SlideShare a Scribd company logo
1 of 2
IEEE 2014 JAVA PROJECT
FUZZY NEURAL NETWORK-BASED ADAPTIVE CONTROL FOR A CLASS OF UNCERTAIN
NONLINEAR STOCHASTIC SYSTEMS
ABSTRACT:
This paper studies an adaptive tracking control for a class of nonlinear stochastic systems
with unknown functions. The considered systems are in the nonaffine pure-feedback form, and it
is the first to control this class of systems with stochastic disturbances. The fuzzy-neural networks
are used to approximate unknown functions. Based on the backstepping design technique, the
controllers and the adaptation laws are obtained. Compared to most of the existing stochastic
systems, the proposed control algorithm has fewer adjustable parameters and thus, it can reduce
online computation load. By using Lyapunov analysis, it is proven that all the signals of the closed-
loop system are semiglobally uniformly ultimately bounded in probability and the system output
tracks the reference signal to a bounded compact set. The simulation example is given to illustrate
the effectiveness of the proposed control algorithm.
WHY CHOOSE US?
We ImplementYourOwn ProjectIdeas
We ProvideInnovativeReal Time ProjectsKits
Largest Collectionof MechanicalEngineeringProjects
ECWAY TECHNOLOGIES
IEEE PROJECTS & SOFTWARE DEVELOPMENTS
OUR OFFICES @ CHENNAI / TRICHY / KARUR / ERODE / MADURAI / SALEM / COIMBATORE
BANGALORE / HYDRABAD
CELL: +91 9894917187 | +91 875487 1111 / 2111 / 3111 / 4111 / 5111 / 6111
Visit: www.ecwayprojects.com Mail to: ecwaytechnologies@gmail.com
Every Componentisexplainedin Detail forEasyUnderstanding
PortableProjectSizeforEasyHandlingandTransportation
OUR LATEST MECHANICAL PROJECT DOMAINS
QuadCopter-Rotor| Automobile| Hydraulic| Pneumatics| Fabrication Manufacturing | Mechatronics|
Robotics | Solar | Design/Simulation CAD/CAM | Thermal | Agriculture | Air Car | Electric Car | CNC
Laser Cutter| DrillingDepth Control Machine| 2DProgrammable CNC Drill | Design And Development
BlindStick| CompositeMaterial Carbon Fiber| LaserCutter| Parallel Manipulator| Pneumatic Pick And
Place 3 DOF | Uphill Water Pump Without Electricity | Solar Car | Solar Tracker | Snake Robot | Stair
Climbing| ServantRobot To Help Us | Speed Breaker Electricity | Wall Robot With Speech | Wind Mill
Bore Well Pump | Water Wheel Pump | Vertical Pipe Inspection Robot | Unmanned Ground Vehicle |
BoreWell ChildRescue| Spherical Wheel Robot | GravityElectric Power | Shrimp/Kinematic Machine |
Wall Climbing Etc.,
CONTACT US:
ECWAYTECHNOLOGIES
23/A,2nd Floor,SKS Complex,
OPP.BusStand,Karur-639 001.
TamilNadu ,India.Cell:+91 9894917187.
Website: www.ecwayprojects.com| www.ecwaytechnologies.com
Mail to: ecwaytechnologies@gmail.com.

More Related Content

More from Ecway Karur

DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELSEcway Karur
 

More from Ecway Karur (20)

DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 
DVR CAMERA MODELS
DVR CAMERA MODELSDVR CAMERA MODELS
DVR CAMERA MODELS
 

Recently uploaded

A brief look at visionOS - How to develop app on Apple's Vision Pro
A brief look at visionOS - How to develop app on Apple's Vision ProA brief look at visionOS - How to develop app on Apple's Vision Pro
A brief look at visionOS - How to develop app on Apple's Vision ProRay Yuan Liu
 
priority interrupt computer organization
priority interrupt computer organizationpriority interrupt computer organization
priority interrupt computer organizationchnrketan
 
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...Erbil Polytechnic University
 
ROBOETHICS-CCS345 ETHICS AND ARTIFICIAL INTELLIGENCE.ppt
ROBOETHICS-CCS345 ETHICS AND ARTIFICIAL INTELLIGENCE.pptROBOETHICS-CCS345 ETHICS AND ARTIFICIAL INTELLIGENCE.ppt
ROBOETHICS-CCS345 ETHICS AND ARTIFICIAL INTELLIGENCE.pptJohnWilliam111370
 
