The document describes a project to build a 6 degree of freedom (DOF) robotic arm. A group of 3 students are building the robotic arm under the supervision of Engr. Hamza Shahid. The project aims to accurately control the movement of the robotic arm using servo motors on all six axes. The objectives are to study object picking and placing, build the mechanical structure, develop a functional gripper, and accurately control motion. An Arduino microcontroller will initially be used to control axis movement with the potential for an FPGA to incorporate more sensors later. Progress so far includes literature review, acquiring the mechanical structure, selecting servo motors, and achieving single axis movement with Arduino code. Future work includes completing the arm, coding
Brushless DC Motor Drive during Speed Regulation with Artificial Neural Netwo...IJERA Editor
Brushless DC motor, at this moment is extensively used being many industrial functions due to the different
features like high efficiency and dynamic response and high speed range. This paper is proposing a technology
named as Artificial Neural Network controller to control the speed of the brushless DC motor. Here the paper
contributes an analysis of performance Artificial Neural Network controller. Because it is difficult to handle by
the use of conventional PID controller as BLDC drive is a nonlinear. Through PID controller, the speed
regulation of BLDC is not efficient and reliable as PID controller cannot operate the large data, results it gives
different variation in BLDC motor control. The ANN easily trains the data of large amount by NN toolbox. As
ANN controller has the strength to indulge characteristics of control and it is accessible to operate the huge
amount of data as like human can store in a mind. The empirical results prove that an ANN controller can better
control the act than the PID controller. The modelling, control and the simulation of the BLDCM get done by
applying MATLAB/SIMULINK software kit.
Brushless DC Motor Drive during Speed Regulation with Artificial Neural Netwo...IJERA Editor
Brushless DC motor, at this moment is extensively used being many industrial functions due to the different
features like high efficiency and dynamic response and high speed range. This paper is proposing a technology
named as Artificial Neural Network controller to control the speed of the brushless DC motor. Here the paper
contributes an analysis of performance Artificial Neural Network controller. Because it is difficult to handle by
the use of conventional PID controller as BLDC drive is a nonlinear. Through PID controller, the speed
regulation of BLDC is not efficient and reliable as PID controller cannot operate the large data, results it gives
different variation in BLDC motor control. The ANN easily trains the data of large amount by NN toolbox. As
ANN controller has the strength to indulge characteristics of control and it is accessible to operate the huge
amount of data as like human can store in a mind. The empirical results prove that an ANN controller can better
control the act than the PID controller. The modelling, control and the simulation of the BLDCM get done by
applying MATLAB/SIMULINK software kit.
Welcome to International Journal of Engineering Research and Development (IJERD)IJERD Editor
call for paper 2012, hard copy of journal, research paper publishing, where to publish research paper,
journal publishing, how to publish research paper, Call For research paper, international journal, publishing a paper, IJERD, journal of science and technology, how to get a research paper published, publishing a paper, publishing of journal, publishing of research paper, reserach and review articles, IJERD Journal, How to publish your research paper, publish research paper, open access engineering journal, Engineering journal, Mathemetics journal, Physics journal, Chemistry journal, Computer Engineering, Computer Science journal, how to submit your paper, peer reviw journal, indexed journal, reserach and review articles, engineering journal, www.ijerd.com, research journals
International Journal of Engineering Research and Development (IJERD)IJERD Editor
journal publishing, how to publish research paper, Call For research paper, international journal, publishing a paper, IJERD, journal of science and technology, how to get a research paper published, publishing a paper, publishing of journal, publishing of research paper, reserach and review articles, IJERD Journal, How to publish your research paper, publish research paper, open access engineering journal, Engineering journal, Mathemetics journal, Physics journal, Chemistry journal, Computer Engineering, Computer Science journal, how to submit your paper, peer reviw journal, indexed journal, reserach and review articles, engineering journal, www.ijerd.com, research journals,
yahoo journals, bing journals, International Journal of Engineering Research and Development, google journals, hard copy of journal
A Flexible Closed Loop PMDC Motor Speed Control System for Precise PositioningWaqas Tariq
The speed control of DC motor is very significant especially in applications where precision is of great importance. Due to its ease of controllability the DC motor is used in many industrial applications requiring variable speed and load characteristics. So the precise speed control of a DC motor is very crucial in industry. In this case microcontrollers play a vital role for the flexible control of DC motors. This current research work investigates the implementation of an ATmega8L microcontroller for the speed control of DC motor fed by a DC chopper. The chopper is driven by a high frequency PWM signal. Controlling the PWM duty cycle is equivalent to controlling the motor terminal voltage, which in turn adjusts directly the motor speed. H-bridge circuit is implemented for the bi-directional control of the motor. A prototype of permanent magnet DC motor speed control system using the microcontroller is developed and tested.
