This document summarizes a student project to design and implement an affordable EMG signal recorder to control a prosthetic arm. The system uses EMG electrodes to detect muscle signals, filters and amplifies the signals, analyzes them using MATLAB, and uses the output to control a robotic prosthetic arm. The system achieves an average accuracy of 83% across 5 test subjects. It costs around 10,000 BDT to build, making it much more affordable than commercial prosthetics. Future work could involve 3D printing a prosthetic hand and allowing individual finger movement control.
Electromyography (EMG) is a diagnostic procedure to assess the health of muscles and the nerve cells that control them (motor neurons). EMG results can reveal nerve dysfunction, muscle dysfunction or problems with nerve-to-muscle signal transmission.
This slide has been prepared in detaied manner and will help you.
The topics covered are:-
1- introduction
2.circuit diagram and its explaination
3.working
4. features
5.advantages / disadvantages
6. the top vendors
An electrogastrogram (EGG) is a graphic produced by an electrogastrograph, which records the electrical signals that travel through the stomach muscles and control the muscles' contractions. An electrogastroenterogram (or gastroenterogram) is a similar procedure, which writes down electric signals not only from the stomach, but also from intestines.
Electromyography (EMG) is a diagnostic procedure to assess the health of muscles and the nerve cells that control them (motor neurons). EMG results can reveal nerve dysfunction, muscle dysfunction or problems with nerve-to-muscle signal transmission.
This slide has been prepared in detaied manner and will help you.
The topics covered are:-
1- introduction
2.circuit diagram and its explaination
3.working
4. features
5.advantages / disadvantages
6. the top vendors
An electrogastrogram (EGG) is a graphic produced by an electrogastrograph, which records the electrical signals that travel through the stomach muscles and control the muscles' contractions. An electrogastroenterogram (or gastroenterogram) is a similar procedure, which writes down electric signals not only from the stomach, but also from intestines.
The Action and resting potential of the body are discussed. The working of body cell, tissue and how the electrical activity of body cell done? are discussed.
Graphic record heart sound - Phonogram.
Recording the sounds connected with the pumping action of heart.
Sound from heart – phonocardiogram
Instrument to measure this – phonocardiograph
Basic function – to pick up the different heart sound,filter the required and display.
The heart acts as a pump that circulates oxygen and
nutrient carrying blood around the body in order to keep
it functioning. When the body is exerted the rate at which
the heart beats will vary proportional to the amount of
effort being exerted. By detecting the voltage created by
the beating of the heart, its rate can be easily observed
and used for a number of health purposes. Heart pounds
to pump oxygen-rich blood to your muscles and to carry
cell waste products away from your muscles. The heart rate gives a good indication during exercise routines of
how effective that routine is improving your health.
Wearable photoplethysmographic SensorsV!vEk@nAnD S
This presentation gives the need of wearable photoplethysmographic sensors and how it is benefit to the clinical labs in determining a very range of clinical parameters like pulse rate.
Here is a brief presentation on application of digital signal processing i.e. image processing.
This presentation covers:
What is DSP?
What is IP?
What is DIP?
DIP techniques.
The Action and resting potential of the body are discussed. The working of body cell, tissue and how the electrical activity of body cell done? are discussed.
Graphic record heart sound - Phonogram.
Recording the sounds connected with the pumping action of heart.
Sound from heart – phonocardiogram
Instrument to measure this – phonocardiograph
Basic function – to pick up the different heart sound,filter the required and display.
The heart acts as a pump that circulates oxygen and
nutrient carrying blood around the body in order to keep
it functioning. When the body is exerted the rate at which
the heart beats will vary proportional to the amount of
effort being exerted. By detecting the voltage created by
the beating of the heart, its rate can be easily observed
and used for a number of health purposes. Heart pounds
to pump oxygen-rich blood to your muscles and to carry
cell waste products away from your muscles. The heart rate gives a good indication during exercise routines of
how effective that routine is improving your health.
Wearable photoplethysmographic SensorsV!vEk@nAnD S
This presentation gives the need of wearable photoplethysmographic sensors and how it is benefit to the clinical labs in determining a very range of clinical parameters like pulse rate.
Here is a brief presentation on application of digital signal processing i.e. image processing.
This presentation covers:
What is DSP?
What is IP?
What is DIP?
