Handbook for the Brain Dynamics Toolbox

Handbook for the Brain Dynamics Toolbox PDF Author: Stewart Heitmann
Publisher: Bdtoolbox.Org
ISBN: 9780645066913
Category :
Languages : en
Pages : 102

Get Book Here

Book Description
The Brain Dynamics Toolbox is an open software tool for simulating dynamical systems in matlab. It allows custom dynamical models to be explored in an intuitive graphical application while retaining the ability to script large-scale simulations. It can be applied to initial-value problems in any domain that involves systems of Ordinary Differential Equations (ODEs), Delay Differential Equations (DDEs), Stochastic Differential Equations (SDEs) or Partial Differential Equations (PDEs). This book is for researchers and students who wish to use the toolbox to simulate their own dynamical models. It describes how to define the dynamical equations and load them into the graphical interface from where interchangeable solvers and visualisations can be applied with no additional programming effort. The source code for the final model can be published independently of the toolbox. Dr Stewart Heitmann is a Senior Staff Scientist at the Victor Chang Cardiac Research Institute. He studies cardiac arrhythmogenesis using mathematical and computational models of excitable systems. Professor Michael Breakspear is Head of the Systems Neuroscience Group at the University of Newcastle, Australia. He studies the principles of adaptive large-scale brain dynamics in health, and the impact of their disturbance in brain disorders.

Handbook for the Brain Dynamics Toolbox

Handbook for the Brain Dynamics Toolbox PDF Author: Stewart Heitmann
Publisher: Bdtoolbox.Org
ISBN: 9780645066913
Category :
Languages : en
Pages : 102

Get Book Here

Book Description
The Brain Dynamics Toolbox is an open software tool for simulating dynamical systems in matlab. It allows custom dynamical models to be explored in an intuitive graphical application while retaining the ability to script large-scale simulations. It can be applied to initial-value problems in any domain that involves systems of Ordinary Differential Equations (ODEs), Delay Differential Equations (DDEs), Stochastic Differential Equations (SDEs) or Partial Differential Equations (PDEs). This book is for researchers and students who wish to use the toolbox to simulate their own dynamical models. It describes how to define the dynamical equations and load them into the graphical interface from where interchangeable solvers and visualisations can be applied with no additional programming effort. The source code for the final model can be published independently of the toolbox. Dr Stewart Heitmann is a Senior Staff Scientist at the Victor Chang Cardiac Research Institute. He studies cardiac arrhythmogenesis using mathematical and computational models of excitable systems. Professor Michael Breakspear is Head of the Systems Neuroscience Group at the University of Newcastle, Australia. He studies the principles of adaptive large-scale brain dynamics in health, and the impact of their disturbance in brain disorders.

Handbook for the Brain Dynamics Toolbox

Handbook for the Brain Dynamics Toolbox PDF Author: Stewart Heitmann
Publisher:
ISBN: 9780645066906
Category : Mathematics
Languages : en
Pages : 88

Get Book Here

Book Description
The Brain Dynamics Toolbox is open-source software for simulating non-linear dynamical systems in Matlab. It is intended for students and researchers in computational neuroscience but can be applied to any domain. It specifically solves initial-value problems in systems of Ordinary Differential Equations (ODEs), Delay Differential Equations (DDEs) and Stochastic Differential Equations (SDEs). Each of which can be extended to a system of Partial Differential Equations (PDEs).The toolbox allows new dynamical systems to be rapidly prototyped and explored in an intuitive graphical application. Its hub-and-spoke software architecture allows interchangeable solver algorithms and plotting tools to be applied with no additional programming effort. Large-scale simulations can be run in user-defined scripts and the code for the model can be published independently of the toolbox.1st Prize Winner: 2018 Competition for Software on Dynamical Systems Theory and its Applications. Junior Faculty Category. Society for Industrial and Applied Mathematics (SIAM)Honourable Mention: 2019 Competition for Tutorials on Dynamical Systems Software. Junior Faculty Category. Society for Industrial and Applied Mathematics (SIAM)

