant population statistics by spike counting and averaging. With population density techniques these averages are simulated directly, bypassing the simulation of individual neurons. This leads to remarkably efficient simulations. MIIND is the only publicly available repository of population density algorithms. Recently, we have managed to include networks of leaky-integrate-and-fire neurons with balanced excitation-inhibition. In the diffusion approximation this entails the solution of Fokker-Planck equations, but importantly, our algorithms are also applicable outside of the diffusion regime. At present MIIND is a powerful tool for the simulation of large networks of spiking neuron populations and the presentation of their results. MIIND is an open source framework for computational and cognitive neuroscience, which exposes application programming interfaces for the creation of neural models of cognition through design patterns. This allows rapid application development through reuse of contributed components to create complex neural models. We will demonstrate a number of applications developed with MIIND to show coupled systems of Wilson-Cowan and Fokker-Planck equations. The demonstrations are shown from within a graphical interface to a dynamical model of visual attention. The software allows the time-course of neural activity to be visualised as a complete model, as cortical circuits, and as individual neurons or neural populations. References 1. de Kamps M, Baier V, Drever J, Dietz M, Mösenlechner L and van der Velde F. The State of MIIND. Neural Networks, 21(8), 1164 – 1181, (2008). Keywords: Large scale modeling, Neuroimaging Conference: 4th INCF Congress of Neuroinformatics, Boston, United States, 4 Sep - 6 Sep, 2011. Presentation Type: Poster Presentation Topic: Neuroimaging Citation: Harrison D and De Kamps M (2011). A New State of MIIND. Front. Neuroinform. Conference Abstract: 4th INCF Congress of Neuroinformatics. doi: 10.3389/conf.fninf.2011.08.00104 Copyright: The abstracts in this collection have not been subject to any Frontiers peer review or checks, and are not endorsed by Frontiers. They are made available through the Frontiers publishing platform as a service to conference organizers and presenters. The copyright in the individual abstracts is owned by the author of each abstract or his/her employer unless otherwise stated. Each abstract, as well as the collection of abstracts, are published under a Creative Commons CC-BY 4.0 (attribution) licence (https://creativecommons.org/licenses/by/4.0/) and may thus be reproduced, translated, adapted and be the subject of derivative works provided the authors and Frontiers are attributed. For Frontiers’ terms and conditions please see https://www.frontiersin.org/legal/terms-and-conditions. Received: 17 Oct 2011; Published Online: 19 Oct 2011. * Correspondence: Dr. Dave Harrison, University of Leeds, Leeds, United Kingdom, pab2dgh@leeds.ac.uk Login Required This action requires you to be registered with Frontiers and logged in. To register or login click here. Abstract Info Abstract The Authors in Frontiers Dave Harrison Marc De Kamps Google Dave Harrison Marc De Kamps Google Scholar Dave Harrison Marc De Kamps PubMed Dave Harrison Marc De Kamps Related Article in Frontiers Google Scholar PubMed Abstract Close Back to top Javascript is disabled. Please enable Javascript in your browser settings in order to see all the content on this page." @default.
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• W2333445093 title "A New State of MIIND" @default.
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