DIP techniques.
Microcontroller Based Obstacle Detection Device Using Voice Signal for the V...IJMER
This paper aims in helping the visually impaired people through an electronic aid, which
senses any obstacle in the path and alarms the user of the obstacle. The device uses a simple principle of
transmitting an ultrasonic signal in the path generated by a wave generator. The signal gets reflected by
the obstacle (if any) in the path. The reflected signal is sensed by a sensor and produces a sound signal in
the form of voice. This voice signal directs the visually impaired person to identify the obstacles in front
of them
In this paper designing of a battery operated portable single channel electroencephalography (EEG) signal acquisition system is presented. The advancement in the field of hardware and signal processing tools made possible the utilization of brain waves for the communication between humans and computers. The work presented in this paper can be said as a part of bigger task, whose purpose is to classify EEG signals belonging to a varied set of mental activities in a real time Brain Computer Interface (BCI). Keeping in mind the end goal is to research the possibility of utilizing diverse mental tasks as a wide correspondence channel in the middle of individuals and PCs. This work deals with EEG based BCI, intent on the designing of portable EEG signal acquisition system. The EEG signal acquisition system with a cut off frequency band of 1-100 Hz is designed by the use of integrated circuits such as low power instrumentation amplifier INA128P, high gain operational amplifiers LM358P. Initially the amplified EEG signals are digitized and transmitted to a PC by a data acquisition module NI DAQ (SCXI-1302). These transmitted signals are then viewed and stored in the LAB VIEW environment. From a varied set of experimental observation it can be said that the system can be implemented in the acquisition of EEG signals and can stores the data to a PC efficiently and the system would be of advantage to the use of EEG signal acquisition or even BCI application by adapting signal processing tools.
Accelerometer and EOG Based Wireless Gesture Controlled Robotic ArmIJMER
- This paper deals with the Robotic arm controlled by arm and eye movements, where data
is acquired through the use of accelerometer and EOG amplifier. The hand movements are captured by
the Accelerometer and the eye movements are captured by EOG amplifier. The Robotic arm will pick
and place the object according to the movement of the hand and Robotic arm will move left and right
according to our eye movements. Signals are wirelessly transmitted through RF Encoder and Decoder.
Robotic arm is based on Arduino Duemilanove controller for signal processing, and interfaced with the
Controller serially. This Embedded system will help disabled persons to do work by their own. The
Robotic arm can be used to pick and place hazardous objects.
Automatic room light controller using microcontroller and visitor countereSAT Journals
Abstract The Project ‘Automatic Room Light Controller Using microcontroller ATMEGA16A and bidirectional visitor counter’ controls a room light as well as count the number of individuals entering and leaving a room. When an individual enters into a room then one counter is incremented by one and one light in a room will be switched ON and when the individuals leaves a room then the counter is decremented by one. When the number of individuals in a room is greater than 5 then 2 lights will be switched ON. When the individuals in a room are more than 10 then 3 lights will be switched ON. Similarly on increase of every 5 individuals one more light will switched ON. Lights will turn OFF when all the individuals go out of a room. The total number of individuals present inside a room is also displayed on the LCD display. IR sensors and microcontroller does above job. IR sensors sense the obstruction and microcontroller receives the signals produced by the obstruction from the sensors. The received signal is operated via program stored in ROM of Microcontroller.. Keywords: Microcontroller ATMEGA16A, IR Sensors, LCD, Counters
Poster Presentation on "Artifact Reduction from Scalp EEG for Epilepsy Seizur...Md Kafiul Islam
This research presents a method to reduce artifacts from scalp EEG recordings to facilitate seizure diagnosis/detection for epilepsy patients. The proposed method is primarily based on stationary wavelet transform and takes the spectral band of seizure activities (i.e. 0.5 - 30 Hz) into account to separate artifacts from seizures. It requires a reference seizure epoch of N-sec which can either be generated from a patient-specific
seizure database (if available) or can be simulated by a simple mathematical model of seizure. The purpose of the algorithm is to reduce as much artifacts as possible without distorting the desired seizure events to be detected/diagnosed. Different artifact templates have been simulated to mimic the most commonly appeared artifacts in real EEG recordings. The algorithm is applied on three sets of synthesized data:
fully simulated, semi-simulated and real data to evaluate both the artifact removal performance and seizure detection performance. The EEG features responsible for detection of seizures from non-seizure epochs have been found to be easily distinguishable after artifacts are removed and consequently reduces the false alarms in seizure detection. Results from an extensive experiment with these datasets prove the efficacy of
the proposed algorithm and hence this algorithm (with some modifications) is expected to be a future candidate for artifact removal not only in epilepsy diagnosis applications but also in other applications (e.g. BCI or other neuroscience studies).
