Feature Extraction of MES (MyoElectricSignal) using Temporal approach for prosthetic arm control
|
|
- Erik Singleton
- 7 years ago
- Views:
Transcription
1 International Journal of Electronics and Computer Science Engineering 678 Available Online at ISSN Feature Extraction of MES (MyoElectricSignal) using Temporal approach for prosthetic arm control Mr. Santosh S. Patil 1, Prof. Mahesh S. Kumbhar Rajarambapu Institute of Technology Department of Electronics and Communication Engineering 1 Student M.Tech(Digital System) 2 Associate Professor & Head of Department 1 - san19786@gmail.com 2 - mahesh.kumbhar@ritindia.edu Abstract- Extracting MES signal is the very basic need before movement classification for driving prosthetic arm. Analysing accurate and optimum features form acquiesced MES signal is very useful for meaningful classification of movement. In this paper we have describes the temporal approach in time domain to extract the features form EMG signals which is referred as MUAP. We have discussed MAV method from temporal approach. In this paper we present classification of arm open, close and hold movement. This paper will describe method of analysing MES signal in MATLAB tool & also analysing the linear motion of the actuating device with the help of microcontroller using PROTEUS tool. Result and Conclusion section describes the simulation and practical result of proposed work. Keywords MyoElectricSignal (MES), Electromyography (EMG), Motor Activation Unit Potential (MAUP), Mean absolute value (MAV). I. INTRODUCTION This research work describes the methodology of collecting EMG signal and hardware software approach to drive the prosthetic arm. In first method I have designed the simulation system which acquires the EMG signals from the surface these signal then denoised and amplified to required potential value. In second method I have designed the method which is calculating the linear relationship between the movements and the response rotation of the motor. Following fig 1.1 shows the block diagram of my proposed work. Body BIO Signal Data Acquisition and Data Segmentation Raw Signal Feature Extraction Raw Signal Dimensionality Reduction Prosthetic Device Controller Classification Fig. 1.1 Block Diagram for proposed work. I have worked on the two approaches First approach drives the hand through entire electronic hardware. In second approach I have recorded the EMG signals in to the database and analyzed the signal to find out the extracted pulses
2 679 Feature Extraction of MES (MyoElectricSignal) using Temporal approach for prosthetic arm control by applying temporal approach with the help of MATLAB tool. The extracted MUAP pulses p then given to the microcontroller and based on the switching network I have classified the open, Close and holding movements. Ton-Tai Pan et.al [7] have discussed on Design of myoelectric controlled partial Hand, Hand EMG Signal processing circuit, System design includes, Electronic circuit Sensors, Prosthesis Mechanism.,, Design Methodology and System Implementation by considering Lifting and Gripping Force improvement. Sijiang Du and Vuskovic, M [6] have discussed on the spectoral and temporal approach for f extracting features from the EMG signal and concluded that temporal method, has offered much better time efficiency and lower dimension of the feature vector than the expensive method based on the short time Thompson transform, with just a slightly smaller classification hit rate II. PROPOSED METHODOLOGY & ALGORITHM A. Hardware Approach Fig 1.2 Photographs of designed work As shown in the Fig 1.2 I have designed EMG instrumentation amplifier and acquiring patient data for further analysis. I am using NI DAQ 6009 data acquisition card. EMG Amplifier and Arm driving kit consist of signal out ou port for Filter, Averaging circuit,, Comparator, Com Timer and relay driving circuit. In this Approach I have selected the Disk Electrode sensors to sense EMG sign signals. als. Which then amplified by the Instrumentation amplifier and then signals are filtered by the High pass butterworth 4th order filter. I have used Mean absolute value (MAV) is an estimate of the mean absolute value of the signal xi in a segment i that is N samples in length for or averaging the signal. 1, 1, 1 Then the average value of the signal is classified to the DC level with the help of comparator. Output of the comparator triggers the delay circuit which then drives the relay circuit to trigger prosthetic arm in open and close position. I have taken EMG signals from the database and perform the analysis of the same using following flow. Algorithm is divided into the following category. 1. Acqusition of EMG signal. 2. Processing. Dc offset. Removal of noise using filter Amplifying signal. 3. Analysis using temporal approach. 4. Sending data to the parallel port. 684
3 IJECSE, Volume2, Number 2 Mr. Santosh S. Patil et al. 680 Fig 1.3 Flowchart for MES Feature extraction As shown in Fig 1.3 first step is to acquire EMG data from the surface of the amputee patient. Second step removes the straight lines available in the signal which is called as removal of DC offset values. Third step removes the noise from the signal. Fourth step determines the threshold value required for shaping signal. Fifth step calculates the MAV for the defined vector and extract the feature from the filtered and rectified signal. Sixth step performs the wave shaping on the Raw extracted pulses. Last step sent those extracted pulses to the parallel port to transmit pulses for further classification. Virtual Simulation To find out precise control characteristics I have designed virtual simulation in proteus which takes the extracted pulses from the MATLAB tool. In this approach I have used microcontroller 8051 to find out the movements of the
