Emerging Trends In Neuro Engineering And Neural Computation

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Emerging Trends in Neuro Engineering and Neural Computation

Author : Asim Bhatti,Kendall H. Lee,Hamid Garmestani,Chee Peng Lim
Publisher : Springer
Page : 264 pages
File Size : 52,9 Mb
Release : 2017-03-23
Category : Technology & Engineering
ISBN : 9789811039577

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Emerging Trends in Neuro Engineering and Neural Computation by Asim Bhatti,Kendall H. Lee,Hamid Garmestani,Chee Peng Lim Pdf

This book focuses on neuro-engineering and neural computing, a multi-disciplinary field of research attracting considerable attention from engineers, neuroscientists, microbiologists and material scientists. It explores a range of topics concerning the design and development of innovative neural and brain interfacing technologies, as well as novel information acquisition and processing algorithms to make sense of the acquired data. The book also highlights emerging trends and advances regarding the applications of neuro-engineering in real-world scenarios, such as neural prostheses, diagnosis of neural degenerative diseases, deep brain stimulation, biosensors, real neural network-inspired artificial neural networks (ANNs) and the predictive modeling of information flows in neuronal networks. The book is broadly divided into three main sections including: current trends in technological developments, neural computation techniques to make sense of the neural behavioral data, and application of these technologies/techniques in the medical domain in the treatment of neural disorders.

Neural Engineering

Author : Chris Eliasmith,Charles H. Anderson
Publisher : MIT Press
Page : 384 pages
File Size : 53,7 Mb
Release : 2003
Category : Bioinformatics
ISBN : 0262550601

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Neural Engineering by Chris Eliasmith,Charles H. Anderson Pdf

A synthesis of current approaches to adapting engineering tools to the study of neurobiological systems.

Nonlinear Dynamics in Computational Neuroscience

Author : Fernando Corinto,Alessandro Torcini
Publisher : Springer
Page : 141 pages
File Size : 45,8 Mb
Release : 2018-06-19
Category : Technology & Engineering
ISBN : 9783319710488

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Nonlinear Dynamics in Computational Neuroscience by Fernando Corinto,Alessandro Torcini Pdf

This book provides an essential overview of computational neuroscience. It addresses a broad range of aspects, from physiology to nonlinear dynamical approaches to understanding neural computation, and from the simulation of brain circuits to the development of engineering devices and platforms for neuromorphic computation. Written by leading experts in such diverse fields as neuroscience, physics, psychology, neural engineering, cognitive science and applied mathematics, the book reflects the remarkable advances that have been made in the field of computational neuroscience, an emerging discipline devoted to the study of brain functions in terms of the information-processing properties of the structures forming the nervous system. The contents build on the workshop “Nonlinear Dynamics in Computational Neuroscience: from Physics and Biology to ICT,” which was held in Torino, Italy in September 2015.

Recent Advances on Soft Computing and Data Mining

Author : Rozaida Ghazali,Mustafa Mat Deris,Nazri Mohd Nawi,Jemal H. Abawajy
Publisher : Springer
Page : 518 pages
File Size : 42,7 Mb
Release : 2018-01-11
Category : Technology & Engineering
ISBN : 9783319725505

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Recent Advances on Soft Computing and Data Mining by Rozaida Ghazali,Mustafa Mat Deris,Nazri Mohd Nawi,Jemal H. Abawajy Pdf

This book offers a systematic overview of the concepts and practical techniques that readers need to get the most out of their large-scale data mining projects and research studies. It guides them through the data-analytical thinking essential to extract useful information and obtain commercial value from the data. Presenting the outcomes of International Conference on Soft Computing and Data Mining (SCDM-2017), held in Johor, Malaysia on February 6–8, 2018, it provides a well-balanced integration of soft computing and data mining techniques. The two constituents are brought together in various combinations of applications and practices. To thrive in these data-driven ecosystems, researchers, engineers, data analysts, practitioners, and managers must understand the design choice and options of soft computing and data mining techniques, and as such this book is a valuable resource, helping readers solve complex benchmark problems and better appreciate the concepts, tools, and techniques employed.