Handbook for the Brain Dynamics Toolbox

Handbook for the Brain Dynamics Toolbox PDF Author: Michael Breakspear
Publisher:
ISBN: 9781086117059
Category :
Languages : en
Pages : 106

Get Book Here

Book Description
The official guide to the Brain Dynamics Toolbox The Brain Dynamics Toolbox is open-source software for simulating non-linear dynamical systems in Matlab. It is aimed at students and researchers in computational neuroscience and can be applied to other problem domains too. It specifically solves initial-value problems in systems of Ordinary Differential Equations (ODEs), Delay Differential Equations (DDEs) and Stochastic Differential Equations (SDEs). These methods can also be extended to Partial Differential Equations (PDEs). The primary benefit of the toolbox is the ease with which custom models can be built and operated at all stages of the research lifecycle. Its graphical interface allows new models to be rapidly prototyped without graphical programming. Its command-line tools allow those same models to be scripted in large-scale simulations. Source code for the finished model can be published independently of the toolbox. 1st Prize Winner 2018 Competition for Software on Dynamical Systems Theory and its Applications. Postdoc/Junior Faculty Category. Society for Industrial and Applied Mathematics (SIAM) Dr Stewart Heitmann is a Senior Staff Scientist at the Victor Chang Cardiac Research Institute and Visiting Scientist at QIMR Berghofer Medical Research Institute. He combines Software Engineering with Computational and Mathematical Neuroscience. Professor Michael Breakspear is Head of the Systems Neuroscience Group at the University of Newcastle, Australia. He studies the principles of adaptive large-scale brain dynamics in health, and the impact of their disturbance in brain disorders. "A fantastic (and open) resource for all interested in simulating dynamical systems in neuroscience" -- Olaf Sporns, Indiana University

Handbook for the Brain Dynamics Toolbox

Handbook for the Brain Dynamics Toolbox PDF Author: Stewart Heitmann
Publisher: Bdtoolbox.Org
ISBN: 9780645066920
Category :
Languages : en
Pages : 104

Get Book Here

Book Description
The official guide to the Brain Dynamics Toolbox.

Computational and Network Modeling of Neuroimaging Data

Computational and Network Modeling of Neuroimaging Data PDF Author: Kendrick Kay
Publisher: Elsevier
ISBN: 0443134812
Category : Science
Languages : en
Pages : 356

Get Book Here

Book Description
Neuroimaging is witnessing a massive increase in the quality and quantity of data being acquired. It is widely recognized that effective interpretation and extraction of information from such data requires quantitative modeling. However, modeling comes in many diverse forms, with different research communities tackling different brain systems, different spatial and temporal scales, and different aspects of brain structure and function. Computational and Network Modeling of Neuroimaging Data provides an authoritative and comprehensive overview of the many diverse modeling approaches that have been fruitfully applied to neuroimaging data. This book gives an accessible foundation to the field of computational and network modeling of neuroimaging data and is suitable for graduate students, academic researchers, and industry practitioners who are interested in adopting or applying model-based approaches in neuroimaging. - Provides an authoritative and comprehensive overview of major modeling approaches to neuroimaging data - Written by experts, the book's chapters use a common structure to introduce, motivate, and describe a specific modeling approach used in neuroimaging - Gives insights into the similarities and differences across different modeling approaches - Analyses details of outstanding research challenges in the field

Advances in Multi-Scale Analysis of Brain Complexity

Advances in Multi-Scale Analysis of Brain Complexity PDF Author: Danny J. J. Wang
Publisher: Frontiers Media SA
ISBN: 2889637700
Category :
Languages : en
Pages : 144

Get Book Here

Book Description


The Oxford Handbook of Event-Related Potential Components

The Oxford Handbook of Event-Related Potential Components PDF Author: Steven J. Luck
Publisher: Oxford University Press
ISBN: 0199328048
Category : Medical
Languages : en
Pages : 664

Get Book Here

Book Description
The Oxford Handbook of Event-Related Potential Components provides a detailed and comprehensive overview of the major ERP components.