Low cost Real Time Centralized Speed Control of DC Motor Using Lab View -NI U...IJPEDS-IAES
DC motors are an outstanding portion of apparatus used in automotive and automation industrial applications requiring variable speed and load characteristics, due to its ease of controllability. Creating an interface control system for multi DC motor drive operations with centralized speed control, from small-scale models to large industrial applications is in much demand. By using Lab VIEW (laboratory virtual instrument engineering workbench) as the motor controller, we can control a DC motor for multiple purposes using single software environment. The aim of this paper is to propose the centralized speed control of DC motor using Lab VIEW. Here, Lab VIEW is used for simulating the motor, whereas the input armature voltage of the DC motor is controlled using a virtual Knob in Lab VIEW software. The hardware part of the system (DC motor) and the software (in personal computer) are interfaced using a data acquisition card (DAQ) -Model PCI- 6024E. The voltage and Speed response is obtained using LABVIEW software. Using this software, the speed of a group of motors can be controlled from different locations using remote telemetry. The proposed work also focuses on controlling the speed of the individual DC motor using PWM scheme (Duty cycle based Square wave generation) and DAQ. With the help of the DAQ along with Lab VIEW front panel window, the DC motor speed and directions can be changed easily in remote way. In order to test the proposed system the laboratory model for an80W DC motor group (multi drive) is developed for different angular displacements and directions of the motor. The simulation model and experimental results conforms the advantages and robustness of the proposed centralized speed control.
This paper focuses on the materials, working principle of a robotic vehicle which will be controlled with hand motion. The aim of this research is to enhance industrialization by creating a hand motion controlled robotic vehicle, since it uses hand motion it will be easier to use in automation and various industries. It is also very beneficial for people with disabilities since only hand motion is required. There were various materials that were used in the research. 2 microcontrollers, an accelerometer, RF modules, encoder, decoder, diode, motor driver IC, DC motor and batteries. The microcontrollers are small computers which can be programmed to be utilized in various different ways. The Accelerometer is a PCB or a sensor which detects speed. The RF modules are of two types which are transmitters and receivers and they are components which are used to send data and information wirelessly. The encoder and decoder are used to convert the binary to any n number of output terminals. The diode is used to send the electricity in one direction. The motor driver IC controls the DC motor from the information given by the microcontroller ICs and lastly a 9v Battery will be used to power the system. The arduino software will be used to program the IC so it can perform the required task. The gadget features a receiver circuit that is intended to be worn on top of the user's glove. The vehicle's circuit incorporates an RF receiver, an 8051 CPU, and a Driver IC to power the motors. This method is extremely useful for persons with impairments since it allows a robotic vehicle to drive itself using hand gestures. The person only needs to move his hand to move the car forward, backward, left, or right. As a result, the user is not required to push any buttons.
Design, Implementation and Control of a Humanoid Robot for Obstacle Avoidance...IOSR Journals
Abstract: In this paper, the design, implementation and control of a humanoid robot, which enables humanlike
walk and a path planning of humanoid robot for obstacle avoidance by using infrared sensors (IRs) is
proposed. As the focus is to obtain human-like walk, the robot is designed to resemble human proportions.