Handbook of Neural Engineering

Author : Metin Akay
Publisher : John Wiley & Sons
Page : 681 pages
File Size : 40,5 Mb
Release : 2007-01-09
Category : Medical
ISBN : 9780470068281

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Handbook of Neural Engineering by Metin Akay Pdf

An important new work establishing a foundation for future developments in neural engineering The Handbook of Neural Engineering provides theoretical foundations in computational neural science and engineering and current applications in wearable and implantable neural sensors/probes. Inside, leading experts from diverse disciplinary groups representing academia, industry, and private and government organizations present peer-reviewed contributions on the brain-computer interface, nano-neural engineering, neural prostheses, imaging the brain, neural signal processing, the brain, and neurons. The Handbook of Neural Engineering covers: Neural signal and image processing--the analysis and modeling of neural activity and EEG-related activities using the nonlinear and nonstationary analysis methods, including the chaos, fractal, and time-frequency and time-scale analysis methods--and how to measure functional, physiological, and metabolic activities in the human brain using current and emerging medical imaging technologies Neuro-nanotechnology, artificial implants, and neural prosthesis--the design of multi-electrode arrays to study how the neurons of human and animals encode stimuli, the evaluation of functional changes in neural networks after stroke and spinal cord injuries, and improvements in therapeutic applications using neural prostheses Neurorobotics and neural rehabilitation engineering--the recent developments in the areas of biorobotic system, biosonar head, limb kinematics, and robot-assisted activity to improve the treatment of elderly subjects at the hospital and home, as well as the interactions of the neuron chip, neural information processing, perception and neural dynamics, learning memory and behavior, biological neural networks, and neural control

Trends in Neural Computation

Author : Ke Chen,Lipo Wang
Publisher : Springer
Page : 512 pages
File Size : 43,6 Mb
Release : 2006-11-15
Category : Computers
ISBN : 9783540361220

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Trends in Neural Computation by Ke Chen,Lipo Wang Pdf

Trends in Neural Computation includes twenty chapters contributed by leading experts or formed by extending well-selected papers presented in the 2005 International Conference on Natural Computation. The book reviews the latest progress in a range of different areas of neural computation, including theoretical neural computation, biologically plausible neural modeling, computational cognitive science, artificial neural networks – architectures and learning algorithms and their applications in real-world problems.

Emergent Neural Computational Architectures Based on Neuroscience

Author : Stefan Wermter,Jim Austin,David Willshaw
Publisher : Springer
Page : 582 pages
File Size : 50,5 Mb
Release : 2003-05-15
Category : Computers
ISBN : 9783540445975

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Emergent Neural Computational Architectures Based on Neuroscience by Stefan Wermter,Jim Austin,David Willshaw Pdf

It is generally understood that the present approachs to computing do not have the performance, flexibility, and reliability of biological information processing systems. Although there is a comprehensive body of knowledge regarding how information processing occurs in the brain and central nervous system this has had little impact on mainstream computing so far. This book presents a broad spectrum of current research into biologically inspired computational systems and thus contributes towards developing new computational approaches based on neuroscience. The 39 revised full papers by leading researchers were carefully selected and reviewed for inclusion in this anthology. Besides an introductory overview by the volume editors, the book offers topical parts on modular organization and robustness, timing and synchronization, and learning and memory storage.

Techno-Societal 2018

Author : Prashant M. Pawar,Babruvahan P. Ronge,R. Balasubramaniam,Anup S. Vibhute,Sulabha S. Apte
Publisher : Springer Nature
Page : 1051 pages
File Size : 45,8 Mb
Release : 2019-11-06
Category : Technology & Engineering
ISBN : 9783030168483

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Techno-Societal 2018 by Prashant M. Pawar,Babruvahan P. Ronge,R. Balasubramaniam,Anup S. Vibhute,Sulabha S. Apte Pdf

This book, divided in two volumes, originates from Techno-Societal 2018: the 2nd International Conference on Advanced Technologies for Societal Applications, Maharashtra, India, that brings together faculty members of various engineering colleges to solve Indian regional relevant problems under the guidance of eminent researchers from various reputed organizations. The focus is on technologies that help develop and improve society, in particular on issues such as the betterment of differently abled people, environment impact, livelihood, rural employment, agriculture, healthcare, energy, transport, sanitation, water, education. This conference aims to help innovators to share their best practices or products developed to solve specific local problems which in turn may help the other researchers to take inspiration to solve problems in their region. On the other hand, technologies proposed by expert researchers may find applications in different regions. This offers a multidisciplinary platform for researchers from a broad range of disciplines of Science, Engineering and Technology for reporting innovations at different levels.

