SlideShare a Scribd company logo
1 of 4
Download to read offline
International Journal of Engineering Research and Development
ISSN: 2278-067X, Volume 1, Issue 7 (June 2012), PP.15-18
www.ijerd.com

     Analysis of Surface Electromyogram Signals during Human
                         Finger Movements
                                                    Adhiti Gupta
                                 Instrumentation and Control Department, PTU University


Abstract—In this paper we study the method to detect the Electromyogram signals for different hand movements as
flexion/extension, adduction/abduction. The software used independently to note the different position of fingers and thumb
in Lab View using NI-cRIO (National Instrumet Compaq Reconfigure Input/output).

Keywords—Surface Electromyogram (SEMG), Muscle activity; Finger flexure movement, Flexor Carpi Ulnaris, Palmaris
Longus, Extensor Digitorum.

                                              I.        INTRODUCTION
           In the anatomy of the human hand, the hand is distal to the forearm, and its includes the carpus or wrist. The wrist
is used for the distal end of the forearm, a wrist-watch being worn over the lower ends of the radius and ulna. The fingers (or
digits of the hand) are numbered from one to five, beginning with the thumb. The fingers should be identified by name rather
than by number: thumb (pollex), and index, middle, ring, and little fingers. The thenar and hypothenar are adjectives
referring to the thumb and little finger, respectively. The finger of the hand are movable in four direction Flexion (bending),
Extension (straightening), abduction (moving sideways from the body), adduction (moving sideways towards the body). [3]

           The paper consists study of joints and muscles that are required for the movements of hand. Movement of the hand
is carried out by several groups of muscles. The muscles that flex the fingers, primarily flexor digitorum superficialis and
flexor digitorum profundus, are located in the palmar aspect of the forearm. The muscles that extend the finger, primarily the
extensor digitorum, are located in the dorsal aspect of the forearm. The most technological advanced and common method
employed for prosthesis control is based on Electromyogram signal processing; to my electrically controlled a Dexterous
prosthesis. It is necessary to map Electromyogram signal corresponding to different muscle contraction of different finger
movements.




                                                   Fig.1 Muscles of forearm

                                      II.          MATERIAL AND METHOD

A. Surface Electromyogram(SEMG)
          The movement of the hand, either the thumb faces the other fingers, or all the fingers move independently. The
muscles that operate the fingers have complicated structure. The muscles operating the joints of different fingers are
normally generated from the arm or hand. Three kinds of muscles that generated from the arm participate in flexure of
fingers. They are flexure digitorum superficialis muscle, flexure digitorum profundus muscle and flexure pollicis longus
muscle. The flexure pollicis longus muscle participates in flexure of the thumb, where as flexure digitorum superficialis
muscle and flexure digitorum profundus muscles participate in flexure of the index finger, middle finger, ring finger and
small finger. With the surface EMG from the forearm portion; it is possible to recognize the flexure operation of the finger.
The SEMG signal is recorded from the forearm muscles. The SEMG is recorded non-invasively by surface electrodes. The
muscle for finger adduction/abduction are laying inside the hand, so they are not detectable directly, but their response is
measureable in the muscles of the lower arm, so adduction/abduction of different finger is distinguished with the
combination of all Electromyogram signals.[1]

                                                             15
Analysis of Surface Electromyogram Signals during Human Finger Movements

B. Method
    In this paper the data was collected from five subjects and the Surface Electromyogram signal were acquired using an
in-house built amplification and acquisition system cRIO (Compaq reconfigure input/output) .A custom-built Lab View
application was used to store and record the data. Surface Electrode were used, the electrode were placed at different muscle
sites so as to take the different finger movements [5]. Four forearm muscles were identified as suitable candidates for
classification through a trade-off experimental procedure. The four selected muscles were Flexor Carpi Ulnaris (FCU),
Palmaris Longus (PL), Extensor Digitorum (ED) and Extensor Carpi Radialis (ECR). In this paper the different finger
movements were analyzed. The position of electrodes placement is shown in figure below.