Based on the obtained information from IR sensors, a software flow proposed to decide the behaviour of robot
so that the robot avoids obstacles and goes to the destination. Furthermore the hardware and software
necessary to obtain a fully autonomous system is developed and implemented. Human-like walk was not
obtained on the real system, due to system limitations. If a new interface to the DC-motors in the servos was
developed, and a faster on-board computer was chosen, human-like walk should be possible.
Keywords- Humanoid robot, Autonomous mobile robot, Obstacle avoidance, IR sensors, servo motors, 8051
Micro controller.
Design, Implementation and Control of a Humanoid Robot for Obstacle Avoidance...IOSR Journals
In this paper, the design, implementation and control of a humanoid robot, which enables humanlike
walk and a path planning of humanoid robot for obstacle avoidance by using infrared sensors (IRs) is
proposed. As the focus is to obtain human-like walk, the robot is designed to resemble human proportions.
Based on the obtained information from IR sensors, a software flow proposed to decide the behaviour of robot
so that the robot avoids obstacles and goes to the destination. Furthermore the hardware and software
necessary to obtain a fully autonomous system is developed and implemented. Human-like walk was not
obtained on the real system, due to system limitations. If a new interface to the DC-motors in the servos was
developed, and a faster on-board computer was chosen, human-like walk should be possible.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
Water billing management system project report.pdfKamal Acharya
Our project entitled “Water Billing Management System” aims is to generate Water bill with all the charges and penalty. Manual system that is employed is extremely laborious and quite inadequate. It only makes the process more difficult and hard.
The aim of our project is to develop a system that is meant to partially computerize the work performed in the Water Board like generating monthly Water bill, record of consuming unit of water, store record of the customer and previous unpaid record.
We used HTML/PHP as front end and MYSQL as back end for developing our project. HTML is primarily a visual design environment. We can create a android application by designing the form and that make up the user interface. Adding android application code to the form and the objects such as buttons and text boxes on them and adding any required support code in additional modular.
MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software. It is a stable ,reliable and the powerful solution with the advanced features and advantages which are as follows: Data Security.MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
Welcome to International Journal of Engineering Research and Development (IJERD)IJERD Editor
call for paper 2012, hard copy of journal, research paper publishing, where to publish research paper,
journal publishing, how to publish research paper, Call For research paper, international journal, publishing a paper, IJERD, journal of science and technology, how to get a research paper published, publishing a paper, publishing of journal, publishing of research paper, reserach and review articles, IJERD Journal, How to publish your research paper, publish research paper, open access engineering journal, Engineering journal, Mathemetics journal, Physics journal, Chemistry journal, Computer Engineering, Computer Science journal, how to submit your paper, peer reviw journal, indexed journal, reserach and review articles, engineering journal, www.ijerd.com, research journals
International Journal of Engineering Research and Development (IJERD)IJERD Editor
journal publishing, how to publish research paper, Call For research paper, international journal, publishing a paper, IJERD, journal of science and technology, how to get a research paper published, publishing a paper, publishing of journal, publishing of research paper, reserach and review articles, IJERD Journal, How to publish your research paper, publish research paper, open access engineering journal, Engineering journal, Mathemetics journal, Physics journal, Chemistry journal, Computer Engineering, Computer Science journal, how to submit your paper, peer reviw journal, indexed journal, reserach and review articles, engineering journal, www.ijerd.com, research journals,
yahoo journals, bing journals, International Journal of Engineering Research and Development, google journals, hard copy of journal
A Flexible Closed Loop PMDC Motor Speed Control System for Precise PositioningWaqas Tariq
The speed control of DC motor is very significant especially in applications where precision is of great importance. Due to its ease of controllability the DC motor is used in many industrial applications requiring variable speed and load characteristics. So the precise speed control of a DC motor is very crucial in industry. In this case microcontrollers play a vital role for the flexible control of DC motors. This current research work investigates the implementation of an ATmega8L microcontroller for the speed control of DC motor fed by a DC chopper. The chopper is driven by a high frequency PWM signal. Controlling the PWM duty cycle is equivalent to controlling the motor terminal voltage, which in turn adjusts directly the motor speed. H-bridge circuit is implemented for the bi-directional control of the motor. A prototype of permanent magnet DC motor speed control system using the microcontroller is developed and tested.