Recent Progress in Brain and Cognitive Engineering

Author : Seong-Whan Lee,Heinrich H. Bülthoff,Klaus-Robert Müller
Publisher : Springer
Page : 213 pages
File Size : 42,7 Mb
Release : 2015-10-27
Category : Medical
ISBN : 9789401772396

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Recent Progress in Brain and Cognitive Engineering by Seong-Whan Lee,Heinrich H. Bülthoff,Klaus-Robert Müller Pdf

For ‘Recent Progress in Brain and Cognitive Engineering’ Brain and Cognitive Engineering is a converging study field to derive a better understanding of cognitive information processing in the human brain, to develop “human-like” and neuromorphic artificial intelligent systems and to help predict and analyze brain-related diseases. The key concept of Brain and Cognitive Engineering is to understand the Brain, to interface the Brain, and to engineer the Brain. It could help us to understand the structure and the key principles of high-order information processing on how the brain works, to develop interface technologies between a brain and external devices and to develop artificial systems that can ultimately mimic human brain functions. The convergence of behavioral, neuroscience and engineering research could lead us to advance health informatics and personal learning, to enhance virtual reality and healthcare systems, and to “reverse engineer” some brain functions and build cognitive robots. In this book, four different recent research directions are presented: Non-invasive Brain-Computer Interfaces, Cognitive- and Neural-rehabilitation Engineering, Big Data Neurocomputing, Early Diagnosis and Prediction of Neural Diseases. We cover numerous topics ranging from smart vehicles and online EEG analysis, neuroimaging for Brain-Computer Interfaces, memory implantation and rehabilitation, big data computing in cultural aspects and cybernetics to brain disorder detection. Hopefully this will provide a valuable reference for researchers in medicine, biomedical engineering, in industry and academia for their further investigations and be inspiring to those who seek the foundations to improve techniques and understanding of the Brain and Cognitive Engineering research field.

Artificial Intelligence in the Age of Neural Networks and Brain Computing

Author : Robert Kozma,Cesare Alippi,Yoonsuck Choe,Francesco Carlo Morabito
Publisher : Academic Press
Page : 398 pages
File Size : 49,9 Mb
Release : 2023-10-27
Category : Computers
ISBN : 9780323958165

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Artificial Intelligence in the Age of Neural Networks and Brain Computing by Robert Kozma,Cesare Alippi,Yoonsuck Choe,Francesco Carlo Morabito Pdf

Artificial Intelligence in the Age of Neural Networks and Brain Computing, Second Edition demonstrates that present disruptive implications and applications of AI is a development of the unique attributes of neural networks, mainly machine learning, distributed architectures, massive parallel processing, black-box inference, intrinsic nonlinearity, and smart autonomous search engines. The book covers the major basic ideas of "brain-like computing" behind AI, provides a framework to deep learning, and launches novel and intriguing paradigms as possible future alternatives. The present success of AI-based commercial products proposed by top industry leaders, such as Google, IBM, Microsoft, Intel, and Amazon, can be interpreted using the perspective presented in this book by viewing the co-existence of a successful synergism among what is referred to as computational intelligence, natural intelligence, brain computing, and neural engineering. The new edition has been updated to include major new advances in the field, including many new chapters. Developed from the 30th anniversary of the International Neural Network Society (INNS) and the 2017 International Joint Conference on Neural Networks (IJCNN Authored by top experts, global field pioneers, and researchers working on cutting-edge applications in signal processing, speech recognition, games, adaptive control and decision-making Edited by high-level academics and researchers in intelligent systems and neural networks Includes all new chapters, including topics such as Frontiers in Recurrent Neural Network Research; Big Science, Team Science, Open Science for Neuroscience; A Model-Based Approach for Bridging Scales of Cortical Activity; A Cognitive Architecture for Object Recognition in Video; How Brain Architecture Leads to Abstract Thought; Deep Learning-Based Speech Separation and Advances in AI, Neural Networks

Handbook of Research on Futuristic Design and Intelligent Computational Techniques in Neuroscience and Neuroengineering

Author : Vikas Khullar,Anurag Sharma,Harjit Pal Singh
Publisher : Unknown
Page : 253 pages
File Size : 44,8 Mb
Release : 2021
Category : Biomedical engineering
ISBN : OCLC:1289419092

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Handbook of Research on Futuristic Design and Intelligent Computational Techniques in Neuroscience and Neuroengineering by Vikas Khullar,Anurag Sharma,Harjit Pal Singh Pdf

This research book include quality chapters on computational models, designs and multidisciplinary approaches for neurological diagnosis and treatment, offering a resource of neurological databases, computational intelligence, brain health informatics, effective analysis of neural functions and technological interventions.

