Electromyography control of robotic systems
dc.contributor | Bischoff Stefan, prof. RNDr. : 60057 | |
dc.contributor.advisor | Koprnický Jan, Ing. Ph.D. : 54923 | |
dc.contributor.author | Griaznov, Denis | |
dc.date.accessioned | 2020-09-23T10:01:59Z | |
dc.date.available | 2020-09-23T10:01:59Z | |
dc.date.committed | 2020-5-18 | |
dc.date.defense | 2020-06-15 | |
dc.date.submitted | 2019-11-8 | |
dc.date.updated | 2020-6-15 | |
dc.degree.level | Ing. | |
dc.description.abstract | This work describes research of myoelectric interfaces and their application for controlling robotic systems. Hand gesture data collection software has been created. The neural network was designed and trained to recognize various gestures. The accuracy was 0.96 for four gestures and 0.925 for seven gestures. The prototype of myoelectric signals controlled robot with two degrees of freedom was created. Wireless direct control via bluetooth was implemented. | cs |
dc.description.abstract | This work describes research of myoelectric interfaces and their application for controlling robotic systems. Hand gesture data collection software has been created. The neural network was designed and trained to recognize various gestures. The accuracy was 0.96 for four gestures and 0.925 for seven gestures. The prototype of myoelectric signals controlled robot with two degrees of freedom was created. Wireless direct control via bluetooth was implemented. | en |
dc.description.mark | ||
dc.format | 41 p. (48 872 characters) | |
dc.format.extent | Ilustrace, Schémata, Grafy, Tabulky Program for PC, program for Arduino, ML models in Python. | |
dc.identifier.signature | V 202002136 | |
dc.identifier.uri | https://dspace.tul.cz/handle/15240/157776 | |
dc.language.iso | an | |
dc.relation.isbasedon | renewcommandlabelenumi[theenumi] beginarab item HASSAN, Hussein F., Sadiq J. ABOU-LOUKH a Ibraheem Kasim IBRAHEEM. Teleoperated robotic arm movement using electromyography signal with wearable Myo armband. Journal of King Saud University - Engineering Sciences. 2019. DOI: 10.1016/j.jksues.2019.05.001. ISSN 1018-3639. Available from: http://www.sciencedirect.com/science/article/pii/S1018363919300340 item VISCONTI, P., F. GAETANI, G. A. ZAPPATORE a P. PRIMICERI. Technical Features and Functionalities of Myo Armband: An Overview on Related Literature and Advanced Applications of Myoelectric Armbands Mainly Focused on Arm Prostheses. International Journal on Smart Sensing and Intelligent Systems. 2018, 11(1), 1?25. DOI: 10.21307/ijssis-2018-005. ISSN 1178-5608. Available from: https://www.exeley.com/in_jour_smart_sensing_and_intelligent_systems/doi/10.21307/ijssis-2018-005 item GERYES, M., J. CHARARA, A. SKAIKY, A. MCHEICK a J. GIRAULT. A novel biomedical application for the Myo gesture control armband. In: 2017 29th International Conference on Microelectronics (ICM). 2017, p. 1-4. DOI: 10.1109/ICM.2017.8268823. item MORAIS, Gabriel Doretto, Leonardo C. NEVES, Andrey A. MASIERO a Maria Claudia F. CASTRO. Application of Myo Armband System to Control a Robot Interface:. In: 9th International Conference on Bio-inspired Systems and Signal Processing. SCITEPRESS - Science and and Technology Publications, 2016, p. 227-231. DOI: 10.5220/0005706302270231. ISBN 978-989-758-170-0. Available from: http://www.scitepress.org/DigitalLibrary/Link.aspx?doi=10.5220/0005706302270231 item ABDUO, Mahmoud a Matthias GALSTER. Myo Gesture Control Armband for Medical Applications. Engineering: Reports. University of Canterbury, 2015, 2015(693), 1-29. Available from: https://ir.canterbury.ac.nz/handle/10092/14449 item MUZUMDAR, Ashok. Powered Upper Limb Prostheses: Control, Implementation and Clinical Application. 1. Berlin Heidelberg: Springer-Verlag, 2004. ISBN 978-3-642-62302-8. endarab | |
dc.rights | Vysokoškolská závěrečná práce je autorské dílo chráněné dle zákona č. 121/2000 Sb., autorský zákon, ve znění pozdějších předpisů. Je možné pořizovat z něj na své náklady a pro svoji osobní potřebu výpisy, opisy a rozmnoženiny. Jeho využití musí být v souladu s autorským zákonem https://www.mkcr.cz/assets/autorske-pravo/01-3982006.pdf a citační etikou https://knihovna.tul.cz/document/26 | cs |
dc.rights | A university thesis is a work protected by the Copyright Act. Extracts, copies and transcripts of the thesis are allowed for personal use only and at one?s own expense. The use of thesis should be in compliance with the Copyright Act. https://www.mkcr.cz/assets/autorske-pravo/01-3982006.pdf and the citation ethics https://knihovna.tul.cz/document/26 | en |
dc.rights.uri | https://knihovna.tul.cz/document/26 | |
dc.rights.uri | https://www.mkcr.cz/assets/autorske-pravo/01-3982006.pdf | |
dc.subject | electromyography | cs |
dc.subject | Myo Armband | cs |
dc.subject | robotic control | cs |
dc.subject | neural networks | cs |
dc.subject | electromyography | en |
dc.subject | Myo Armband | en |
dc.subject | robotic control | en |
dc.subject | neural networks | en |
dc.title | Electromyography control of robotic systems | cs |
dc.title | Electromyography control of robotic systems | en |
dc.type | diplomová práce | cs |
local.degree.abbreviation | Navazující | |
local.degree.discipline | MEA | |
local.degree.programme | Mechatronics | |
local.degree.programmeabbreviation | N0714A150003 | |
local.department.abbreviation | MTI | |
local.faculty | Fakulta mechatroniky, informatiky a mezioborových studií | cs |
local.faculty.abbreviation | FM | |
local.identifier.author | M19000191 | |
local.identifier.stag | 40675 | |
local.identifier.verbis | ||
local.identifier.verbis | kpw06667705 | |
local.note.administrators | automat | |
local.note.secrecy | Povoleno ZverejnitPraci Povoleno ZverejnitPosudky | |
local.poradovecislo | 2136 |
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