4 Feature Extraction of MES (MyoElectricSignal) using Temporal approach for prosthetic arm control 681 motor based on the extracted pulses from the EMG signals. To implement this methodology we required virtual port software to which will create virtual Com port on the work station. Need to extract the pulses in Matlab Tool and send it to the Proteus design on virtual com port. Fig 1.4 Virtual simulation to find linear MUAP movements In this method I have Configure Virtual Serial Port Driver tool to create virtual COM ports on the work station. Motor unit requires pulses to drive following fig shows the received pulses on COM port. Fig 1.5 Virtually transmitted MUAP pulses III. EXPERIMENT AND RESULT In this section I am describing all the results which I have received during the conduction of my research work. Below Fig 1.6 describes acquired EMG signal for different 3 persons. Fig 1.7 describes the MUAP obtained from acquiesced signal. Table 1.1 Describes the MAV values for opening, closing and holding movement. 684
5 IJECSE, Volume2, Number 2 Mr. Santosh S. Patil et al. 682 Fig 1.6 EMG signals for different 3 persons for Opening and movements. Person1 Person2 Person3 Fig 1.7 Extracted MUAP from MES signal Mean Absolute Value Open Close Hold Table 1.1 Observed MAV for open and close movement. Table 1.1 describes the calculated MAV for open and close movement for different three persons. From the results I observed that MAV(Close) > MAV(Open). Observation at Instrumentation Amplifier Observation at Filter 684
6 Feature Extraction of MES (MyoElectricSignal) using Temporal approach for prosthetic arm control Hand 400mv 25ms 500mv 25ms Observation at Averaging Circuit 1 Hand 400mV 25ms 800mv 25ms Observation at Comparator 1 Hand 800mV 25ms 2.0 V 25ms Observation at Comparator 1 Hand 800mV V Hand 800mV 3.7 S 12.0 V 3.7 S IV.CONCLUSION From the developed system I have concluded EMG data collection method should be in proper way to get noiseless amplifier. If system consists of noise in the signal it affects on the average value of the classification level. Filter design should have proper cutoff region to select required frequency signals. Developed System for driving prosthetic arm gives better results in classifying the threshold value of the averaged rectified raw pulses and defines the better strength of MUAP which are required for the precise control of the movements. From this work we have been developed the standby system of the switching network which will be helpful in case of the threshold failure.
7 IJECSE, Volume2, Number 2 Mr. Santosh S. Patil et al. 684 V. REFERENCE [1] Phinyomark, A.; Hirunviriya, S.; Limsakul, C.; Phukpattaranont, P, Evaluation of EMG feature extraction for hand movement recognition based on Euclidean distance and standard deviation Electrical Engineering/Electronics Computer Telecommunications and Information Technology (ECTI-CON), 2010 International Conference on, Publication Year: 2010, Page(s): [2] Xu Zhang; Yu Wang; Han, R.P.S., Wavelet transform theory and its application in EMG signal processing, Fuzzy Systems and Knowledge Discovery (FSKD), 2010 Seventh International Conference on, Volume: 5,Publication Year: 2010, Page(s): [3] Mahaphonchaikul, K.; Sueaseenak, D.; Pintavirooj, C.; Sangworasil, M.; Tungjitkusolmun, S., EMG signal feature extraction based on wavelet transform,electrical Engineering/Electronics Computer Telecommunications and Information Technology (ECTI-CON), 2010 International Conference on,publication Year: 2010, Page(s): [4] Xinpu Chen; Xiangyang Zhu, A novel spectral analysis method of EMG feature extraction for wrist motions recognition Biomedical Robotics and Biomechatronics, BioRob nd IEEE RAS & EMBS International Conference on, Publication Year: 2008, Page(s): [5] Mulas, M.; Folgheraiter, M.; Gini, G., An EMG-controlled exoskeleton for hand rehabilitation,rehabilitation Robotics, ICORR th International Conference on,publication Year: 2005, Page(s): [6] Sijiang Du; Vuskovic, M., Temporal vs. spectral approach to feature extraction from prehensile EMG signals Information Reuse and Integration, IRI Proceedings of the 2004 IEEE International Conference on,publication Year: 2004, Page(s): [7] Ton-Tai Pan, Ping-Lin,Huihua Kenny Chiang, Mechatronics Experiments Course Design:A Myoelectric controlled partial hand prosthetic project, IEEE transaction on education,vol-47,no.3,august 2004 Prof. Mahesh S. Kumbhar doing his P.hd and working as Head of department in Rajaram bapu Institute of Technology. Having 16 Years of Teaching Experience. Mr. Santosh S. Patil doing M.Tech degree in Electonics (Digital System) from an autonomous college Rajarambapu Institute of Technology, from the Shivaji University. Having 6 Years of Industry experience.
Real Time Monitoring using Surface Electromyography
Real Time Monitoring using Surface Electromyography Md. Shafivulla1 Vullanki Rajesh2 Ch. Raghava Prasad3 K. V. V. Kumar4 S. Sreedhar Babu5 1.5. Associate Professor, School of Electrical Sciences, Dept.