2022 AWS DNA Hackathon 장애 대응 솔루션 jarvis.
2022 AWS DNA Hackathon 장애 대응 솔루션 jarvis.2022 AWS DNA Hackathon 장애 대응 솔루션 jarvis.
2022 AWS DNA Hackathon 장애 대응 솔루션 jarvis.elesangwon
 
Stork Webinar | APM Transformational planning, Tool Selection & Performance T...
Stork Webinar | APM Transformational planning, Tool Selection & Performance T...Stork Webinar | APM Transformational planning, Tool Selection & Performance T...
Stork Webinar | APM Transformational planning, Tool Selection & Performance T...Stork
 
Forming section troubleshooting checklist for improving wire life (1).ppt
Forming section troubleshooting checklist for improving wire life (1).pptForming section troubleshooting checklist for improving wire life (1).ppt
Forming section troubleshooting checklist for improving wire life (1).pptNoman khan
 
Computer Graphics Introduction, Open GL, Line and Circle drawing algorithm
Computer Graphics Introduction, Open GL, Line and Circle drawing algorithmComputer Graphics Introduction, Open GL, Line and Circle drawing algorithm
Computer Graphics Introduction, Open GL, Line and Circle drawing algorithmDeepika Walanjkar
 
Javier_Fernandez_CARS_workshop_presentation.pptx
Javier_Fernandez_CARS_workshop_presentation.pptxJavier_Fernandez_CARS_workshop_presentation.pptx
Javier_Fernandez_CARS_workshop_presentation.pptxJavier Fernández Muñoz
 
11. Properties of Liquid Fuels in Energy Engineering.pdf
11. Properties of Liquid Fuels in Energy Engineering.pdf11. Properties of Liquid Fuels in Energy Engineering.pdf
11. Properties of Liquid Fuels in Energy Engineering.pdfHafizMudaserAhmad
 
KCD Costa Rica 2024 - Nephio para parvulitos
KCD Costa Rica 2024 - Nephio para parvulitosKCD Costa Rica 2024 - Nephio para parvulitos
KCD Costa Rica 2024 - Nephio para parvulitosVictor Morales
 
Robotics-Asimov's Laws, Mechanical Subsystems, Robot Kinematics, Robot Dynami...
Robotics-Asimov's Laws, Mechanical Subsystems, Robot Kinematics, Robot Dynami...Robotics-Asimov's Laws, Mechanical Subsystems, Robot Kinematics, Robot Dynami...
Robotics-Asimov's Laws, Mechanical Subsystems, Robot Kinematics, Robot Dynami...Sumanth A
 
High Voltage Engineering- OVER VOLTAGES IN ELECTRICAL POWER SYSTEMS
High Voltage Engineering- OVER VOLTAGES IN ELECTRICAL POWER SYSTEMSHigh Voltage Engineering- OVER VOLTAGES IN ELECTRICAL POWER SYSTEMS
High Voltage Engineering- OVER VOLTAGES IN ELECTRICAL POWER SYSTEMSsandhya757531
 
Curve setting (Basic Mine Surveying)_MI10412MI.pptx
Curve setting (Basic Mine Surveying)_MI10412MI.pptxCurve setting (Basic Mine Surveying)_MI10412MI.pptx
Curve setting (Basic Mine Surveying)_MI10412MI.pptxRomil Mishra
 
『澳洲文凭』买麦考瑞大学毕业证书成绩单办理澳洲Macquarie文凭学位证书
『澳洲文凭』买麦考瑞大学毕业证书成绩单办理澳洲Macquarie文凭学位证书『澳洲文凭』买麦考瑞大学毕业证书成绩单办理澳洲Macquarie文凭学位证书
『澳洲文凭』买麦考瑞大学毕业证书成绩单办理澳洲Macquarie文凭学位证书rnrncn29
 
Robotics Group 10 (Control Schemes) cse.pdf
Robotics Group 10  (Control Schemes) cse.pdfRobotics Group 10  (Control Schemes) cse.pdf
Robotics Group 10 (Control Schemes) cse.pdfsahilsajad201
 
Python Programming for basic beginners.pptx
Python Programming for basic beginners.pptxPython Programming for basic beginners.pptx
Python Programming for basic beginners.pptxmohitesoham12
 
Module-1-(Building Acoustics) Noise Control (Unit-3). pdf
Module-1-(Building Acoustics) Noise Control (Unit-3). pdfModule-1-(Building Acoustics) Noise Control (Unit-3). pdf
Module-1-(Building Acoustics) Noise Control (Unit-3). pdfManish Kumar
 