Low cost Real Time Centralized Speed Control of DC Motor Using Lab View -NI U...IJPEDS-IAES
DC motors are an outstanding portion of apparatus used in automotive and automation industrial applications requiring variable speed and load characteristics, due to its ease of controllability. Creating an interface control system for multi DC motor drive operations with centralized speed control, from small-scale models to large industrial applications is in much demand. By using Lab VIEW (laboratory virtual instrument engineering workbench) as the motor controller, we can control a DC motor for multiple purposes using single software environment. The aim of this paper is to propose the centralized speed control of DC motor using Lab VIEW. Here, Lab VIEW is used for simulating the motor, whereas the input armature voltage of the DC motor is controlled using a virtual Knob in Lab VIEW software. The hardware part of the system (DC motor) and the software (in personal computer) are interfaced using a data acquisition card (DAQ) -Model PCI- 6024E. The voltage and Speed response is obtained using LABVIEW software. Using this software, the speed of a group of motors can be controlled from different locations using remote telemetry. The proposed work also focuses on controlling the speed of the individual DC motor using PWM scheme (Duty cycle based Square wave generation) and DAQ. With the help of the DAQ along with Lab VIEW front panel window, the DC motor speed and directions can be changed easily in remote way. In order to test the proposed system the laboratory model for an80W DC motor group (multi drive) is developed for different angular displacements and directions of the motor. The simulation model and experimental results conforms the advantages and robustness of the proposed centralized speed control.
This paper focuses on the materials, working principle of a robotic vehicle which will be controlled with hand motion. The aim of this research is to enhance industrialization by creating a hand motion controlled robotic vehicle, since it uses hand motion it will be easier to use in automation and various industries. It is also very beneficial for people with disabilities since only hand motion is required. There were various materials that were used in the research. 2 microcontrollers, an accelerometer, RF modules, encoder, decoder, diode, motor driver IC, DC motor and batteries. The microcontrollers are small computers which can be programmed to be utilized in various different ways. The Accelerometer is a PCB or a sensor which detects speed. The RF modules are of two types which are transmitters and receivers and they are components which are used to send data and information wirelessly. The encoder and decoder are used to convert the binary to any n number of output terminals. The diode is used to send the electricity in one direction. The motor driver IC controls the DC motor from the information given by the microcontroller ICs and lastly a 9v Battery will be used to power the system. The arduino software will be used to program the IC so it can perform the required task. The gadget features a receiver circuit that is intended to be worn on top of the user's glove. The vehicle's circuit incorporates an RF receiver, an 8051 CPU, and a Driver IC to power the motors. This method is extremely useful for persons with impairments since it allows a robotic vehicle to drive itself using hand gestures. The person only needs to move his hand to move the car forward, backward, left, or right. As a result, the user is not required to push any buttons.
Design, Implementation and Control of a Humanoid Robot for Obstacle Avoidance...IOSR Journals
Abstract: In this paper, the design, implementation and control of a humanoid robot, which enables humanlike
walk and a path planning of humanoid robot for obstacle avoidance by using infrared sensors (IRs) is
proposed. As the focus is to obtain human-like walk, the robot is designed to resemble human proportions.
Based on the obtained information from IR sensors, a software flow proposed to decide the behaviour of robot
so that the robot avoids obstacles and goes to the destination. Furthermore the hardware and software
necessary to obtain a fully autonomous system is developed and implemented. Human-like walk was not
obtained on the real system, due to system limitations. If a new interface to the DC-motors in the servos was
developed, and a faster on-board computer was chosen, human-like walk should be possible.
Keywords- Humanoid robot, Autonomous mobile robot, Obstacle avoidance, IR sensors, servo motors, 8051
Micro controller.
Design, Implementation and Control of a Humanoid Robot for Obstacle Avoidance...IOSR Journals
In this paper, the design, implementation and control of a humanoid robot, which enables humanlike
walk and a path planning of humanoid robot for obstacle avoidance by using infrared sensors (IRs) is
proposed. As the focus is to obtain human-like walk, the robot is designed to resemble human proportions.