More informationA 5 Degree Feedback Control Robotic Arm (Haptic Arm)
A 5 Degree Feedback Control Robotic Arm (Haptic Arm) 1 Prof. Sheetal Nirve, 2 Mr.Abhilash Patil, 3 Mr.Shailesh Patil, 4 Mr.Vishal Raut Abstract: Haptics is the science of applying touch sensation and control
More informationImage Compression through DCT and Huffman Coding Technique
International Journal of Current Engineering and Technology E-ISSN 2277 4106, P-ISSN 2347 5161 2015 INPRESSCO, All Rights Reserved Available at http://inpressco.com/category/ijcet Research Article Rahul
More informationDESIGN FOR MONITORING AND OPTIMIZATION OF POWER DEMAND FOR WIRELESSLY COMMUNICATING ELECTRIC LOADS
DESIGN FOR MONITORING AND OPTIMIZATION OF POWER DEMAND FOR WIRELESSLY COMMUNICATING ELECTRIC LOADS Patil Snehal S.S. 1, Mr. Shivdas S.S. 2 1 M. E. Electronics (II), Department of Electronics Engineering;
More informationOriginal Research Articles
Original Research Articles Researchers Mr.Ramchandra K. Gurav, Prof. Mahesh S. Kumbhar Department of Electronics & Telecommunication, Rajarambapu Institute of Technology, Sakharale, M.S., INDIA Email-
More informationHuman Detection Robot using PIR Sensors
Human Detection Robot using PIR Sensors Saravana Kumar K, Priscilla P, Germiya K Jose, Balagopal G Abstract: Human Detection Robot is a robot that can detect the presence of human; it sends the signal
More informationRobotic Sensing. Guiding Undergraduate Research Projects. Arye Nehorai
Department of Electrical & Systems Engineering Robotic Sensing Guiding Undergraduate Research Projects Arye Nehorai Center for Sensor Signal and Information Processing (CSSIP Signal Processing Innovations
More informationA Study of Speed Control of PMDC Motor Using Auto-tuning of PID Controller through LabVIEW
A Study of Speed Control of PMDC Motor Using Auto-tuning of PID Controller through LabVIEW Priyanka Rajput and Dr. K.K. Tripathi Department of Electronics and Communication Engineering, Ajay Kumar Garg
More informationImplementation of a Wireless Gesture Controlled Robotic Arm
Implementation of a Wireless Gesture Controlled Robotic Arm Saurabh A. Khajone 1, Dr. S. W. Mohod 2, V.M. Harne 3 ME, Dept. of EXTC., PRMIT&R Badnera, Sant Gadge Baba University, Amravati (M.S.), India
More informationDigital Systems Based on Principles and Applications of Electrical Engineering/Rizzoni (McGraw Hill
Digital Systems Based on Principles and Applications of Electrical Engineering/Rizzoni (McGraw Hill Objectives: Analyze the operation of sequential logic circuits. Understand the operation of digital counters.
More informationECG SIGNAL PROCESSING AND HEART RATE FREQUENCY DETECTION METHODS
ECG SIGNAL PROCESSING AND HEART RATE FREQUENCY DETECTION METHODS J. Parak, J. Havlik Department of Circuit Theory, Faculty of Electrical Engineering Czech Technical University in Prague Abstract Digital
More informationA Surveillance Robot with Climbing Capabilities for Home Security
Available Online at www.ijcsmc.com International Journal of Computer Science and Mobile Computing A Monthly Journal of Computer Science and Information Technology IJCSMC, Vol. 2, Issue. 11, November 2013,
More informationMicrocontroller based speed control of three phase induction motor using v/f method
International Journal of Scientific and Research Publications, Volume 3, Issue 2, February 2013 1 Microcontroller based speed control of three phase induction motor using v/f method Mrs.DeepaliS.Shirke,
More informationHands On ECG. Sean Hubber and Crystal Lu
Hands On ECG Sean Hubber and Crystal Lu The device. The black box contains the circuit and microcontroller, the mini tv is set on top, the bars on the sides are for holding it and reading hand voltage,
More informationWireless Sensor Network Based Low Power Embedded System Design For Automated Irrigation System Using MSP430
Wireless Sensor Network Based Low Power Embedded System Design For Automated Irrigation System Using MSP430 Mr. Patil Vikas Anandrao. M Tech. Student (Digital Systems) Rajarambapu Institute of Technology,
More informationFRC WPI Robotics Library Overview
FRC WPI Robotics Library Overview Contents 1.1 Introduction 1.2 RobotDrive 1.3 Sensors 1.4 Actuators 1.5 I/O 1.6 Driver Station 1.7 Compressor 1.8 Camera 1.9 Utilities 1.10 Conclusion Introduction In this
More informationThe Design of DSP controller based DC Servo Motor Control System
International Conference on Advances in Energy and Environmental Science (ICAEES 2015) The Design of DSP controller based DC Servo Motor Control System Haiyan Hu *, Hong Gu, Chunguang Li, Xiaowei Cai and
More informationVitalJacket SDK v1.0.07 Technical Specifications
VitalJacket SDK v1.0.07 Technical Specifications Edíficio Olympus II LEGAL NOTICE AND DISCLAIMER ATENTION: Although VitalJacket is a certified medical device, its developer version is NOT certified for
More informationThe Development of a Pressure-based Typing Biometrics User Authentication System
The Development of a Pressure-based Typing Biometrics User Authentication System Chen Change Loy Adv. Informatics Research Group MIMOS Berhad by Assoc. Prof. Dr. Chee Peng Lim Associate Professor Sch.