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Event Management System Vb Net Project Report.pdfKamal Acharya
In present era, the scopes of information technology growing with a very fast .We do not see any are untouched from this industry. The scope of information technology has become wider includes: Business and industry. Household Business, Communication, Education, Entertainment, Science, Medicine, Engineering, Distance Learning, Weather Forecasting. Carrier Searching and so on.
My project named “Event Management System” is software that store and maintained all events coordinated in college. It also helpful to print related reports. My project will help to record the events coordinated by faculties with their Name, Event subject, date & details in an efficient & effective ways.
In my system we have to make a system by which a user can record all events coordinated by a particular faculty. In our proposed system some more featured are added which differs it from the existing system such as security.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Vaccine management system project report documentation..pdfKamal Acharya
The Division of Vaccine and Immunization is facing increasing difficulty monitoring vaccines and other commodities distribution once they have been distributed from the national stores. With the introduction of new vaccines, more challenges have been anticipated with this additions posing serious threat to the already over strained vaccine supply chain system in Kenya.
Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
TECHNICAL TRAINING MANUAL GENERAL FAMILIARIZATION COURSEDuvanRamosGarzon1
AIRCRAFT GENERAL
The Single Aisle is the most advanced family aircraft in service today, with fly-by-wire flight controls.
The A318, A319, A320 and A321 are twin-engine subsonic medium range aircraft.
The family offers a choice of engines
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
Senior Project Student's Presentation on Design of EMG Signal Recording System
1. Towards Design and Implementation of EMG
Signal Recorder for Application in Prosthetic
Arm Control
Presented by
Sagar Dakua (ID 1421658)
Alamgir Kabir Rusad (ID 1421477)
Supervised by
Dr. Md. Kafiul Islam, Asst. Prof.
1
Senior Project Defense
2. Outline
Introduction
• Motivation and Objectives
• Electromyography (EMG) Basics
• State-of-the-Art Prosthetic Systems
Proposed System Design
Hardware Implementation
Signal Analysis in MATLAB
Accuracy Calculation
Problem Faced/Limitations
Conclusion
Future work
2
4. Motivation and Objectives
0
1000
2000
3000
4000
5000
2009 2010 2011 2012 2013 2014 2015 2016
Road Accident Statistics in Bangladesh
Number of accidents Death Injury
4
Motivation:
• > 4000 people get injured in road accident every
year and live without one or more body parts.
• Rana plaza massacre and many other left many
people cripple for life time.
• Dependency on exported prosthesis.
Goal:
Provide an affordable solution of prosthetic limb for our country
Objectives:
• Design an Analog Frontend circuit to record the electrical
activity of muscle (EMG).
• Detect muscle contraction to generate a command signal
• Use the command signal to control prosthetic arm.
5. Electromyography (EMG)
5
• Electromyography (EMG) is the study of muscle activity.
• Electromyograph detects electrical potential generated by
muscle cells.
• Recorded upon voluntary contraction of muscle.
• Potential range: >50uV up to 20-30mV
• Broad frequency range: 10Hz to 1000Hz
• Maximum usable energy: 50Hz to 150Hz
Typical EMG Signal Characteristics
6. Electromyography (Cont...)
Motor Unit Action Potential(MUAP):
6
• Brain commands in spinal cord transmitted to muscle
fiber by Motor neuron.
• When motor unit is activated muscle fibers contract.
7. Currently Available Prosthetic Systems
7
Touch Bioinics Open Hand Project Bebionics
Price range: Almost 10000$
Products:
• i-limb revolution
• i-limb ultra
• i-limb digits
• livingskin
• Price range: 1000$
• They are using 3D printer
technology
• Most advanced prosthetic technology
• Human like hand movement system.
• Price range: Between 11000$ to 60000$.