Based on the obtained information from IR sensors, a software flow proposed to decide the behaviour of robot
so that the robot avoids obstacles and goes to the destination. Furthermore the hardware and software
necessary to obtain a fully autonomous system is developed and implemented. Human-like walk was not
obtained on the real system, due to system limitations. If a new interface to the DC-motors in the servos was
developed, and a faster on-board computer was chosen, human-like walk should be possible.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
Water billing management system project report.pdfKamal Acharya
Our project entitled “Water Billing Management System” aims is to generate Water bill with all the charges and penalty. Manual system that is employed is extremely laborious and quite inadequate. It only makes the process more difficult and hard.
The aim of our project is to develop a system that is meant to partially computerize the work performed in the Water Board like generating monthly Water bill, record of consuming unit of water, store record of the customer and previous unpaid record.
We used HTML/PHP as front end and MYSQL as back end for developing our project. HTML is primarily a visual design environment. We can create a android application by designing the form and that make up the user interface. Adding android application code to the form and the objects such as buttons and text boxes on them and adding any required support code in additional modular.
MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software. It is a stable ,reliable and the powerful solution with the advanced features and advantages which are as follows: Data Security.MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
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.
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
An Approach to Detecting Writing Styles Based on Clustering Techniquesambekarshweta25
An Approach to Detecting Writing Styles Based on Clustering Techniques
Authors:
-Devkinandan Jagtap
-Shweta Ambekar
-Harshit Singh
-Nakul Sharma (Assistant Professor)
Institution:
VIIT Pune, India
Abstract:
This paper proposes a system to differentiate between human-generated and AI-generated texts using stylometric analysis. The system analyzes text files and classifies writing styles by employing various clustering algorithms, such as k-means, k-means++, hierarchical, and DBSCAN. The effectiveness of these algorithms is measured using silhouette scores. The system successfully identifies distinct writing styles within documents, demonstrating its potential for plagiarism detection.
Introduction:
Stylometry, the study of linguistic and structural features in texts, is used for tasks like plagiarism detection, genre separation, and author verification. This paper leverages stylometric analysis to identify different writing styles and improve plagiarism detection methods.
Methodology:
The system includes data collection, preprocessing, feature extraction, dimensional reduction, machine learning models for clustering, and performance comparison using silhouette scores. Feature extraction focuses on lexical features, vocabulary richness, and readability scores. The study uses a small dataset of texts from various authors and employs algorithms like k-means, k-means++, hierarchical clustering, and DBSCAN for clustering.
Results:
Experiments show that the system effectively identifies writing styles, with silhouette scores indicating reasonable to strong clustering when k=2. As the number of clusters increases, the silhouette scores decrease, indicating a drop in accuracy. K-means and k-means++ perform similarly, while hierarchical clustering is less optimized.
Conclusion and Future Work:
The system works well for distinguishing writing styles with two clusters but becomes less accurate as the number of clusters increases. Future research could focus on adding more parameters and optimizing the methodology to improve accuracy with higher cluster values. This system can enhance existing plagiarism detection tools, especially in academic settings.
HEAP SORT ILLUSTRATED WITH HEAPIFY, BUILD HEAP FOR DYNAMIC ARRAYS.
Heap sort is a comparison-based sorting technique based on Binary Heap data structure. It is similar to the selection sort where we first find the minimum element and place the minimum element at the beginning. Repeat the same process for the remaining elements.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
1. Department of Electrical Engineering
Controller of 6 DOF Robotic Arm
Group Members:
Muhammad Shahram Arshad (400541)
Muhammad Nabeel(400406)
Aitazaz Ahsan(400405)
Supervisor:
Engr. Hamza Shahid
2. Department of Electrical Engineering
Problem Statement
The foremost task of the project is to accurately control the movement of the robotic
arm using servo motors on all six axis.
Low cost and light weight robot capable of executing many industrial and personal
applications and having many numerous possibilities.