More informationStructural Health Monitoring Tools (SHMTools)
Structural Health Monitoring Tools (SHMTools) Parameter Specifications LANL/UCSD Engineering Institute LA-CC-14-046 c Copyright 2014, Los Alamos National Security, LLC All rights reserved. May 30, 2014
More informationDesign and Development of SMS Based Wireless Home Appliance Control and Security System
Journal of Modern Science and Technology Vol. 3. No. 1. March 2015 Issue. Pp.80-87 Design and Development of SMS Based Wireless Home Appliance Control and Security System Md. Abdullah Al Asad *, Md. Al
More informationVitalJacket SDK v1.0.03 Technical Specifications
VitalJacket SDK v1.0.03 Technical Specifications Edíficio Olympus I Page2 LEGAL NOTICE AND DISCLAIMER ATENTION: Although VitalJacket is a certified medical device, its developer version is NOT certified
More informationDegree programme in Automation Engineering
Degree programme in Automation Engineering Course descriptions of the courses for exchange students, 2014-2015 Autumn 2014 21727630 Application Programming Students know the basis of systems application
More informationBuilding a Simulink model for real-time analysis V1.15.00. Copyright g.tec medical engineering GmbH
g.tec medical engineering GmbH Sierningstrasse 14, A-4521 Schiedlberg Austria - Europe Tel.: (43)-7251-22240-0 Fax: (43)-7251-22240-39 office@gtec.at, http://www.gtec.at Building a Simulink model for real-time
More informationADVANCE DRIVER ASSISTANCE SYSTEM BY USING WIRELESS TECHNOLOGY
ADVANCE DRIVER ASSISTANCE SYSTEM BY USING WIRELESS TECHNOLOGY Mayur B. Petkar 1, Kiran R. Barapatre 2, Rahul B. Lanjewar 3 1,2,3 Assistant Professor, Department of Electronics Engineering, DBACER, Nagpur,
More informationStructural Health Monitoring Tools (SHMTools)
Structural Health Monitoring Tools (SHMTools) Getting Started LANL/UCSD Engineering Institute LA-CC-14-046 c Copyright 2014, Los Alamos National Security, LLC All rights reserved. May 30, 2014 Contents
More informationAdding Heart to Your Technology
RMCM-01 Heart Rate Receiver Component Product code #: 39025074 KEY FEATURES High Filtering Unit Designed to work well on constant noise fields SMD component: To be installed as a standard component to
More informationONLINE HEALTH MONITORING SYSTEM USING ZIGBEE
ONLINE HEALTH MONITORING SYSTEM USING ZIGBEE S.Josephine Selvarani ECE Department, Karunya University, Coimbatore. Abstract - An on-line health monitoring of physiological signals of humans such as temperature
More informationAnalecta Vol. 8, No. 2 ISSN 2064-7964
EXPERIMENTAL APPLICATIONS OF ARTIFICIAL NEURAL NETWORKS IN ENGINEERING PROCESSING SYSTEM S. Dadvandipour Institute of Information Engineering, University of Miskolc, Egyetemváros, 3515, Miskolc, Hungary,
More informationGrid Density Clustering Algorithm
Grid Density Clustering Algorithm Amandeep Kaur Mann 1, Navneet Kaur 2, Scholar, M.Tech (CSE), RIMT, Mandi Gobindgarh, Punjab, India 1 Assistant Professor (CSE), RIMT, Mandi Gobindgarh, Punjab, India 2
More informationSensor-Based Robotic Model for Vehicle Accident Avoidance
Copyright 2012 American Scientific Publishers All rights reserved Printed in the United States of America Journal of Computational Intelligence and Electronic Systems Vol. 1, 1 6, 2012 Sensor-Based Robotic
More informationHand Gestures Remote Controlled Robotic Arm
Advance in Electronic and Electric Engineering. ISSN 2231-1297, Volume 3, Number 5 (2013), pp. 601-606 Research India Publications http://www.ripublication.com/aeee.htm Hand Gestures Remote Controlled
More informationAcquisition of EMG signals to recognize multiple Hand Gestures for Prosthesis Robotic Hand-A Review
Review Article International Journal of Current Engineering and Technology E-ISSN 2277 4106, P-ISSN 2347-5161 2014 INPRESSCO, All Rights Reserved Available at http://inpressco.com/category/ijcet Acquisition
More informationANIMA: Non-Conventional Interfaces in Robot Control Through Electroencephalography and Electrooculography: Motor Module
Ninth LACCEI Latin American and Caribbean Conference (LACCEI 2011), Engineering for a Smart Planet, Innovation, Information Technology and Computational Tools for Sustainable Development, August 3-5, 2011,
More informationFeasibility Study of Implementation of Cell Phone Controlled, Password Protected Door Locking System
Feasibility Study of Implementation of Cell Phone Controlled, Password Protected Door Locking System Ashish Jadhav 1, Mahesh Kumbhar 2, Mahesh Walunjkar 3 Lecturer, Dept. of Electronics and Telecommunication,
More informationA DESIGN OF DSPIC BASED SIGNAL MONITORING AND PROCESSING SYSTEM
ISTANBUL UNIVERSITY JOURNAL OF ELECTRICAL & ELECTRONICS ENGINEERING YEAR VOLUME NUMBER : 2009 : 9 : 1 (921-927) A DESIGN OF DSPIC BASED SIGNAL MONITORING AND PROCESSING SYSTEM Salih ARSLAN 1 Koray KÖSE