                                             Fig.2 Position of electrodes placement

                                      III.        RESUTS AND DISCUSSION
          The result consists of flexion and extension of the index and middle finger individually as well as thumb and a
hand at rest. These movements would account for individual control of each digit of a multifingered and helping for
recording Surface Electromyogram signals. The results for different movements of finger and thumb are shown below:

       1)   The below graph shows the hand position when it is completely in rest.




                                               Fig.3 Hand is in resting position

       2)   The below graph shows the hand position when it is closed.




                                                Fig.4 Hand is in closing position


       3)   The below graph shows the movement of fingers and thumb when it is flexed.




                                                              16
Analysis of Surface Electromyogram Signals during Human Finger Movements




                                                              a)




                                                              b)

                                       Fig.5 a) Finger movement b) Thumb movement

         By comparing the outcome of different movement of hand and fingers it can be noted that there is a little to no
change in the waveform. It is noticed that the finger movements are largely controlled by two muscles system. The first
system, the Flexor Digitorium system, is located in the upper part of the forearm near the elbow. The second system,
Extensors Digitorium muscles are used to straighten the finger and knuckle joints, opening the hand. These muscles and their
tendons run from the elbow, over the wrist and the back of the hand to connect with the knuckle and finger joints via the
Extensor Expansion sheet that extends over the back of each finger.

                                               IV.       CONCLUSIONS
          This briefly constitutes the anatomical basis of finger mechanism, from which it can be seen that normal hand
function is the result only of highly complex and versatile structural arrangement. It is possible to continuously decode finger
position from SEMG signals collected from a generalized electrode placement. When the fingers are moved independently it
is possible to distinguish finger movements. The waveforms obtained in LabView are nondetermistic. In future, working on
prosthetic forearm will be the great achievement in this software.

                                          V.         ACKNOWLEDGMENT
         I would like to thanks the faculty of the college for their guidance and support to complete my research work. I
would also like to thanks my guide who supported me in learning and explaining the LabView functionality.




                                                              17
Analysis of Surface Electromyogram Signals during Human Finger Movements

                                                 REFERENCES
[1].   Jones,F.W., The Principles of Anatomy as Seen in the Hand , 2nd ed.,Baillier, Tindall, and Cox,London,readable
       classic, 1942.Gray, Henry, Anatomy of the Human Body. Philadelphia: Lea& Febiger, 1918; Bartleby.com, 2000.
[2].   Elaine N. Marieb, Katja Hoehn, ―Science Human Anatomy and Physiology,‖ Google Book Result, June 2010, pp.
       357–60.
[3].   K.-P. Hoffmann, M .C. Carrozza, S. Micera, K. P. Koch, K. Yoshida, R..Ruff, ―The Sensitive Hand Prosthesis-an
       Innovative Project,‖ in Proceedings of Orthopdie-Technik 8/07, 2007, pp. 564-570.
[4].   F. V. G. Tenore, A. Ramos, A. Fahmy, S. Acharya, R. Etienne-Cummings, and N. V. Thakor, ―Decoding of
       Individuated finger Movements Using Surface Electromyography,‖IEEE transactions on bio-medical
       engineering,vol.56,no. 5,pp. 1427-34,May 2009.
[5].   A. Andrews, ―Finger Movement classification Using Forearm EMG Signals,‖M.Sc. dissertation, Queen’s
       University, Kingston, On, Canada, 2008.
[6].   LanlanYu, Tianxing Meng, Jian Hu, ―The finger Movement Identification Based on Fuzzy Clustering and BP
       Neural Network Performance,‖ 24-26 July 2009.
[7].   Heather M. Seifert1 and Andrew J. Fuglevand, ―Restoration of Movement Using Functional Electrical Stimulation
       and Bayes Theorem,‖ The Journal of Neuroscience, November 1, 2002, 22(21):9465-9474.
[8].   Suzuki, R., and Suematsu, T., ―Pattern Recognition of Multichannel Myoelectric Signals by Learning Method,‖
       Japanese of Medical Electronics and Biological Engineering.vo 1.7.no.1.pp.47-50, 1969.
[9].   Gray, Henry, Anatomy of the Human Body. Philadelphia: Lea& Febiger, 1918; Bartleby.com, 2000.