Towards a New Cognitive Neuroscience: Modeling Natural Brain Dynamics

Towards a New Cognitive Neuroscience: Modeling Natural Brain Dynamics PDF Author: Klaus Gramann
Publisher: Frontiers E-books
ISBN: 2889192717
Category : Neurosciences. Biological psychiatry. Neuropsychiatry
Languages : en
Pages : 167

Get Book Here

Book Description
Decades of brain imaging experiments have revealed important insights into the architecture of the human brain and the detailed anatomic basis for the neural dynamics supporting human cognition. However, technical restrictions of traditional brain imaging approaches including functional magnetic resonance tomography (fMRI), positron emission tomography (PET), and magnetoencephalography (MEG) severely limit participants’ movements during experiments. As a consequence, our knowledge of the neural basis of human cognition is rooted in a dissociation of human cognition from what is arguably its foremost, and certainly its evolutionarily most determinant function, organizing our behavior so as to optimize its consequences in our complex, multi-scale, and ever-changing environment. The concept of natural cognition, therefore, should not be separated from our fundamental experience and role as embodied agents acting in a complex, partly unpredictable world. To gain new insights into the brain dynamics supporting natural cognition, we must overcome restrictions of traditional brain imaging technology. First, the sensors used must be lightweight and mobile to allow monitoring of brain activity during free participant movements. New hardware technology for electroencephalography (EEG) and near infrared spectroscopy (NIRS) allows recording electrical and hemodynamic brain activity while participants are freely moving. New data-driven analysis approaches must allow separation of signals arriving at the sensors from the brain and from non-brain sources (neck muscles, eyes, heart, the electrical environment, etc.). Independent component analysis (ICA) and related blind source separation methods allow separation of brain activity from non-brain activity from data recorded during experimental paradigms that stimulate natural cognition. Imaging the precisely timed, distributed brain dynamics that support all forms of our motivated actions and interactions in both laboratory and real-world settings requires new modes of data capture and of data processing. Synchronously recording participants’ motor behavior, brain activity, and other physiology, as well as their physical environment and external events may be termed mobile brain/body imaging ('MoBI'). Joint multi-stream analysis of recorded MoBI data is a major conceptual, mathematical, and data processing challenge. This Research Topic is one result of the first international MoBI meeting in Delmenhorst Germany in September 2013. During an intense workshop researchers from all over the world presented their projects and discussed new technological developments and challenges of this new imaging approach. Several of the presentations are compiled in this Research Topic that we hope may inspire new research using the MoBI paradigm to investigate natural cognition by recording and analyzing the brain dynamics and behavior of participants performing a wide range of naturally motivated actions and interactions.

Brain-inspired Machine Learning and Computation for Brain-Behavior Analysis

Brain-inspired Machine Learning and Computation for Brain-Behavior Analysis PDF Author: Rong Chen
Publisher: Frontiers Media SA
ISBN: 2889666832
Category : Science
Languages : en
Pages : 290

Get Book Here

Book Description


The Sage Handbook of Cognitive and Systems Neuroscience

The Sage Handbook of Cognitive and Systems Neuroscience PDF Author: Gregory J. Boyle
Publisher: SAGE Publications Limited
ISBN: 1529616581
Category : Psychology
Languages : en
Pages : 832

Get Book Here

Book Description
Cognitive neuroscience is the interdisciplinary study of how cognitive and intellectual functions are processed and represented within the brain, which is critical to building understanding of core psychological and behavioural processes such as learning, memory, behaviour, perception, and consciousness. Understanding these processes not only offers relevant fundamental insights into brain-behavioural relations, but may also lead to actionable knowledge that can be applied in the clinical treatment of patients with various brain-related disabilities. This Handbook focusses on the foundational principles, methods, and underlying systems in cognitive and systems neuroscience, as well as examining cutting-edge methodological advances and innovations. Containing 34 original, state of the art contributions from leading experts in the field, this Handbook is essential reading for researchers and students of cognitive psychology, as well as scholars across the fields of neuroscientific, behavioural and health sciences. Part 1: Background Considerations Part 2: Neuroscientific Substrates and Principles Part 3: Neuroanatomical Brain Systems Part 4: Neural Dynamics and Processes Part 5: Sensory-Perceptual Systems and Cognition Part 6: Methodological Advances