More informationEnhanced Boosted Trees Technique for Customer Churn Prediction Model
IOSR Journal of Engineering (IOSRJEN) ISSN (e): 2250-3021, ISSN (p): 2278-8719 Vol. 04, Issue 03 (March. 2014), V5 PP 41-45 www.iosrjen.org Enhanced Boosted Trees Technique for Customer Churn Prediction
More informationANN Based Fault Classifier and Fault Locator for Double Circuit Transmission Line
International Journal of Computer Sciences and Engineering Open Access Research Paper Volume-4, Special Issue-2, April 2016 E-ISSN: 2347-2693 ANN Based Fault Classifier and Fault Locator for Double Circuit
More informationEVAL-UFDC-1/UFDC-1M-16
Evaluation Board for Universal Frequency-to- Digital Converters UFDC-1 and UFDC-1M-16 EVAL-UFDC-1/UFDC-1M-16 FEATURES Full-Featured Evaluation Board for the Universal Frequency-to-Digital Converters UFDC-1
More informationMagnetic Field Modeling of Halbach Permanent Magnet Array
Magnetic Field Modeling of Halbach Permanent Magnet Array Shengguo Zhang *1, Kai Wang 1, Xiaoping Dang 2 School of Electrical Engineering, Northwest University for Nationalities, Lanzhou, China School
More informationECE 495 Project 3: Shocker Actuator Subsystem and Website Design. Group 1: One Awesome Engineering
ECE 495 Project 3: Shocker Actuator Subsystem and Website Design Group 1: One Awesome Engineering Luquita Edwards Evan Whetsell Sunny Verma Thomas Ryan Willis Long I. Executive Summary The main goal behind
More informationLearning Systems Software Simulation
Learning Systems Software Simulation EasyVeep PLC controls and technology training FluidSIM Fluid Power training aid for instructors and design tool for engineers COSIMIR PLC 3D simulation tool for practical
More informationDevelopment of Integrated Management System based on Mobile and Cloud service for preventing various dangerous situations
Development of Integrated Management System based on Mobile and Cloud service for preventing various dangerous situations Ryu HyunKi, Moon ChangSoo, Yeo ChangSub, and Lee HaengSuk Abstract In this paper,
More informationDevelopment of Integrated Management System based on Mobile and Cloud Service for Preventing Various Hazards
, pp. 143-150 http://dx.doi.org/10.14257/ijseia.2015.9.7.15 Development of Integrated Management System based on Mobile and Cloud Service for Preventing Various Hazards Ryu HyunKi 1, Yeo ChangSub 1, Jeonghyun
More informationAuthor: Dr. Society of Electrophysio. Reference: Electrodes. should include: electrode shape size use. direction.
Standards for Reportin ng EMG Data Author: Dr. Roberto Merletti, Politecnico di Torino, Italy The Standards for Reporting EMG Data, written by Dr. Robertoo Merletti, are endorsed by the International Society
More informationBarcode Based Automated Parking Management System
IJSRD - International Journal for Scientific Research & Development Vol. 2, Issue 03, 2014 ISSN (online): 2321-0613 Barcode Based Automated Parking Management System Parth Rajeshbhai Zalawadia 1 Jasmin
More informationRoom Temperature based Fan Speed Control System using Pulse Width Modulation Technique
Room Temperature based Fan Speed Control System using Pulse Width Modulation Technique Vaibhav Bhatia Department of Electrical and Electronics Engg., Bhagwan Parshuram Institute of Technology, New Delhi-110089,
More informationNew Pulse Width Modulation Technique for Three Phase Induction Motor Drive Umesha K L, Sri Harsha J, Capt. L. Sanjeev Kumar
New Pulse Width Modulation Technique for Three Phase Induction Motor Drive Umesha K L, Sri Harsha J, Capt. L. Sanjeev Kumar Abstract In this paper, various types of speed control methods for the three
More informationModified Cascaded Five Level Multilevel Inverter Using Hybrid Pulse Width Modulation
International Journal of Computer Sciences and Engineering Open Access Research Paper Volume-4, Special Issue-2, April 2016 E-ISSN: 2347-2693 Modified Cascaded Five Level Multilevel Inverter Using Hybrid
More informationMicrocontroller Based Smart ATM Access & Security System Using Fingerprint Recognition & GSM Technology
Microcontroller Based Smart ATM Access & Security System Using Fingerprint Recognition & GSM Technology Bharath K M, Rohit C V Student of B.E Electronics and Communication Coorg Institute of Technology,
More informationHIGH SECURED VEHICLE WITH INTERIOR VENTILATION CONTROL AND PERIMETER MONITORING SYSTEM
HIGH SECURED VEHICLE WITH INTERIOR VENTILATION CONTROL AND PERIMETER MONITORING SYSTEM K. Supriya 1 and Mr. S. Ramkumar 2 Student (M.Tech), Electronics and Communication Engineering, Lingayas institute
More informationA Demonstration of a Robust Context Classification System (CCS) and its Context ToolChain (CTC)
A Demonstration of a Robust Context Classification System () and its Context ToolChain (CTC) Martin Berchtold, Henning Günther and Michael Beigl Institut für Betriebssysteme und Rechnerverbund Abstract.