                                                        18

More Related Content

Similar to Analysis of Surface Electromyogram Signals during Human Finger Movements

Hand anatomy and biomechanics wrist examination.pptx
Hand anatomy and biomechanics wrist examination.pptxHand anatomy and biomechanics wrist examination.pptx
Hand anatomy and biomechanics wrist examination.pptxIbnSaad1
 
Novel Approaches for Robotic Control Using Flex Sensor
Novel Approaches for Robotic Control Using Flex SensorNovel Approaches for Robotic Control Using Flex Sensor
Novel Approaches for Robotic Control Using Flex SensorIJERA Editor
 
MSK L016 Upper 05 Muscles of hand anatomy .pdf
MSK L016 Upper 05 Muscles of hand anatomy .pdfMSK L016 Upper 05 Muscles of hand anatomy .pdf
MSK L016 Upper 05 Muscles of hand anatomy .pdfAHMED ASHOUR
 
Bionic arm using muscle sensor v3
Bionic arm using muscle sensor v3Bionic arm using muscle sensor v3
Bionic arm using muscle sensor v3IJARIIT
 
MEDIAN NERVE PALSY AND TENDON TRANSFERS
MEDIAN NERVE PALSY AND TENDON TRANSFERSMEDIAN NERVE PALSY AND TENDON TRANSFERS
MEDIAN NERVE PALSY AND TENDON TRANSFERSBenthungo Tungoe
 
RADIAL NERVE PALSY AND TENDON TRANSFER
RADIAL NERVE PALSY AND TENDON TRANSFERRADIAL NERVE PALSY AND TENDON TRANSFER
RADIAL NERVE PALSY AND TENDON TRANSFERBenthungo Tungoe
 
INFLUENCE OF GENDER ON MUSCLE ACTIVITY PATTERNS DURING NORMAL AND FAST WALKING
INFLUENCE OF GENDER ON MUSCLE ACTIVITY PATTERNS DURING NORMAL AND FAST WALKING INFLUENCE OF GENDER ON MUSCLE ACTIVITY PATTERNS DURING NORMAL AND FAST WALKING
INFLUENCE OF GENDER ON MUSCLE ACTIVITY PATTERNS DURING NORMAL AND FAST WALKING ijbesjournal
 
median nerve injuries.pptx
median nerve injuries.pptxmedian nerve injuries.pptx
median nerve injuries.pptxSaurabh Agrawal
 
Acquisition of sEMG Signals During Human Ankle Movement
Acquisition of sEMG Signals During Human Ankle MovementAcquisition of sEMG Signals During Human Ankle Movement
Acquisition of sEMG Signals During Human Ankle MovementIJERD Editor
 
Median nerve injuries
Median nerve injuriesMedian nerve injuries
Median nerve injuriesMahak Jain
 
Prosthetic Arm for Amputees
Prosthetic Arm for AmputeesProsthetic Arm for Amputees
Prosthetic Arm for Amputeesvivatechijri
 
Contents lists available at ScienceDirectNeuroscience Lett.docx
Contents lists available at ScienceDirectNeuroscience Lett.docxContents lists available at ScienceDirectNeuroscience Lett.docx
Contents lists available at ScienceDirectNeuroscience Lett.docxbobbywlane695641
 
Application of EMG and Force Signals of Elbow Joint on Robot-assisted Arm Tra...
Application of EMG and Force Signals of Elbow Joint on Robot-assisted Arm Tra...Application of EMG and Force Signals of Elbow Joint on Robot-assisted Arm Tra...
Application of EMG and Force Signals of Elbow Joint on Robot-assisted Arm Tra...TELKOMNIKA JOURNAL
 
Actividad muscular y Electromiograma
Actividad muscular y ElectromiogramaActividad muscular y Electromiograma
Actividad muscular y Electromiogramaluisa_jonathan
 

Similar to Analysis of Surface Electromyogram Signals during Human Finger Movements (20)

Hand anatomy and biomechanics wrist examination.pptx
Hand anatomy and biomechanics wrist examination.pptxHand anatomy and biomechanics wrist examination.pptx
Hand anatomy and biomechanics wrist examination.pptx
 
