Electromyography control of robotic systems

dc.contributorBischoff Stefan, prof. RNDr. : 60057
dc.contributor.advisorKoprnický Jan, Ing. Ph.D. : 54923
dc.contributor.authorGriaznov, Denis
dc.date.accessioned2020-09-23T10:01:59Z
dc.date.available2020-09-23T10:01:59Z
dc.date.committed2020-5-18
dc.date.defense2020-06-15
dc.date.submitted2019-11-8
dc.date.updated2020-6-15
dc.degree.levelIng.
dc.description.abstractThis 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.abstractThis 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.format41 p. (48 872 characters)
dc.format.extentIlustrace, Schémata, Grafy, Tabulky Program for PC, program for Arduino, ML models in Python.
dc.identifier.signatureV 202002136
dc.identifier.urihttps://dspace.tul.cz/handle/15240/157776
dc.language.isoan
dc.relation.isbasedonrenewcommandlabelenumi[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.rightsVysokoškolská 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/26cs
dc.rightsA 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/26en
dc.rights.urihttps://knihovna.tul.cz/document/26
dc.rights.urihttps://www.mkcr.cz/assets/autorske-pravo/01-3982006.pdf
dc.subjectelectromyographycs
dc.subjectMyo Armbandcs
dc.subjectrobotic controlcs
dc.subjectneural networkscs
dc.subjectelectromyographyen
dc.subjectMyo Armbanden
dc.subjectrobotic controlen
dc.subjectneural networksen
dc.titleElectromyography control of robotic systemscs
dc.titleElectromyography control of robotic systemsen
dc.typediplomová prácecs
local.degree.abbreviationNavazující
local.degree.disciplineMEA
local.degree.programmeMechatronics
local.degree.programmeabbreviationN0714A150003
local.department.abbreviationMTI
local.facultyFakulta mechatroniky, informatiky a mezioborových studiícs
local.faculty.abbreviationFM
local.identifier.authorM19000191
local.identifier.stag40675
local.identifier.verbis
local.identifier.verbiskpw06667705
local.note.administratorsautomat
local.note.secrecyPovoleno ZverejnitPraci Povoleno ZverejnitPosudky
local.poradovecislo2136
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