Handbook of Artificial Intelligence in Healthcare

Author : Chee-Peng Lim,Ashlesha Vaidya,Kiran Jain,Virag U. Mahorkar,Lakhmi C. Jain
Publisher : Springer Nature
Page : 463 pages
File Size : 45,6 Mb
Release : 2021-09-17
Category : Technology & Engineering
ISBN : 9783030791612

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Handbook of Artificial Intelligence in Healthcare by Chee-Peng Lim,Ashlesha Vaidya,Kiran Jain,Virag U. Mahorkar,Lakhmi C. Jain Pdf

This handbook on Artificial Intelligence (AI) in healthcare consists of two volumes. The first volume is dedicated to advances and applications of AI methodologies in specific healthcare problems, while the second volume is concerned with general practicality issues and challenges and future prospects in the healthcare context. The advent of digital and computing technologies has created a surge in the development of AI methodologies and their penetration to a variety of activities in our daily lives in recent years. Indeed, researchers and practitioners have designed and developed a variety of AI-based systems to help advance health and well-being of humans. In this first volume, we present a number of latest studies in AI-based tools and techniques from two broad categories, viz., medical signal, image, and video processing as well as healthcare information and data analytics in Part 1 and Part 2, respectively. These selected studies offer readers practical knowledge and understanding pertaining to the recent advances and applications of AI in the healthcare sector.

Neural Computation in Embodied Closed-Loop Systems for the Generation of Complex Behavior: From Biology to Technology

Author : Poramate Manoonpong,Christian Tetzlaff
Publisher : Frontiers Media SA
Page : 278 pages
File Size : 49,5 Mb
Release : 2018-10-11
Category : Electronic
ISBN : 9782889456055

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Neural Computation in Embodied Closed-Loop Systems for the Generation of Complex Behavior: From Biology to Technology by Poramate Manoonpong,Christian Tetzlaff Pdf

How can neural and morphological computations be effectively combined and realized in embodied closed-loop systems (e.g., robots) such that they can become more like living creatures in their level of performance? Understanding this will lead to new technologies and a variety of applications. To tackle this research question, here, we bring together experts from different fields (including Biology, Computational Neuroscience, Robotics, and Artificial Intelligence) to share their recent findings and ideas and to update our research community. This eBook collects 17 cutting edge research articles, covering neural and morphological computations as well as the transfer of results to real world applications, like prosthesis and orthosis control and neuromorphic hardware implementation.

Neuromorphic Engineering

Author : Elishai Ezra Tsur
Publisher : CRC Press
Page : 340 pages
File Size : 53,9 Mb
Release : 2021-08-26
Category : Computers
ISBN : 9781000421293

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Neuromorphic Engineering by Elishai Ezra Tsur Pdf

The brain is not a glorified digital computer. It does not store information in registers, and it does not mathematically transform mental representations to establish perception or behavior. The brain cannot be downloaded to a computer to provide immortality, nor can it destroy the world by having its emerged consciousness traveling in cyberspace. However, studying the brain's core computation architecture can inspire scientists, computer architects, and algorithm designers to think fundamentally differently about their craft. Neuromorphic engineers have the ultimate goal of realizing machines with some aspects of cognitive intelligence. They aspire to design computing architectures that could surpass existing digital von Neumann-based computing architectures' performance. In that sense, brain research bears the promise of a new computing paradigm. As part of a complete cognitive hardware and software ecosystem, neuromorphic engineering opens new frontiers for neuro-robotics, artificial intelligence, and supercomputing applications. The book presents neuromorphic engineering from three perspectives: the scientist, the computer architect, and the algorithm designer. It zooms in and out of the different disciplines, allowing readers with diverse backgrounds to understand and appreciate the field. Overall, the book covers the basics of neuronal modeling, neuromorphic circuits, neural architectures, event-based communication, and the neural engineering framework.

Emerging Trends and Applications in Cognitive Computing

Author : Mallick, Pradeep Kumar,Borah, Samarjeet
Publisher : IGI Global
Page : 300 pages
File Size : 42,8 Mb
Release : 2018-12-28
Category : Computers
ISBN : 9781522557944

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Emerging Trends and Applications in Cognitive Computing by Mallick, Pradeep Kumar,Borah, Samarjeet Pdf

Though an individual can process a limitless amount of information, the human brain can only comprehend a small amount of data at a time. Using technology can improve the process and comprehension of information, but the technology must learn to behave more like a human brain to employ concepts like memory, learning, visualization ability, and decision making. Emerging Trends and Applications in Cognitive Computing is a fundamental scholarly source that provides empirical studies and theoretical analysis to show how learning methods can solve important application problems throughout various industries and explain how machine learning research is conducted. Including innovative research on topics such as deep neural networks, cyber-physical systems, and pattern recognition, this collection of research will benefit individuals such as IT professionals, academicians, students, researchers, and managers.