Main Memory Management in Operating System
Main Memory Management in Operating SystemMain Memory Management in Operating System
Main Memory Management in Operating SystemRashmi Bhat
 
List of Accredited Concrete Batching Plant.pdf
List of Accredited Concrete Batching Plant.pdfList of Accredited Concrete Batching Plant.pdf
List of Accredited Concrete Batching Plant.pdfisabel213075
 

Recently uploaded (20)

A brief look at visionOS - How to develop app on Apple's Vision Pro
A brief look at visionOS - How to develop app on Apple's Vision ProA brief look at visionOS - How to develop app on Apple's Vision Pro
A brief look at visionOS - How to develop app on Apple's Vision Pro
 
priority interrupt computer organization
priority interrupt computer organizationpriority interrupt computer organization
priority interrupt computer organization
 
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
 
ROBOETHICS-CCS345 ETHICS AND ARTIFICIAL INTELLIGENCE.ppt
ROBOETHICS-CCS345 ETHICS AND ARTIFICIAL INTELLIGENCE.pptROBOETHICS-CCS345 ETHICS AND ARTIFICIAL INTELLIGENCE.ppt
ROBOETHICS-CCS345 ETHICS AND ARTIFICIAL INTELLIGENCE.ppt
 
2022 AWS DNA Hackathon 장애 대응 솔루션 jarvis.
2022 AWS DNA Hackathon 장애 대응 솔루션 jarvis.2022 AWS DNA Hackathon 장애 대응 솔루션 jarvis.
2022 AWS DNA Hackathon 장애 대응 솔루션 jarvis.
 
Stork Webinar | APM Transformational planning, Tool Selection & Performance T...
Stork Webinar | APM Transformational planning, Tool Selection & Performance T...Stork Webinar | APM Transformational planning, Tool Selection & Performance T...
Stork Webinar | APM Transformational planning, Tool Selection & Performance T...
 
Forming section troubleshooting checklist for improving wire life (1).ppt
Forming section troubleshooting checklist for improving wire life (1).pptForming section troubleshooting checklist for improving wire life (1).ppt
Forming section troubleshooting checklist for improving wire life (1).ppt
 
Computer Graphics Introduction, Open GL, Line and Circle drawing algorithm
Computer Graphics Introduction, Open GL, Line and Circle drawing algorithmComputer Graphics Introduction, Open GL, Line and Circle drawing algorithm
Computer Graphics Introduction, Open GL, Line and Circle drawing algorithm
 
Javier_Fernandez_CARS_workshop_presentation.pptx
Javier_Fernandez_CARS_workshop_presentation.pptxJavier_Fernandez_CARS_workshop_presentation.pptx
Javier_Fernandez_CARS_workshop_presentation.pptx
 
11. Properties of Liquid Fuels in Energy Engineering.pdf
11. Properties of Liquid Fuels in Energy Engineering.pdf11. Properties of Liquid Fuels in Energy Engineering.pdf
11. Properties of Liquid Fuels in Energy Engineering.pdf
 
KCD Costa Rica 2024 - Nephio para parvulitos
KCD Costa Rica 2024 - Nephio para parvulitosKCD Costa Rica 2024 - Nephio para parvulitos
KCD Costa Rica 2024 - Nephio para parvulitos
 
Robotics-Asimov's Laws, Mechanical Subsystems, Robot Kinematics, Robot Dynami...
Robotics-Asimov's Laws, Mechanical Subsystems, Robot Kinematics, Robot Dynami...Robotics-Asimov's Laws, Mechanical Subsystems, Robot Kinematics, Robot Dynami...
Robotics-Asimov's Laws, Mechanical Subsystems, Robot Kinematics, Robot Dynami...
 
High Voltage Engineering- OVER VOLTAGES IN ELECTRICAL POWER SYSTEMS
High Voltage Engineering- OVER VOLTAGES IN ELECTRICAL POWER SYSTEMSHigh Voltage Engineering- OVER VOLTAGES IN ELECTRICAL POWER SYSTEMS
High Voltage Engineering- OVER VOLTAGES IN ELECTRICAL POWER SYSTEMS
 
Curve setting (Basic Mine Surveying)_MI10412MI.pptx
Curve setting (Basic Mine Surveying)_MI10412MI.pptxCurve setting (Basic Mine Surveying)_MI10412MI.pptx
Curve setting (Basic Mine Surveying)_MI10412MI.pptx
 