Construction of small scaled 6 DOF robotic.
3. Aims & Objectives
Objectives of the Project are as follows
Study the concept of picking and placing of an object utilizing 6 axis robotic arm.
Procurement the mechanical structure of the robot.
Achieve a functional gripper.
Accurately control the motion of the robotic arm.
Make an interface between the programming of robotic arm and the sensors.
Make the robot capable of stopping at the desired location.
Department of Electrical Engineering
4. Literature Study / Data
Collection
We read paper regarding the feedback mechanism of servo control using open loop system and
closed loop system.
Advantages of closed loop are that angular position can be controlled precisely, but the feedback
of actual position can also be obtained during the system operation. The voltage feedback which
comes from the built-in potentiometer is accurate enough to represent the actual angular position
of the motor.
We also came across a project of 6 DOF robotic arm that was implemented on FPGA
Project focused on the build of a multipurpose robotic arm which can perform operations with
higher accuracy with 6 degrees of freedom.
Arm exhibited higher speed of operation and lower delay in processing due to the use of FPGA for
processing and control.
Improved the speed of operation and reduced the latency of response when used for applications
such as bionic arm when compared to present methods.
Department of Electrical Engineering
5. Methodology
Understanding mechanical design of the robotic arm.
Accruing the mechanical structure.
Suitable controller for the control of servo motors.
Selection of the right servo motors.
Development of end effector.
Axis movement utilizing Arduino (current objectives are achievable by Arduino)
Use of FPGA for incorporation of more sensors.
Department of Electrical Engineering
7. Mechanical Structure
Types of mechanical structures that are available today are as follows
1. Joint arm
Resembles human arm
Very Flexible and accurate
Ability to reach over obstructions and achieve and positon
Applications include paint spraying, arc and spot welding, machine tending etc
2. SCARA (Selective Compliance Articulated Robot Arm)
Designed for peg board type of assembly
heavily used in the electronics industry.
Stiff in the vertical direction
Fairly small in size and capable of operating at high speeds.
Department of Electrical Engineering
8. Mechanical Structure
3. Cartesian co-ordinate robotic arm
High Rigidity
Less flexible
Very Accurate and Flexible
Often seen in machine tools and measuring machines
4. Cylindrical co-ordinate robotic arm
Very similar to the Cartesian co-ordinate robots
Robots have good rigidity
Good for jobs requiring straight line moves
Disadvantage of these robots is their inability to reach around objects.
Department of Electrical Engineering
9. Mechanical Structure
Joint arm was selected for our robotic arm because
( Resembles human arm, highly flexible and has ability to reach over objects)
Problems faced in designing and constructing such mechanical structure were
High cost, less accuracy due to play in the structure.
Mechanical structure was ordered by a third party having similar design as required.
Department of Electrical Engineering
10. Servo Motors
Servo motors are generally an assembly of four things: a DC motor, a gearing set, a
control circuit and a position-sensor (usually a potentiometer).
They usually have three wires (power, ground & control).
Servo motor works on PWM (Pulse width modulation) principle, means its angle of
rotation is controlled by the duration of applied pulse to its Control PIN.
Some servos have an additional wire which for analog feedback.
Department of Electrical Engineering
11. Servo Motors
Servo motors used in our robotic arm are (KS3620)
KS-3620 digital servo parameters are:
Torque (4.8V) 12.0kg/cm
Torque (6.6V) 15.0kg/cm
Speed: 0.07 seconds (4.8V) ¦ 0.06 seconds (6.0V)
Operating voltage: 4.8v 6.6v DC voltage
Weight: 55g
Bearing Type: Ball Bearing × 2
Motor type: strong magnetic high speed motor
Gear type: copper and aluminum
Working temperature: -20°C-60°C
Working frequency: 500µs/2500hz
Department of Electrical Engineering
12. Controller
Various controllers have been implemented to control 6 DOF robotic arm
Our objectives can be achieved using Arduino microcontroller.
FPGA can be incorporated to add more sensors to the robotic arm.
