EMG-Controlled Prosthetic Hand with Fuzzy Logic Classification Algorithm

EMG-Controlled Prosthetic Hand with Fuzzy Logic Classification Algorithm
Title EMG-Controlled Prosthetic Hand with Fuzzy Logic Classification Algorithm PDF eBook
Author Beyda Taşar
Publisher
Pages
Release 2017
Genre Mathematics
ISBN

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In recent years, researchers have conducted many studies on the design and control of prosthesis devices that take the place of a missing limb. Functional ability of prosthesis hands that mimic biological hand functions increases depending on the number of independent finger movements possible. From this perspective, in this study, six different finger movements were given to a prosthesis hand via bioelectrical signals, and the functionality of the prosthesis hand was increased. Bioelectrical signals were recorded by surface electromyography for four muscles with the help of surface electrodes. The recorded bioelectrical signals were subjected to a series of preprocessing and feature extraction processes. In order to create meaningful patterns of motion and an effective cognitive interaction network between the human and the prosthetic hand, fuzzy logic classification algorithms were developed. A five-fingered and 15-jointed prosthetic hand was designed via SolidWorks, and a prosthetic prototype was produced by a 3D printer. In addition, prosthetic hand simulator was designed in Matlab/SimMechanics. Pattern control of both the simulator and the prototype hand in real time was achieved. Position control of motors connected to each joint of the prosthetic hand was provided by a PID controller. Thus, an effective cognitive communication network established between the user, and the real-time pattern control of the prosthesis was provided by bioelectrical signals.

Modern Fuzzy Control Systems and Its Applications

Modern Fuzzy Control Systems and Its Applications
Title Modern Fuzzy Control Systems and Its Applications PDF eBook
Author S. Ramakrishnan
Publisher BoD – Books on Demand
Pages 468
Release 2017-08-30
Genre Mathematics
ISBN 9535133896

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Control systems play an important role in engineering. Fuzzy logic is the natural choice for designing control applications and is the most popular and appropriate for the control of home and industrial appliances. Academic and industrial experts are constantly researching and proposing innovative and effective fuzzy control systems. This book is an edited volume and has 21 innovative chapters arranged into five sections covering applications of fuzzy control systems in energy and power systems, navigation systems, imaging, and industrial engineering. Overall, this book provides a rich set of modern fuzzy control systems and their applications and will be a useful resource for the graduate students, researchers, and practicing engineers in the field of electrical engineering.

Intelligent Robotics and Applications

Intelligent Robotics and Applications
Title Intelligent Robotics and Applications PDF eBook
Author Honghai Liu
Publisher Springer
Pages 794
Release 2010-11-18
Genre Computers
ISBN 3642165842

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The market demand for skills, knowledge and adaptability have positioned robotics to be an important field in both engineering and science. One of the most highly visible applications of robotics has been the robotic automation of many industrial tasks in factories. In the future, a new era will come in which we will see a greater success for robotics in non-industrial environments. In order to anticipate a wider deployment of intelligent and autonomous robots for tasks such as manufacturing, healthcare, ent- tainment, search and rescue, surveillance, exploration, and security missions, it is essential to push the frontier of robotics into a new dimension, one in which motion and intelligence play equally important roles. The 2010 International Conference on Intelligent Robotics and Applications (ICIRA 2010) was held in Shanghai, China, November 10–12, 2010. The theme of the c- ference was “Robotics Harmonizing Life,” a theme that reflects the ever-growing interest in research, development and applications in the dynamic and exciting areas of intelligent robotics. These volumes of Springer’s Lecture Notes in Artificial Intel- gence and Lecture Notes in Computer Science contain 140 high-quality papers, which were selected at least for the papers in general sessions, with a 62% acceptance rate Traditionally, ICIRA 2010 holds a series of plenary talks, and we were fortunate to have two such keynote speakers who shared their expertise with us in diverse topic areas spanning the rang of intelligent robotics and application activities.