More informationTRANSMISSION OF ARM BASED REAL TIME ECG FOR MONITORING REMOTELY LOCATED PATIENT
TRANSMISSION OF ARM BASED REAL TIME ECG FOR MONITORING REMOTELY LOCATED PATIENT Ketaki N. Patil 1, P. C. Bhaskar 2 1 Mtech Student, Electronics Engineering, Department of Technology, Shivaji University,
More informationINFRARED PARTS MANUAL
INFRARED PARTS MANUAL PIR325 FL65 GLOLAB CORPORATION Thank you for buying our Pyroelectric Infrared components. The goal of Glolab is to produce top quality electronic kits, products and components. All
More informationMicro-Step Driving for Stepper Motors: A Case Study
Micro-Step Driving for Stepper Motors: A Case Study N. Sedaghati-Mokhtari Graduate Student, School of ECE, University of Tehran, Tehran, Iran n.sedaghati @ece.ut.ac.ir Abstract: In this paper, a case study
More informationEmail: tjohn@mail.nplindia.ernet.in
USE OF VIRTUAL INSTRUMENTS IN RADIO AND ATMOSPHERIC EXPERIMENTS P.N. VIJAYAKUMAR, THOMAS JOHN AND S.C. GARG RADIO AND ATMOSPHERIC SCIENCE DIVISION, NATIONAL PHYSICAL LABORATORY, NEW DELHI 110012, INDIA
More informationLab 7: Operational Amplifiers Part I
Lab 7: Operational Amplifiers Part I Objectives The objective of this lab is to study operational amplifier (op amp) and its applications. We will be simulating and building some basic op amp circuits,
More informationMICROCONTROLLER BASED SMART HOME WITH SECURITY USING GSM TECHNOLOGY
MICROCONTROLLER BASED SMART HOME WITH SECURITY USING GSM TECHNOLOGY F. Shawki 1,2, M. El-Shahat. Dessouki 1,3, A. I. Elbasiouny 4, A.N. Almazroui 5, F. M. R. Albeladi 5 1 Assistant Professor, Electrical
More informationMouse Control using a Web Camera based on Colour Detection
Mouse Control using a Web Camera based on Colour Detection Abhik Banerjee 1, Abhirup Ghosh 2, Koustuvmoni Bharadwaj 3, Hemanta Saikia 4 1, 2, 3, 4 Department of Electronics & Communication Engineering,
More informationTHE MS KINECT USE FOR 3D MODELLING AND GAIT ANALYSIS IN THE MATLAB ENVIRONMENT
THE MS KINECT USE FOR 3D MODELLING AND GAIT ANALYSIS IN THE MATLAB ENVIRONMENT A. Procházka 1,O.Vyšata 1,2,M.Vališ 1,2, M. Yadollahi 1 1 Institute of Chemical Technology, Department of Computing and Control
More informationA Prepaid Energy Meter for Efficient Power Management
A Prepaid Energy Meter for Efficient Power Management Dr. K. Sheelasobanarani 1, S. Dinesh Raja 2, B. Dhanaraj 3, K. Manickam 4, K. Karthick Raja 5 1 Associate Professor, Department of Electronics and
More informationMulti-Touch Control Wheel Software Development Kit User s Guide
Multi-Touch Control Wheel Software Development Kit User s Guide V3.0 Bulletin #1204 561 Hillgrove Avenue LaGrange, IL 60525 Phone: (708) 354-1040 Fax: (708) 354-2820 E-mail: instinct@grayhill.com www.grayhill.com/instinct
More informationA.Giusti, C.Zocchi, A.Adami, F.Scaramellini, A.Rovetta Politecnico di Milano Robotics Laboratory
Methodology of evaluating the driver's attention and vigilance level in an automobile transportation using intelligent sensor architecture and fuzzy logic A.Giusti, C.Zocchi, A.Adami, F.Scaramellini, A.Rovetta
More informationIEEE Projects in Embedded Sys VLSI DSP DIP Inst MATLAB Electrical Android
About Us : We at Ensemble specialize in electronic design and manufacturing services for various industrial segments. We also offer student project guidance and training for final year projects in departments
More informationRF Measurements Using a Modular Digitizer
RF Measurements Using a Modular Digitizer Modern modular digitizers, like the Spectrum M4i series PCIe digitizers, offer greater bandwidth and higher resolution at any given bandwidth than ever before.