L502027981
L502027981L502027981
L502027981
 
Novel Approaches for Robotic Control Using Flex Sensor
Novel Approaches for Robotic Control Using Flex SensorNovel Approaches for Robotic Control Using Flex Sensor
Novel Approaches for Robotic Control Using Flex Sensor
 
Examination Of The Hand & Wrist
Examination Of The Hand & WristExamination Of The Hand & Wrist
Examination Of The Hand & Wrist
 
MSK L016 Upper 05 Muscles of hand anatomy .pdf
MSK L016 Upper 05 Muscles of hand anatomy .pdfMSK L016 Upper 05 Muscles of hand anatomy .pdf
MSK L016 Upper 05 Muscles of hand anatomy .pdf
 
Bionic arm using muscle sensor v3
Bionic arm using muscle sensor v3Bionic arm using muscle sensor v3
Bionic arm using muscle sensor v3
 
MEDIAN NERVE PALSY AND TENDON TRANSFERS
MEDIAN NERVE PALSY AND TENDON TRANSFERSMEDIAN NERVE PALSY AND TENDON TRANSFERS
MEDIAN NERVE PALSY AND TENDON TRANSFERS
 
L-11 wrist&hand.ppt
L-11 wrist&hand.pptL-11 wrist&hand.ppt
L-11 wrist&hand.ppt
 
RADIAL NERVE PALSY AND TENDON TRANSFER
RADIAL NERVE PALSY AND TENDON TRANSFERRADIAL NERVE PALSY AND TENDON TRANSFER
RADIAL NERVE PALSY AND TENDON TRANSFER
 
INFLUENCE OF GENDER ON MUSCLE ACTIVITY PATTERNS DURING NORMAL AND FAST WALKING
INFLUENCE OF GENDER ON MUSCLE ACTIVITY PATTERNS DURING NORMAL AND FAST WALKING INFLUENCE OF GENDER ON MUSCLE ACTIVITY PATTERNS DURING NORMAL AND FAST WALKING
INFLUENCE OF GENDER ON MUSCLE ACTIVITY PATTERNS DURING NORMAL AND FAST WALKING
 
median nerve injuries.pptx
median nerve injuries.pptxmedian nerve injuries.pptx
median nerve injuries.pptx
 
Acquisition of sEMG Signals During Human Ankle Movement
Acquisition of sEMG Signals During Human Ankle MovementAcquisition of sEMG Signals During Human Ankle Movement
Acquisition of sEMG Signals During Human Ankle Movement
 
Median nerve injuries
Median nerve injuriesMedian nerve injuries
Median nerve injuries
 
Prosthetic Arm for Amputees
Prosthetic Arm for AmputeesProsthetic Arm for Amputees
Prosthetic Arm for Amputees
 
Contents lists available at ScienceDirectNeuroscience Lett.docx
Contents lists available at ScienceDirectNeuroscience Lett.docxContents lists available at ScienceDirectNeuroscience Lett.docx
Contents lists available at ScienceDirectNeuroscience Lett.docx
 
13 ms Forearm.ppt
13 ms Forearm.ppt13 ms Forearm.ppt
13 ms Forearm.ppt
 
Application of EMG and Force Signals of Elbow Joint on Robot-assisted Arm Tra...
Application of EMG and Force Signals of Elbow Joint on Robot-assisted Arm Tra...Application of EMG and Force Signals of Elbow Joint on Robot-assisted Arm Tra...
Application of EMG and Force Signals of Elbow Joint on Robot-assisted Arm Tra...
 
Biomechatronics
BiomechatronicsBiomechatronics
Biomechatronics
 
Actividad muscular y Electromiograma
Actividad muscular y ElectromiogramaActividad muscular y Electromiograma
Actividad muscular y Electromiograma
 
K44095156
K44095156K44095156
K44095156
 

More from IJERD Editor

A Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service AttacksA Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service AttacksIJERD Editor
 
MEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACEMEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACEIJERD Editor
 
Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...IJERD Editor
 
Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’IJERD Editor
 
Reducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding DesignReducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding DesignIJERD Editor
 
Router 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and VerificationRouter 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and VerificationIJERD Editor
 
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...IJERD Editor
 
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVRMitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVRIJERD Editor
 
