This document summarizes a student project on stabilizing and balancing linear and rotary inverted pendulum systems. It discusses the design and implementation of PID controllers to balance an inverted pendulum mounted on a cart (linear system) and a rotary inverted pendulum prototype. Key steps included mathematical modeling, simulation in MATLAB, PID controller tuning, and applying the controller to experimental setups. Results showed the systems could be stabilized using optimized PID and LQR controllers designed via pole placement and minimizing cost functions.
International Journal of Modern Engineering Research (IJMER) is Peer reviewed, online Journal. It serves as an international archival forum of scholarly research related to engineering and science education.
International Journal of Modern Engineering Research (IJMER) is Peer reviewed, online Journal. It serves as an international archival forum of scholarly research related to engineering and science education.
State space analysis, eign values and eign vectorsShilpa Shukla
State space analysis concept, state space model to transfer function model in first and second companion forms jordan canonical forms, Concept of eign values eign vector and its physical meaning,characteristic equation derivation is presented from the control system subject area.
ROBOTICS-ROBOT KINEMATICS AND ROBOT PROGRAMMINGTAMILMECHKIT
Forward Kinematics, Inverse Kinematics and Difference; Forward Kinematics and Reverse Kinematics of manipulators with Two, Three Degrees of Freedom (in 2 Dimension), Four Degrees of freedom (in 3 Dimension) Jacobians, Velocity and Forces-Manipulator Dynamics, Trajectory Generator, Manipulator Mechanism Design-Derivations and problems. Lead through Programming, Robot programming Languages-VAL Programming-Motion Commands, Sensor Commands, End Effector commands and simple Programs
Controller design of inverted pendulum using pole placement and lqreSAT Publishing House
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology.
Mathematical model analysis and control algorithms design based on state feed...hunypink
XZ-Ⅱtype rotary inverted pendulum is a typical mechatronic system; it completes real-time motion control using DSP motion controller and motor torque. In this paper, we recognize XZ-Ⅱrotational inverted pendulum and learn system composition, working principle, using method, precautions and software platform. We master how to build mathematical model and state feedback control method (pole assignment algorithm) of the one order rotational inverted pendulum system and finish simulation study of system using Mat lab. In the end we grasp debugging method of the actual system, and finish online control of the one order rotational inverted pendulum system as well.
State space analysis, eign values and eign vectorsShilpa Shukla
State space analysis concept, state space model to transfer function model in first and second companion forms jordan canonical forms, Concept of eign values eign vector and its physical meaning,characteristic equation derivation is presented from the control system subject area.
ROBOTICS-ROBOT KINEMATICS AND ROBOT PROGRAMMINGTAMILMECHKIT
Forward Kinematics, Inverse Kinematics and Difference; Forward Kinematics and Reverse Kinematics of manipulators with Two, Three Degrees of Freedom (in 2 Dimension), Four Degrees of freedom (in 3 Dimension) Jacobians, Velocity and Forces-Manipulator Dynamics, Trajectory Generator, Manipulator Mechanism Design-Derivations and problems. Lead through Programming, Robot programming Languages-VAL Programming-Motion Commands, Sensor Commands, End Effector commands and simple Programs
Controller design of inverted pendulum using pole placement and lqreSAT Publishing House
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology.
Mathematical model analysis and control algorithms design based on state feed...hunypink
XZ-Ⅱtype rotary inverted pendulum is a typical mechatronic system; it completes real-time motion control using DSP motion controller and motor torque. In this paper, we recognize XZ-Ⅱrotational inverted pendulum and learn system composition, working principle, using method, precautions and software platform. We master how to build mathematical model and state feedback control method (pole assignment algorithm) of the one order rotational inverted pendulum system and finish simulation study of system using Mat lab. In the end we grasp debugging method of the actual system, and finish online control of the one order rotational inverted pendulum system as well.
This project was developed for an Embedded systems class: we implemented a PID controller for a mechanical inverted pendulum. It was very interesting to experiment in practice with a simple control plant.
MODELLING AND SIMULATION OF INVERTED PENDULUM USING INTERNAL MODEL CONTROLJournal For Research
The internal model control (IMC) philosophy relies on the internal model principle, which states that control can be achieved only if the control system encapsulates, either implicitly or explicitly, some representation of the process to be controlled. In particular, if the control scheme is developed based on an exact model of the process, then perfect control is theoretically possible. Transfer function of Inverted Pendulum is selected as the base of design, which examines IMC controller. Matlab/simulink is used to simulate the procedures and validate the performance. The results shows robustness of the IMC and got graded responses when compared with PID. Furthermore, a comparison between the PID and IMC was shows that IMC gives better response specifications.