More informationPLC Based Liquid Filling and Mixing
PLC Based Liquid Filling and Mixing 1 Mihir Panchal, 2 Aashish Panaskar. 3 Prof. Lalit Kumar KJ College of Engineering and Management Research, Pune, India Abstract: The objective of this paper is to design,
More informationINTRODUCTION TO SERIAL ARM
INTRODUCTION TO SERIAL ARM A robot manipulator consists of links connected by joints. The links of the manipulator can be considered to form a kinematic chain. The business end of the kinematic chain of
More informationReal Time Vehicle Theft Identity and Control System Based on ARM 9
Real Time Vehicle Theft Identity and Control System Based on ARM 9 D.Narendar Singh Associate Professor, M.tech,Ph.d Department of Electronics and Communication Engineering Anurag group of Institutions,
More informationAndroid based Alcohol detection system using Bluetooth technology
For more Project details visit: http://www.projectsof8051.com/android-based-alcohol-detection-system-usingbluetooth-technology/ Code 1435 Project Title Android based Alcohol detection system using Bluetooth
More informationNext Generation of Global Production Management Using Sensing and Analysis Technology
Hitachi Review Vol. 65 (2016), No. 5 47 Featured Articles Next Generation of Global Production Management Using Sensing and Analysis Technology Hideya Isaka Hiroto Nagayoshi Hiroshi Yoshikawa Toshihiro
More informationSpike-Based Sensing and Processing: What are spikes good for? John G. Harris Electrical and Computer Engineering Dept
Spike-Based Sensing and Processing: What are spikes good for? John G. Harris Electrical and Computer Engineering Dept ONR NEURO-SILICON WORKSHOP, AUG 1-2, 2006 Take Home Messages Introduce integrate-and-fire
More informationA Multilevel Home Security System (MHSS)
A Multilevel Home Security System (MHSS) Jer-Vui Lee, Yea-Dat Chuah and Chin-Tin Chai Department of Mechatronics and Biomedical Engineering, Faculty of Engineering and Science, Universiti Tunku Abdul Rahman,
More informationFinal Project Report E3390 Electronic Circuit Design Lab. Automatic Phone-Alert Home Security System
Final Project Report E3390 Electronic Circuit Design Lab Automatic Phone-Alert Home Security System Helen Marie Young Hsiang-Yun Chen May 7, 2007 Department of Electrical Engineering Columbia University
More informationBasics of Simulation Technology (SPICE), Virtual Instrumentation and Implications on Circuit and System Design
Basics of Simulation Technology (SPICE), Virtual Instrumentation and Implications on Circuit and System Design Patrick Noonan Business Development Manager National Instruments Electronics Workbench Group
More informationAutomatic Detection of PCB Defects
IJIRST International Journal for Innovative Research in Science & Technology Volume 1 Issue 6 November 2014 ISSN (online): 2349-6010 Automatic Detection of PCB Defects Ashish Singh PG Student Vimal H.
More informationends of transmission line are used for relay operation [70]. Another type of
69 CHAPTER-4 TRANSMISSION LINE DIFFERENTIAL PROTECTION USING WIRELESS TECHNOLOGY 4.1 INTRODUCTION The probability of fault occurrence on the overhead lines is much more due to their greater lengths and
More informationHANDS-FREE PC CONTROL CONTROLLING OF MOUSE CURSOR USING EYE MOVEMENT
International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012 1 HANDS-FREE PC CONTROL CONTROLLING OF MOUSE CURSOR USING EYE MOVEMENT Akhil Gupta, Akash Rathi, Dr. Y. Radhika
More informationTracking Moving Objects In Video Sequences Yiwei Wang, Robert E. Van Dyck, and John F. Doherty Department of Electrical Engineering The Pennsylvania State University University Park, PA16802 Abstract{Object
More informationMobile Robot FastSLAM with Xbox Kinect
Mobile Robot FastSLAM with Xbox Kinect Design Team Taylor Apgar, Sean Suri, Xiangdong Xi Design Advisor Prof. Greg Kowalski Abstract Mapping is an interesting and difficult problem in robotics. In order
More informationForce/position control of a robotic system for transcranial magnetic stimulation
Force/position control of a robotic system for transcranial magnetic stimulation W.N. Wan Zakaria School of Mechanical and System Engineering Newcastle University Abstract To develop a force control scheme
More informationwww.curtisinstruments.com
CANBUS I/O EXPANSION MODULE MODELS 56 / 56P FEATURES Eighteen multi-purpose I/O pins provide simple, flexible vehicle control system expansion. Two high-frequency (A, A) PWM driver outputs support a variety
More informationAutomated Security System using ZigBee
IJIRST International Journal for Innovative Research in Science & Technology Volume 2 Issue 01 June 2015 ISSN (online): 2349-6010 Automated Security System using ZigBee Sneha Susan Abraham Saveetha School
More informationFPGA Implementation of Human Behavior Analysis Using Facial Image
RESEARCH ARTICLE OPEN ACCESS FPGA Implementation of Human Behavior Analysis Using Facial Image A.J Ezhil, K. Adalarasu Department of Electronics & Communication Engineering PSNA College of Engineering
More informationImpedance 50 (75 connectors via adapters)
VECTOR NETWORK ANALYZER PLANAR TR1300/1 DATA SHEET Frequency range: 300 khz to 1.3 GHz Measured parameters: S11, S21 Dynamic range of transmission measurement magnitude: 130 db Measurement time per point:
More informationMobile Mapping. VZ-400 Conversion to a Mobile Platform Guide. By: Joshua I France. Riegl USA
Mobile Mapping VZ-400 Conversion to a Mobile Platform Guide By: Joshua I France Riegl USA Table of Contents Introduction... 5 Installation Checklist... 5 Software Required... 5 Hardware Required... 5 Connections...