Study on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive ManufacturingStudy on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive ManufacturingIJERD Editor
 
Spyware triggering system by particular string value
Spyware triggering system by particular string valueSpyware triggering system by particular string value
Spyware triggering system by particular string valueIJERD Editor
 
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...IJERD Editor
 
Secure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid SchemeSecure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid SchemeIJERD Editor
 
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...IJERD Editor
 
Gesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web CameraGesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web CameraIJERD Editor
 
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...IJERD Editor
 
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...IJERD Editor
 
Moon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF DxingMoon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF DxingIJERD Editor
 
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...IJERD Editor
 
Importance of Measurements in Smart Grid
Importance of Measurements in Smart GridImportance of Measurements in Smart Grid
Importance of Measurements in Smart GridIJERD Editor
 
Study of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powderStudy of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powderIJERD Editor
 

More from IJERD Editor (20)

A Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service AttacksA Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
A Novel Method for Prevention of Bandwidth Distributed Denial of Service Attacks
 
MEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACEMEMS MICROPHONE INTERFACE
MEMS MICROPHONE INTERFACE
 
Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...Influence of tensile behaviour of slab on the structural Behaviour of shear c...
Influence of tensile behaviour of slab on the structural Behaviour of shear c...
 
Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’Gold prospecting using Remote Sensing ‘A case study of Sudan’
Gold prospecting using Remote Sensing ‘A case study of Sudan’
 
Reducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding DesignReducing Corrosion Rate by Welding Design
Reducing Corrosion Rate by Welding Design
 
Router 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and VerificationRouter 1X3 – RTL Design and Verification
Router 1X3 – RTL Design and Verification
 
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
Active Power Exchange in Distributed Power-Flow Controller (DPFC) At Third Ha...
 
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVRMitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
Mitigation of Voltage Sag/Swell with Fuzzy Control Reduced Rating DVR
 
Study on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive ManufacturingStudy on the Fused Deposition Modelling In Additive Manufacturing
Study on the Fused Deposition Modelling In Additive Manufacturing
 
Spyware triggering system by particular string value
Spyware triggering system by particular string valueSpyware triggering system by particular string value
Spyware triggering system by particular string value
 
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
A Blind Steganalysis on JPEG Gray Level Image Based on Statistical Features a...
 
Secure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid SchemeSecure Image Transmission for Cloud Storage System Using Hybrid Scheme
Secure Image Transmission for Cloud Storage System Using Hybrid Scheme
 
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
Application of Buckley-Leverett Equation in Modeling the Radius of Invasion i...
 
Gesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web CameraGesture Gaming on the World Wide Web Using an Ordinary Web Camera
Gesture Gaming on the World Wide Web Using an Ordinary Web Camera
 
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
Hardware Analysis of Resonant Frequency Converter Using Isolated Circuits And...
 
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
Simulated Analysis of Resonant Frequency Converter Using Different Tank Circu...
 
Moon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF DxingMoon-bounce: A Boon for VHF Dxing
Moon-bounce: A Boon for VHF Dxing
 
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
“MS-Extractor: An Innovative Approach to Extract Microsatellites on „Y‟ Chrom...
 
Importance of Measurements in Smart Grid
Importance of Measurements in Smart GridImportance of Measurements in Smart Grid
Importance of Measurements in Smart Grid
 
Study of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powderStudy of Macro level Properties of SCC using GGBS and Lime stone powder
Study of Macro level Properties of SCC using GGBS and Lime stone powder
 

Recently uploaded

(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...Taniya Sharma
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...narwatsonia7
 
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...parulsinha
 
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...astropune
 
Call Girls Bangalore Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Sheetaleventcompany
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...jageshsingh5554
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...narwatsonia7
 
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 9332606886 ⟟ Call Me For Ge...
Top Rated Bangalore Call Girls Richmond Circle ⟟  9332606886 ⟟ Call Me For Ge...Top Rated Bangalore Call Girls Richmond Circle ⟟  9332606886 ⟟ Call Me For Ge...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 9332606886 ⟟ Call Me For Ge...narwatsonia7
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableDipal Arora
 
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...parulsinha
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426jennyeacort
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 

Recently uploaded (20)

(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...
 