Abstract - This paper addresses some of the potential benefits of
using fuzzy logic controllers to control an inverted pendulum
system. The stages of the development of a fuzzy logic controller
using a four input Takagi-Sugeno fuzzy model were presented.
The main idea of this paper is to implement and optimize fuzzy
logic control algorithms in order to balance the inverted
pendulum and at the same time reducing the computational time
of the controller. In this work, the inverted pendulum system was
modeled and constructed using Simulink and the performance of
the proposed fuzzy logic controller is compared to the more
commonly used PID controller through simulations using Matlab.
Simulation results show that the Fuzzy Logic Controllers are far
more superior compared to PID controllers in terms of overshoot,
settling time and response to parameter changes.
Controller design of inverted pendulum using pole placement and lqreSAT Journals
Abstract In this paper modeling of an inverted pendulum is done using Euler – Lagrange energy equation for stabilization of the pendulum. The controller gain is evaluated through state feedback and Linear Quadratic optimal regulator controller techniques and also the results for both the controller are compared. The SFB controller is designed by Pole-Placement technique. An advantage of Quadratic Control method over the pole-placement techniques is that the former provides a systematic way of computing the state feedback control gain matrix.LQR controller is designed by the selection on choosing. The proposed system extends classical inverted pendulum by incorporating two moving masses. The motion of two masses that slide along the horizontal plane is controllable .The results of computer simulation for the system with Linear Quardatic Regulator (LQR) & State Feedback Controllers are shown in section 6. Keyword-Inverted pendulum, Mathematical modeling Linear-quadratic regulator, Response, State Feedback controller, gain formulae.
O presente trabalho trata do estudo, construção e controle de um sistema de
pendulo invertido utilizando lógica fuzzy embarcada em um microcontrolador de
baixo custo. Para esta finalidade foi realizada uma extensa pesquisa sobre o tema
onde foram demonstrados conceitos básicos do sistema de pendulo invertido e
discutidos alguns modelos de controle, em especial a lógica fuzzy, seu
funcionamento e aplicabilidade.
Foi construído um protótipo simples para testes iniciais da lógica fuzzy e
comportamento de mecanismos, posteriormente foi projetada e construída uma
planta maior e mais robusta para os testes de controle. Para realizar o
processamento foi utilizado um microcontrolador ATmega 2560 embarcado em um
hardware de linguagem aberta, chamado ARDUINO. A programação foi escrita em
uma versão da linguagem C própria para este tipo de microcontrolador.
A implementação do sistema de controle ao protótipo possibilitou analisar o
desempenho do controlador na planta e ajusta-lo de forma a obter a melhor
resposta. Simulações computacionais foram utilizadas de forma a auxiliar a
construção das funções de pertinência da lógica fuzzy e realizar comparações
quando se modificavam as quantidades de regras e pertinências. Uma segunda
placa de ARDUINO foi utilizada para realizar aquisição de dados em tempo real da
planta em conjunto com o Matlab. Os resultados obtidos foram satisfatórios
mostrando que é possível o controle de um problema complexo como é o caso do
pendulo invertido, com lógica fuzzy embarcada em microcontrolador mesmo com as
limitações de velocidade e armazenamento de informações do mesmo.
Palavras-chave: Pendulo invertido, lógica fuzzy, microcontrolador, sistemas de
controle, sistemas não-lineares.
The Inverted Pendulum, Spring Mass and Integrated Spring Mass Approach to Tre...Dr. James Stoxen DC
The Inverted Pendulum, Spring-Mass and Integrated Spring Mass Approach to Treating Plantar Fasciitis
A presentation by Dr. James Stoxen DC
The Malaysia World Congress in Sports and Exercise Medicine
August 26-30, 2014
Royale Chulan in Kula Lumpur, Malaysia
An overview to segway and its working principal.It is a self balancing robot, used for transportation purpose.It failed due to many of its disadvantages
The Pivot algorithm is a very efficient ‘dynamic’ algorithm for generating d-dimensional canonical ensemble.
It drastically modifies the chain dimension.