『澳洲文凭』买麦考瑞大学毕业证书成绩单办理澳洲Macquarie文凭学位证书
『澳洲文凭』买麦考瑞大学毕业证书成绩单办理澳洲Macquarie文凭学位证书『澳洲文凭』买麦考瑞大学毕业证书成绩单办理澳洲Macquarie文凭学位证书
『澳洲文凭』买麦考瑞大学毕业证书成绩单办理澳洲Macquarie文凭学位证书
 
Robotics Group 10 (Control Schemes) cse.pdf
Robotics Group 10  (Control Schemes) cse.pdfRobotics Group 10  (Control Schemes) cse.pdf
Robotics Group 10 (Control Schemes) cse.pdf
 
Python Programming for basic beginners.pptx
Python Programming for basic beginners.pptxPython Programming for basic beginners.pptx
Python Programming for basic beginners.pptx
 
Module-1-(Building Acoustics) Noise Control (Unit-3). pdf
Module-1-(Building Acoustics) Noise Control (Unit-3). pdfModule-1-(Building Acoustics) Noise Control (Unit-3). pdf
Module-1-(Building Acoustics) Noise Control (Unit-3). pdf
 
Main Memory Management in Operating System
Main Memory Management in Operating SystemMain Memory Management in Operating System
Main Memory Management in Operating System
 
List of Accredited Concrete Batching Plant.pdf
List of Accredited Concrete Batching Plant.pdfList of Accredited Concrete Batching Plant.pdf
List of Accredited Concrete Batching Plant.pdf
 

Fuzzy neural network based adaptive control for a class of uncertain nonlinear

  • 1. IEEE 2014 JAVA PROJECT FUZZY NEURAL NETWORK-BASED ADAPTIVE CONTROL FOR A CLASS OF UNCERTAIN NONLINEAR STOCHASTIC SYSTEMS ABSTRACT: This paper studies an adaptive tracking control for a class of nonlinear stochastic systems with unknown functions. The considered systems are in the nonaffine pure-feedback form, and it is the first to control this class of systems with stochastic disturbances. The fuzzy-neural networks are used to approximate unknown functions. Based on the backstepping design technique, the controllers and the adaptation laws are obtained. Compared to most of the existing stochastic systems, the proposed control algorithm has fewer adjustable parameters and thus, it can reduce online computation load. By using Lyapunov analysis, it is proven that all the signals of the closed- loop system are semiglobally uniformly ultimately bounded in probability and the system output tracks the reference signal to a bounded compact set. The simulation example is given to illustrate the effectiveness of the proposed control algorithm. WHY CHOOSE US? We ImplementYourOwn ProjectIdeas We ProvideInnovativeReal Time ProjectsKits Largest Collectionof MechanicalEngineeringProjects ECWAY TECHNOLOGIES IEEE PROJECTS & SOFTWARE DEVELOPMENTS OUR OFFICES @ CHENNAI / TRICHY / KARUR / ERODE / MADURAI / SALEM / COIMBATORE BANGALORE / HYDRABAD CELL: +91 9894917187 | +91 875487 1111 / 2111 / 3111 / 4111 / 5111 / 6111 Visit: www.ecwayprojects.com Mail to: ecwaytechnologies@gmail.com
  • 2. Every Componentisexplainedin Detail forEasyUnderstanding PortableProjectSizeforEasyHandlingandTransportation OUR LATEST MECHANICAL PROJECT DOMAINS QuadCopter-Rotor| Automobile| Hydraulic| Pneumatics| Fabrication Manufacturing | Mechatronics| Robotics | Solar | Design/Simulation CAD/CAM | Thermal | Agriculture | Air Car | Electric Car | CNC Laser Cutter| DrillingDepth Control Machine| 2DProgrammable CNC Drill | Design And Development BlindStick| CompositeMaterial Carbon Fiber| LaserCutter| Parallel Manipulator| Pneumatic Pick And Place 3 DOF | Uphill Water Pump Without Electricity | Solar Car | Solar Tracker | Snake Robot | Stair Climbing| ServantRobot To Help Us | Speed Breaker Electricity | Wall Robot With Speech | Wind Mill Bore Well Pump | Water Wheel Pump | Vertical Pipe Inspection Robot | Unmanned Ground Vehicle | BoreWell ChildRescue| Spherical Wheel Robot | GravityElectric Power | Shrimp/Kinematic Machine | Wall Climbing Etc., CONTACT US: ECWAYTECHNOLOGIES 23/A,2nd Floor,SKS Complex, OPP.BusStand,Karur-639 001. TamilNadu ,India.Cell:+91 9894917187. Website: www.ecwayprojects.com| www.ecwaytechnologies.com Mail to: ecwaytechnologies@gmail.com.