More informationCIM Computer Integrated Manufacturing
INDEX CIM IN BASIC CONFIGURATION CIM IN ADVANCED CONFIGURATION CIM IN COMPLETE CONFIGURATION DL CIM A DL CIM B DL CIM C DL CIM C DL CIM B DL CIM A Computer Integrated Manufacturing (CIM) is a method of
More informationCurriculum of Electronics Engineering Program
Curriculum of Electronics Engineering Program FIRST ACADEMIC SEMESTER EB 0101 Workshop on Methods of University Studies 2 -- -- -- 4 EB 0102 Workshop on Oral and Written Communications 2 -- -- -- 4 EB
More informationTHERMAL ANEMOMETRY ELECTRONICS, SOFTWARE AND ACCESSORIES
TSI and TSI logo are registered trademarks of TSI Incorporated. SmartTune is a trademark of TSI Incorporated. THERMAL ANEMOMETRY ELECTRONICS, SOFTWARE AND ACCESSORIES IFA 300 Constant Temperature Anemometry
More informationMulti-Touch Ring Encoder Software Development Kit User s Guide
Multi-Touch Ring Encoder Software Development Kit User s Guide v2.0 Bulletin #1198 561 Hillgrove Avenue LaGrange, IL 60525 Phone: (708) 354-1040 Fax: (708) 354-2820 E-mail: instinct@grayhill.com On the
More informationHYDRAULIC ARM MODELING VIA MATLAB SIMHYDRAULICS
Engineering MECHANICS, Vol. 16, 2009, No. 4, p. 287 296 287 HYDRAULIC ARM MODELING VIA MATLAB SIMHYDRAULICS Stanislav Věchet, Jiří Krejsa* System modeling is a vital tool for cost reduction and design
More informationFREQUENCY RESPONSE ANALYZERS
FREQUENCY RESPONSE ANALYZERS Dynamic Response Analyzers Servo analyzers When you need to stabilize feedback loops to measure hardware characteristics to measure system response BAFCO, INC. 717 Mearns Road
More informationREMOTE HOST PROCESS CONTROL AND MONITORING OF INDUSTRY APPLIANCES
REMOTE HOST PROCESS CONTROL AND MONITORING OF INDUSTRY APPLIANCES 1 Abinath.T.R, 2 Sudhakar.V, 3 Sasikala.S 1,2 UG Scholar, Department of Electrical and Electronics Engineering, Info Institute of Engineering,
More informationAutomatic Docking System with Recharging and Battery Replacement for Surveillance Robot
International Journal of Electronics and Computer Science Engineering 1148 Available Online at www.ijecse.org ISSN- 2277-1956 Automatic Docking System with Recharging and Battery Replacement for Surveillance
More informationSECURITY SYSTEM WITH FACE RECOGNITION, SMS ALERT AND EMBEDDED NETWORK VIDEO MONITORING TERMINAL
SECURITY SYSTEM WITH FACE RECOGNITION, SMS ALERT AND EMBEDDED NETWORK VIDEO MONITORING TERMINAL J. Shankar Kartik 1, K. Ram Kumar 2 and V.S. Srimadhavan 3 123 Department of Electronics and Communication
More informationTitle : Analog Circuit for Sound Localization Applications
Title : Analog Circuit for Sound Localization Applications Author s Name : Saurabh Kumar Tiwary Brett Diamond Andrea Okerholm Contact Author : Saurabh Kumar Tiwary A-51 Amberson Plaza 5030 Center Avenue
More informationProduct Introduction MyoMuscle. Telemyo DTS-System. Telemetry system for EMG and Biomechanical Sensors. www.noraxon.com
Product Introduction MyoMuscle Telemyo DTS-System Telemetry system for EMG and Biomechanical Sensors DTS Device Family 3 major device categories can be used for the Direct Transmission System technology
More informationThe details of the programme are given below. For a short description of the courses, Click here.
MASTER S PROGRAMMES Through the Post Graduate School in Electrical and Electronic Engineering, three forms of Master s programmes are offered. The programme structure of the International MSc programme
More informationSignature Region of Interest using Auto cropping
ISSN (Online): 1694-0784 ISSN (Print): 1694-0814 1 Signature Region of Interest using Auto cropping Bassam Al-Mahadeen 1, Mokhled S. AlTarawneh 2 and Islam H. AlTarawneh 2 1 Math. And Computer Department,
More informationZero voltage drop synthetic rectifier
Zero voltage drop synthetic rectifier Vratislav Michal Brno University of Technology, Dpt of Theoretical and Experimental Electrical Engineering Kolejní 4/2904, 612 00 Brno Czech Republic vratislav.michal@gmail.com,
More informationUsing Brainmaster Discovery & Atlantis devices with OpenViBE
Using Brainmaster Discovery & Atlantis devices with OpenViBE The Brainmaster Discovery and Atlantis driver of the OpenViBE acquisition server is dedicated to Brainmaster devices. These devices have been
More information