Attitude Control of Satellite Test Setup Using Reaction WheelsA. Bilal Özcan
A reaction wheel is A type of flywheel used primarily by spacecraft for attitude control without using fuel for rockets or other reaction devices.It bases on the principle of angular momentum transfer. That is Newton’s third law of action-reaction.
1st paper: https://www.researchgate.net/publication/338119144_ATTITUDE_CONTROL_OF_SATELLITE_TEST_SETUP_USING_REACTION_WHEELS
Navigation of Mobile Inverted Pendulum via Wireless control using LQR TechniqueIJMTST Journal
Mobile Inverted Pendulum (MIP) is a non-linear robotic system. Basically it is a Self-balancing robot
working on the principle of Inverted pendulum, which is a two wheel vehicle, balances itself up in the vertical
position with reference to the ground. It has four configuration variables (Cart position, Cart Velocity,
Pendulum angle, Pendulum angular velocity) to be controlled using only two control inputs. Hence it is an
Under-actuated system. This paper focuses on control of translational acceleration and deceleration of the
MIP in a dynamically reasonable manner using LQR technique. The body angle and MIP displacement are
controlled to maintain reference states where the MIP is statically unstable but dynamically stable which
leads to a constant translational acceleration due to instability of the vehicle. In this proposal, the
implementation of self balancing robot with LQR control strategy and the implementation of navigation
control of the bot using a wireless module is done. The simulation results were compared between PID control
and LQR control strategies.
Troubleshooting and Enhancement of Inverted Pendulum System Controlled by DSP...Thomas Templin
An inverted pendulum is a pendulum that has its center of mass above its pivot point. It is often implemented with the pivot point mounted on a cart that can move horizontally and may be called a cart-and-pole system. A normal pendulum is always stable since the pendulum hangs downward, whereas the inverted pendulum is inherently unstable and trivially underactuated (because the number of actuators is less than the degrees of freedom). For these reasons, the inverted pendulum has become one of the most important classical problems of control engineering. Since the 1950s, the inverted-pendulum benchmark, especially the cart version, has been used for the teaching and understanding of the use of linear-feedback control theory to stabilize an open-loop unstable system.
The objectives of this project are to:
• Focus on hardware and software troubleshooting and enhancement of an inverted-pendulum system controlled by a DSP28355 microprocessor and CCSv7.1 software.
• Use the swing-up strategy to move the pendulum into the unstable upward position (‘saddle’). The cart/pole system employs linear bearings for back-and-forward motion. The motor shaft has a pinion gear that rides on a track permitting the cart to move in a linear fashion. Both rack and pinion are made of hardened steel and mesh with a tight tolerance. The rack-and-pinion mechanism eliminates undesirable effects found in belt-driven and free-wheel systems, such as slippage or belt stretching, ensuring consistent and continuous traction.
• The motor shaft is coupled to a high-resolution optical encoder that accurately measures the position of the cart. The angle of the pendulum is also measured by an optical encoder, and the system employs an LQR controller to stabilize the pendulum rod at the unstable-equilibrium position.
• Addition of real-time status reporting and visualization of the system.
For the project, the Quanser High Frequency Linear Cart (HFLC) was used. The HFLC system consists of a precisely machined solid aluminum cart driven by a high-power 3-phase brushless DC motor. The cart slides along two high-precision, ground-hardened stainless steel guide rails, allowing for multiple turns and continuous measurement over the entire range of motion.
Our team implemented a control strategy that consists of a linear stabilizing LQR controller, proportional-integral swing-up control, and a supervisory coordinator that determines the control strategy (LQR or swing-up) to be used at any given time. The function of the linear stabilizer is to stabilize the system when it is in the vicinity of the unstable equilibrium. When the pendulum is in its natural state (straight-down stable-equilibrium node), the swing-up controller provides the cart/pendulum system with adequate energy to move the pendulum to the unstable equilibrium inside the “region of attraction” in which the linearized LQR controller is functional.