Department of Electrical Engineering
13. Controllers
Hardware Features of the Arduino:
Microcontroller: ATmega328
Operating Voltage: 5V
Input Voltage (recommended): 7-12V
Input Voltage (limits): 6-20V
Digital I/O Pins: 14 (of which 6 provide PWM output)
Analog Input Pins: 6
DC Current per I/O Pin: 40 mA
DC Current for 3.3V Pin: 50 mA
Flash Memory: 32 KB of which 0.5 KB used by bootloader
SRAM: 2 KB (ATmega328)
EEPROM: 1 KB (ATmega328)
Clock Speed: 16 MHz
Department of Electrical Engineering
14. Controller
Key Features of FPGA Mojo V3:
Spartan 6 XC6SLX9 FPGA
84 digital IO pins
8 analog inputs
8 general purpose LEDs
1 reset button
1 LED to show when the FPGA is correctly configured
On board voltage regulation that can handle 4.8V - 12V
A microcontroller (ATmega32U4) used for configuring the FPGA, USB
communications, and reading the analog pins
On board flash memory to store the FPGA configuration file
Department of Electrical Engineering
15. Open Loop System
Department of Electrical Engineering
Servo motor has a control unit inside the servo motor casing.
It works on closed loop feedback mechanism inside servo.
Over all system with servo motors and controller is open loop system.
Feedback is in the form of a potentiometer (pot) connected to the output shaft of the
motor which is fed to the control unit of servo. The output of the pot is proportional to
the position of the servo shaft.
Controller with the servo motors forms the open loop system.
16. Object Gripper
For the gripping of an object we using the claw gripper.
Problem faced by the gripper are
Feedback of servo its self.
Inability to achieve angle while holding the object.
Negative feedback causes servo to achieve the angle.
Department of Electrical Engineering
17. Limiting Switch on Gripper
Limiting on the gripper can solve the problem
When the grippers hold an object and the limiting switch is closed
It will provide an electrical signal to the controller.
Which will tell controller to stop sending PWM signal to servo motor.
Department of Electrical Engineering
18. Progress of Project
Literature Review of the project.
Accruing the mechanical structure and problems faced.
Working of servo motors.
Achieved the movement of axis using Arduino.
Coding using Arduino.
Department of Electrical Engineering
19. Future Work
Complete working of the robotic arm.
Coding algorithms for the simultaneous movement of axis.
Achieve the accurate picking and placing of the object.
Development of the accurate end effector.
Incorporation of sensors for pick and place detection.
Department of Electrical Engineering
20. Cost
Equipment Price
1. Mechanical Structure Rs.15320
2. Servo Motors Rs.16680
3. Arduino UNO Rs.550
4. Arduino Sensor Shield v5.0 Rs.300
5.MOJO V3 (FPGA) Rs.5500
Total Rs.38350
Department of Electrical Engineering
22. References
[1] A S Sadun, J Jalani, J A Sukor "ARPN: A comparative study on the position control method of dc servo motor
with position feedback by using Arduino,” (ARPN), vol. 11, no. 18, pp. 10955, September 2016.
[2] D Shri Lakshmi Pravalika and Dr. Alex Noel Joseph Raj " IJIET: FPGA based robotic arm with six degree of
freedon” International Journal of Innovations in Engineering and Technology, vol. 2, no. 1, pp. 2319-1058,
February 2013.
[4] Agus Bejo, Wanchalerm Pora and Hiroaki Kunieda, “Development of a 6-axis robotic arm controller
implemented on a low-cost microcontroller,” in 2009 6th International Conference on Electrical
Engineering/Electronics, Computer, Telecommunications and Information Technology, Pattaya, Chonburi,
Thailand, 2009, pp. 772-776.
[5] Electronics Hub available at https://www.electronicshub.org/raspberry-pi-vs-arduino
[6] Adafruit (analog feedback) available at https://learn.adafruit.com/analog-feedback-servos/about-servos-and-
feedback
[7] FPGA vs Microcontrollers available at https://electronics.stackexchange.com/questions/4382/fpgas-vs-
microcontrollers
Department of Electrical Engineering