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
 
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
 
Call Girls Bangalore Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
 
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
 
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 9332606886 ⟟ Call Me For Ge...
Top Rated Bangalore Call Girls Richmond Circle ⟟  9332606886 ⟟ Call Me For Ge...Top Rated Bangalore Call Girls Richmond Circle ⟟  9332606886 ⟟ Call Me For Ge...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 9332606886 ⟟ Call Me For Ge...
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
 
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
 
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
 

Analysis of Surface Electromyogram Signals during Human Finger Movements

  • 1. International Journal of Engineering Research and Development ISSN: 2278-067X, Volume 1, Issue 7 (June 2012), PP.15-18 www.ijerd.com Analysis of Surface Electromyogram Signals during Human Finger Movements Adhiti Gupta Instrumentation and Control Department, PTU University Abstract—In this paper we study the method to detect the Electromyogram signals for different hand movements as flexion/extension, adduction/abduction. The software used independently to note the different position of fingers and thumb in Lab View using NI-cRIO (National Instrumet Compaq Reconfigure Input/output). Keywords—Surface Electromyogram (SEMG), Muscle activity; Finger flexure movement, Flexor Carpi Ulnaris, Palmaris Longus, Extensor Digitorum. I. INTRODUCTION In the anatomy of the human hand, the hand is distal to the forearm, and its includes the carpus or wrist. The wrist is used for the distal end of the forearm, a wrist-watch being worn over the lower ends of the radius and ulna. The fingers (or digits of the hand) are numbered from one to five, beginning with the thumb. The fingers should be identified by name rather than by number: thumb (pollex), and index, middle, ring, and little fingers. The thenar and hypothenar are adjectives referring to the thumb and little finger, respectively. The finger of the hand are movable in four direction Flexion (bending), Extension (straightening), abduction (moving sideways from the body), adduction (moving sideways towards the body). [3] The paper consists study of joints and muscles that are required for the movements of hand. Movement of the hand is carried out by several groups of muscles. The muscles that flex the fingers, primarily flexor digitorum superficialis and flexor digitorum profundus, are located in the palmar aspect of the forearm. The muscles that extend the finger, primarily the extensor digitorum, are located in the dorsal aspect of the forearm. The most technological advanced and common method employed for prosthesis control is based on Electromyogram signal processing; to my electrically controlled a Dexterous prosthesis. It is necessary to map Electromyogram signal corresponding to different muscle contraction of different finger movements. Fig.1 Muscles of forearm II. MATERIAL AND METHOD A. Surface Electromyogram(SEMG) The movement of the hand, either the thumb faces the other fingers, or all the fingers move independently. The muscles that operate the fingers have complicated structure. The muscles operating the joints of different fingers are normally generated from the arm or hand. Three kinds of muscles that generated from the arm participate in flexure of fingers. They are flexure digitorum superficialis muscle, flexure digitorum profundus muscle and flexure pollicis longus muscle. The flexure pollicis longus muscle participates in flexure of the thumb, where as flexure digitorum superficialis muscle and flexure digitorum profundus muscles participate in flexure of the index finger, middle finger, ring finger and small finger. With the surface EMG from the forearm portion; it is possible to recognize the flexure operation of the finger. The SEMG signal is recorded from the forearm muscles. The SEMG is recorded non-invasively by surface electrodes. The muscle for finger adduction/abduction are laying inside the hand, so they are not detectable directly, but their response is measureable in the muscles of the lower arm, so adduction/abduction of different finger is distinguished with the combination of all Electromyogram signals.[1] 15