International Journal of Computational Engineering Research(IJCER) is an intentional online Journal in English monthly publishing journal. This Journal publish original research work that contributes significantly to further the scientific knowledge in engineering and Technology
The stabilization of forced inverted pendulum via fuzzy controllereSAT Journals
Abstract
In the field of nonlinear control engineering, the inverted pendulum can be considered as a bench mark problem. For an inverted
pendulum, there are mainly two types of equilibrium which are categorized as stable equilibrium and unstable equilibrium. The
stable equilibrium is the one in which the pendulum is in normal pendent position and not requires any control force since
because it is naturally stable. Under the influence of an external force, the stable equilibrium loses its stability and there comes
the need of a stabilizing controller. Therefore unstable equilibrium refers to the pendulum in upright position strictly under the
influence of a stabilizing controller. The inverted pendulum is strictly nonlinear, under actuated system; challenging task comes
with the stability analysis. A forced inverted pendulum is considered which has been modeled with respect to the cart motion. To
improve the performance and stabilize the system, a fuzzy controller is designed for the respective system. Simulation results
validate the fact that the stabilization is achieved through out and the perfect result is obtained for the system.
Keyword: Fuzzy, Heuristic, Forced Inverted Pendulum
Similar to Thesis presentation on inverted pendulum (20)
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
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/
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.
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
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.
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.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
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Thesis presentation on inverted pendulum
1. Stabilizing and balancing of
Linear and Rotary Inverted Pendulum system.
Presented by-
Nowab Md. Aminul Haq
Student ID. -1010130
Ashik-E-Rasul
Student ID. 1010132
Department of Mechanical Engineering
Bangladesh University of Engineering and Technology (BUET)
1
Supervised by-
Dr. Md. Zahurul Haq
Professor & Head.
Department of Mechanical Engineering, BUET.
2. What is an Inverted Pendulum ?
2
A Pendulum that has its center of mass above its pivot
point.
• Inherently unstable.
• Must be actively balanced in order to
remain upright.
• Must have a feedback system to keep
it balanced.
Criteria for Balancing
• Moving the Pivot point .
• Applying torque at the Pivot
point.
• Generating a net torque on the
Pendulum.
• Vertically Oscillating the Pivot
point.
4. Types of Inverted Pendulum
4
In general two types-
1. Linear Inverted Pendulum
2. Rotary Inverted Pendulum
Moving the pivot point
horizontally
Applying a torque at the
pivot point
5. Our Thesis Work
5
Inverted pendulum
pivoted on cart
Rotary Inverted pendulumSelf Balancing Vehicle prototype
Linear Inverted
Pendulum
7. Methodology of work
7
Study of System dynamics
Mathematical Modeling
MATLAB Simulation
PID Controller design in MATLAB
Application of Controller in
Experimental Setup.
8. System Dynamics and Mathematical Modeling
8
• 2D problem, where the pendulum is constrained
to move in the vertical plane.
• Control input is the force , F that moves the cart
horizontally.
• Outputs are the angular position of the
pendulum and the horizontal position , of the
cart .
• Pendulum is vertically upright , when = pi
System Transfer Functions
9. MATLAB Simulation of the System.
9
Time
phi
• No Feedback, No Controller.
• The System goes without
bound.
• The pendulum falls down
within seconds.
Fig: System behavior without Feedback and
Controller.
10. PID Controller Design
10
Angle
Fig: Simulink Model of the
system
with PID controller and Feedback
Fig: System block diagram with PID controller and
Feedback
PID
Controller
Proportional
gain , KP
Integral gain,
KI
Derivative
gain, KD
• Angular displacement is
sent as a feedback.
• Displacement can me
measured by using
Sensor( Potentiometer,
Encoder , Gyroscope etc.
)
17. Controller Design(Pole Placement Method)
17
Controll
ability
Desired
Poles
• ζ = 0.7.
• ωn = 4 rad/s
• |α| < 15 deg.
•
Gain
Calculat
ion
• To move the poles to desired location
Simulati
on
• Simulate The result
To
Model
• Apply on the system
2
. . . ]
( )
[ n
Ran
T B
k
AB A B A B
T n
3 430, 40p p
22. Designing an optimal controller
22
Linear Quadratic Regulator(LQR)
Cost
Function
Design
Matrices
• Design Matrices(Q and R) with trial and error
• Control effort(Vm) is limited
Gain
• Calculate Controller Gain Using MATLAB
Simulation
• Done in Simulink
To Model
• Apply on the Model
29. 29
Concluding Remarks
• Experiment study of Linear Inverted Pendulum, considering both
the Pendulum Angle and cart position.
• Balancing can be studied with other modern controllers, ex.
Fuzzy Controller, Neural Network etc.
• A comperative study of different controllers can also be done, to
analyze which controller provides the best Balancing.