8. 8
Proposed System
Our whole system design can be broken down into following parts:
Dual DC voltage regulator
Instrumental amplifier
Active low pass filter
Pc or laptop interfacing using Arduino
Control prosthetic robotic hand
9. Electrodes
• Using surface EMG(SEMG), made of Ag/AgCl.
• Permits electron conduction from the skin to the wire and
to the electromyography.
• the connectors of these electrodes have three conductor
sensor cable with electrode pad leads.
• Using electrolytic gel between skin and electrode can
reduce electrode impedance.
• multi-useable electrodes, positive, negative and ground,
to the skin/surface covering the muscle, in order to detect
muscle movement.
9
10. Dual DC Voltage Regulator
10
• To provide constant regulated voltage and protect
circuit IC components.
• IC 7805 and 7905 are used to provide +5V and -5V
regulated output.
• Capacitors are used to filter output ripple effect.
11. Instrumentation Amplifier
11
• Low cost, high accuracy with high input impedance, low DC
offset, low noise and very high open-loop gain.
• High CMRR: >100dB
• Amplitude of input: 1mV to 10 mV.
• Gain = 1+
50𝑘𝞨
100
= 501
• Takes the difference between two electrodes and amplify it.
12. Active Low-Pass Filter
12
• Remove high frequency noise interference.
• Cutoff Frequency:
1
2π R1R2C1C2
= 482 Hz
• Order of filter: 2nd order
• Gain: Unity
• Output: Non inverted
13. Active Low-Pass Filter (Cont…)
• Output of low pass filter:
13
Filtered output
Raw signal
16. Signal Analysis in MATLAB
• Power line noise removal
o 50Hz notch filter is used to
eliminate power supply noise
o Order: 2nd
o Filter type: Infinite impulse
response (IIR).
16
17. Signal Analysis in MATLAB (Contd…)
• Band-Pass Filter followed by Squaring of the Signal
17
o A FIR Bandpass filter is used.
o Cutoff frequency: 0.5Hz to
100Hz.
o Squaring of the band pass
filtered signal
o Threshold estimated as 3*RMS
o Final output gives either logic 1
or logic 0 with respect to
Threshold.
o This Binary output is used to
control prosthetic arm.
18. Accuracy Calculation
18
• We calculate accuracy of the system using
Receiver Operating Characteristics (ROC)
method.
• We have divided the signal in each 250
samples range and checked four
conditions:
o True Positive (TP)
o True Negative (TN)
o False Positive (FP)
o False Negative (FN)
• Artifact/Noise due to body or cable
movement makes False Positive (False
Alarm).
We calculate Accuracy using following equation:
𝐴𝑐𝑐 =
𝑇𝑃 + 𝑇𝑁
𝑇𝑃 + 𝑇𝑁 + 𝐹𝑃 + 𝐹𝑁
86
84
83
80
81
77
78
79
80
81
82
83
84
85
86
87
Subject 1 Subject 2 Subject 3 Subject 4 Subject 5
Average Accuracy across 5 Trials per Subject
Average accuracy
• Average Accuracy of Our System is 83%
19. Cost Analysis
19
Name of Equipment Quantity Price (Taka)
AD620 1 450
9V Battery 2 90
Voltage regulator 2 30
OP177 1 250
Electrode 3 400
Connector 3 300
Arduino UNO 1 450
Ressistor&Capacitor 9 50
Robotic prosthetic
Arm
1 3500
Motor shield 1 350
Total 5870
• As we developed robotic arm instead
of prosthetic hand we haven’t
compared our system with any
currently available system.
• If this system can be implemented
by making prosthetic arm through
3D Printer, the cost will be around
10,000 BDT which is much less
than others.
20. Problem Faced/Limitations
• Very low signal amplitude (0 to 10mv)
• Internal and external noises:
o Inherent noise
o Motion artifact
o Electromagnetic noise
20
• Availability of affordable electrodes
• Limited usability of electrodes
• Making it portable
• Others
21. Conclusion
• The EMG recording and prosthetic system we developed are very cheap and can
be affordable for peoples in developing country like Bangladesh.
• We successfully digitally process the signal in MATLAB which can be used
further for any EMG based diagnosis.
21
22. Future Works
• 3D printed prosthetic hand.
• Controlling each finger movement.
• Convert the circuit into PCB
• Packaging the whole system.
22