  • 2. Analysis of Surface Electromyogram Signals during Human Finger Movements B. Method In this paper the data was collected from five subjects and the Surface Electromyogram signal were acquired using an in-house built amplification and acquisition system cRIO (Compaq reconfigure input/output) .A custom-built Lab View application was used to store and record the data. Surface Electrode were used, the electrode were placed at different muscle sites so as to take the different finger movements [5]. Four forearm muscles were identified as suitable candidates for classification through a trade-off experimental procedure. The four selected muscles were Flexor Carpi Ulnaris (FCU), Palmaris Longus (PL), Extensor Digitorum (ED) and Extensor Carpi Radialis (ECR). In this paper the different finger movements were analyzed. The position of electrodes placement is shown in figure below. Fig.2 Position of electrodes placement III. RESUTS AND DISCUSSION The result consists of flexion and extension of the index and middle finger individually as well as thumb and a hand at rest. These movements would account for individual control of each digit of a multifingered and helping for recording Surface Electromyogram signals. The results for different movements of finger and thumb are shown below: 1) The below graph shows the hand position when it is completely in rest. Fig.3 Hand is in resting position 2) The below graph shows the hand position when it is closed. Fig.4 Hand is in closing position 3) The below graph shows the movement of fingers and thumb when it is flexed. 16
  • 3. Analysis of Surface Electromyogram Signals during Human Finger Movements a) b) Fig.5 a) Finger movement b) Thumb movement By comparing the outcome of different movement of hand and fingers it can be noted that there is a little to no change in the waveform. It is noticed that the finger movements are largely controlled by two muscles system. The first system, the Flexor Digitorium system, is located in the upper part of the forearm near the elbow. The second system, Extensors Digitorium muscles are used to straighten the finger and knuckle joints, opening the hand. These muscles and their tendons run from the elbow, over the wrist and the back of the hand to connect with the knuckle and finger joints via the Extensor Expansion sheet that extends over the back of each finger. IV. CONCLUSIONS This briefly constitutes the anatomical basis of finger mechanism, from which it can be seen that normal hand function is the result only of highly complex and versatile structural arrangement. It is possible to continuously decode finger position from SEMG signals collected from a generalized electrode placement. When the fingers are moved independently it is possible to distinguish finger movements. The waveforms obtained in LabView are nondetermistic. In future, working on prosthetic forearm will be the great achievement in this software. V. ACKNOWLEDGMENT I would like to thanks the faculty of the college for their guidance and support to complete my research work. I would also like to thanks my guide who supported me in learning and explaining the LabView functionality. 17
  • 4. Analysis of Surface Electromyogram Signals during Human Finger Movements REFERENCES [1]. Jones,F.W., The Principles of Anatomy as Seen in the Hand , 2nd ed.,Baillier, Tindall, and Cox,London,readable classic, 1942.Gray, Henry, Anatomy of the Human Body. Philadelphia: Lea& Febiger, 1918; Bartleby.com, 2000. [2]. Elaine N. Marieb, Katja Hoehn, ―Science Human Anatomy and Physiology,‖ Google Book Result, June 2010, pp. 357–60. [3]. K.-P. Hoffmann, M .C. Carrozza, S. Micera, K. P. Koch, K. Yoshida, R..Ruff, ―The Sensitive Hand Prosthesis-an Innovative Project,‖ in Proceedings of Orthopdie-Technik 8/07, 2007, pp. 564-570. [4]. F. V. G. Tenore, A. Ramos, A. Fahmy, S. Acharya, R. Etienne-Cummings, and N. V. Thakor, ―Decoding of Individuated finger Movements Using Surface Electromyography,‖IEEE transactions on bio-medical engineering,vol.56,no. 5,pp. 1427-34,May 2009. [5]. A. Andrews, ―Finger Movement classification Using Forearm EMG Signals,‖M.Sc. dissertation, Queen’s University, Kingston, On, Canada, 2008. [6]. LanlanYu, Tianxing Meng, Jian Hu, ―The finger Movement Identification Based on Fuzzy Clustering and BP Neural Network Performance,‖ 24-26 July 2009. [7]. Heather M. Seifert1 and Andrew J. Fuglevand, ―Restoration of Movement Using Functional Electrical Stimulation and Bayes Theorem,‖ The Journal of Neuroscience, November 1, 2002, 22(21):9465-9474. [8]. Suzuki, R., and Suematsu, T., ―Pattern Recognition of Multichannel Myoelectric Signals by Learning Method,‖ Japanese of Medical Electronics and Biological Engineering.vo 1.7.no.1.pp.47-50, 1969. [9]. Gray, Henry, Anatomy of the Human Body. Philadelphia: Lea& Febiger, 1918; Bartleby.com, 2000. 18