Neuro-fuzzy Modeling of Multi-field Surface Neuroprostheses for Hand Grasping (eBook)

Eukene Imatz Ojanguren (Autor)

eBook Download: PDF

2018 | 1st ed. 2019
XVII, 135 Seiten
Springer International Publishing (Verlag)
978-3-030-02735-3 (ISBN)

Infos

This thesis presents a novel neuro-fuzzy modeling approach for grasp neuroprostheses. At first, it offers a detailed study of discomfort due to the application of Functional Electrical Stimulation to the upper limb. Then, it discusses briefly previous methods to model hand movements induced by FES with the purpose of introducing the new modeling approach based on intelligent systems. This approach is thoroughly described in the book, together with the proposed application to induce hand and finger movements by means of a surface FES system based on multi-field electrodes. The validation tests, carried out on both healthy and neurologically impaired subjects, demonstrate the efficacy of the proposed modeling method. All in all, the book proposes an innovative system based on fuzzy neural networks that is expected to improve the design and validation of advanced control systems for non-invasive grasp neuroprostheses.

Inhalt

 Introduction.-  Phisiology.- Functional Electrical Stimulation.-  Discomfort analysis.-  Pain-maps.-  FES modeling.- Computational Intelligence.-  Neuro-fuzzy model.- Neuro-fuzzy model.- Conclusions.

Produkt-Details

• Erscheint lt. Verlag: 3.11.2018
• Reihe/Serie: Springer Theses
• Reihe/Serie: Springer Theses
• Zusatzinfo: XVII, 135 p. 90 illus., 67 illus. in color.
• Verlagsort: Cham
• Sprache: englisch
• Themenwelt: Sachbuch/Ratgeber ► Sport
• Themenwelt: Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
• Themenwelt: Technik ► Bauwesen
• Themenwelt: Technik ► Elektrotechnik / Energietechnik
• Schlagworte: Asynchronous/Synchronous Stimulation • Differential Evolution for Fuzzy Neural Networks • Discomfort of Different Stimulation Techniques • FES-induced Pain Maps • Model of FES-induced Hand Movement • Multi-field Electrodes • Multi-field FES Technology • Neuro-fuzzy Models for Neuroprostheses • Non-invasive Neuroprostheses • Recurrent Fuzzy Neural Networks • Selective Stimulation • Surface Neuroprostheses for Grasping
• ISBN-10: 3-030-02735-X / 303002735X
• ISBN-13: 978-3-030-02735-3 / 9783030027353