Classification of EMG Signals to Control a Prosthetic Hand Using Time-frequency Representations and Support Vector Machines

Classification of EMG Signals to Control a Prosthetic Hand Using Time-frequency Representations and Support Vector Machines
Title Classification of EMG Signals to Control a Prosthetic Hand Using Time-frequency Representations and Support Vector Machines PDF eBook
Author Juan Manuel Fontana
Publisher
Pages 340
Release 2010
Genre Artificial hands
ISBN

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Fusion of Hard and Soft Control Strategies for the Robotic Hand

Fusion of Hard and Soft Control Strategies for the Robotic Hand
Title Fusion of Hard and Soft Control Strategies for the Robotic Hand PDF eBook
Author Cheng-Hung Chen
Publisher John Wiley & Sons
Pages 226
Release 2017-09-13
Genre Technology & Engineering
ISBN 1119273617

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An in-depth review of hybrid control techniques for smart prosthetic hand technology by two of the world’s pioneering experts in the field Long considered the stuff of science fiction, a prosthetic hand capable of fully replicating all of that appendage’s various functions is closer to becoming reality than ever before. This book provides a comprehensive report on exciting recent developments in hybrid control techniques—one of the most crucial hurdles to be overcome in creating smart prosthetic hands. Coauthored by two of the world’s foremost pioneering experts in the field, Fusion of Hard and Soft Control Strategies for Robotic Hand treats robotic hands for multiple applications. Itbegins withan overview of advances in main control techniques that have been made over the past decade before addressing the military context for affordable robotic hand technology with tactile and/or proprioceptive feedback for hand amputees. Kinematics, homogeneous transformations, inverse and differential kinematics, trajectory planning, and dynamic models of two-link thumb and three-link index finger are discussed in detail. The remainder of the book is devoted to the most promising soft computing techniques, particle swarm optimization techniques, and strategies combining hard and soft controls. In addition, the book: Includes a report on exciting new developments in prosthetic/robotic hand technology, with an emphasis on the fusion of hard and soft control strategies Covers both prosthetic and non-prosthetic hand designs for everything from routine human operations, robotic surgery, and repair and maintenance, to hazardous materials handling, space applications, explosives disposal, and more Provides a comprehensive overview of five-fingered robotic hand technology kinematics, dynamics, and control Features detailed coverage of important recent developments in neuroprosthetics Fusion of Hard and Soft Control Strategies for Robotic Hand is a must-read for researchers in control engineering, robotic engineering, biomedical sciences and engineering, and rehabilitation engineering.

Improving EMG Movement Classification Accuracy with Relative Entropy

Improving EMG Movement Classification Accuracy with Relative Entropy
Title Improving EMG Movement Classification Accuracy with Relative Entropy PDF eBook
Author Kevin Osvaldo Delao
Publisher
Pages 0
Release 2020
Genre Accuracy
ISBN

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Currently the Degrees of Freedom (DoF) possible from an Electromyography (EMG) controlled prosthetic arm is low due to the challenge of classifying movements. Machine learning algorithms offered the potential to improve the accuracy of identifying movements from an EMG dataset, but even still accuracy for identifying EMG movements remains low. Part of the reason as to why classification accuracy remains low is due to the shortage of publicly available algorithms for EMG classification, which prevents experienced computational researchers from tackling the challenge of classification accuracy. Additionally, EMG movements recorded from non-invasive electrodes tend to overlap due to similarities in signals properties. Movement overlap in turn creates difficulties for machine learning models to properly identify movements in an EMG dataset. This work will present research in order to begin to develop a publicly available set of machine learning algorithms for EMG classification that uses the Kullback-Leibler Divergence (KLD) to reduce movement overlap. By applying KLD to resolve signal overlap and create optimal movement orderings per patient we take steps at improving the classification accuracy of movements from EMG data. Achieving a five percent increase in classification accuracy across fifty movements for both amputated and non-amputated patients shows the promise of KLD at improving the DoF possible with an upper limb prosthesis.

Case Studies in Intelligent Computing

Case Studies in Intelligent Computing
Title Case Studies in Intelligent Computing PDF eBook
Author Biju Issac
Publisher CRC Press
Pages 576
Release 2014-08-29
Genre Computers
ISBN 1482207044

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Although the field of intelligent systems has grown rapidly in recent years, there has been a need for a book that supplies a timely and accessible understanding of this important technology. Filling this need, Case Studies in Intelligent Computing: Achievements and Trends provides an up-to-date introduction to intelligent systems.This edited book