DESIGN AND IMPLEMENTATION OF IMAGE-BASED VISUAL SERVOING (IBVS) WITH MODEL PREDICTIVE CONTROL (MPC) ON PAN –TILT CAMERA PLATFORM

Visual servoing is a technique which use feedback information extracted from a visual sensor to control the motion of a robot. Combined with an image processing algorithm, visual information from a camera becomes a visual sensor which provides feedback or measurement value i.e. center point coordina...

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Main Author: Freben Dommaris Saragih, Christ
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/36572
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:36572
spelling id-itb.:365722019-03-13T14:39:56ZDESIGN AND IMPLEMENTATION OF IMAGE-BASED VISUAL SERVOING (IBVS) WITH MODEL PREDICTIVE CONTROL (MPC) ON PAN –TILT CAMERA PLATFORM Freben Dommaris Saragih, Christ Indonesia Theses Visual servoing, MPC, face detection, object tracking, pan-tilt camera platform INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/36572 Visual servoing is a technique which use feedback information extracted from a visual sensor to control the motion of a robot. Combined with an image processing algorithm, visual information from a camera becomes a visual sensor which provides feedback or measurement value i.e. center point coordinate value from detected face. The face tracking system with pan-tilt camera can be utilized for many applications. The 2 DOF (degree of freedom) camera platform being used consists of 2 servo motors which moves according to control signal calculated using a control method such that the system will be able to keep the tracked face position at the center of the camera frame. In this research, Model Predictive Control (MPC) method is implemented to build a controller, in which each movement of pan and tilt servo camera is controlled by control signals calculated with MPC method. MPC application is chosen so the system can produce an optimal control signal while considering input signal saturation aspect. Optimal control signal provides by the MPC controller is produced through optimizing the system performance index. The result is shown that MPC controller successfully implemented in pan-tilt camera platform. The optimal control signals deliver a good control pan and tilt movement with good system response with rise time ( ) < 1 second and overshoot < 15%. MPC control signal can overcome the input saturation as well. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Visual servoing is a technique which use feedback information extracted from a visual sensor to control the motion of a robot. Combined with an image processing algorithm, visual information from a camera becomes a visual sensor which provides feedback or measurement value i.e. center point coordinate value from detected face. The face tracking system with pan-tilt camera can be utilized for many applications. The 2 DOF (degree of freedom) camera platform being used consists of 2 servo motors which moves according to control signal calculated using a control method such that the system will be able to keep the tracked face position at the center of the camera frame. In this research, Model Predictive Control (MPC) method is implemented to build a controller, in which each movement of pan and tilt servo camera is controlled by control signals calculated with MPC method. MPC application is chosen so the system can produce an optimal control signal while considering input signal saturation aspect. Optimal control signal provides by the MPC controller is produced through optimizing the system performance index. The result is shown that MPC controller successfully implemented in pan-tilt camera platform. The optimal control signals deliver a good control pan and tilt movement with good system response with rise time ( ) < 1 second and overshoot < 15%. MPC control signal can overcome the input saturation as well.
format Theses
author Freben Dommaris Saragih, Christ
spellingShingle Freben Dommaris Saragih, Christ
DESIGN AND IMPLEMENTATION OF IMAGE-BASED VISUAL SERVOING (IBVS) WITH MODEL PREDICTIVE CONTROL (MPC) ON PAN –TILT CAMERA PLATFORM
author_facet Freben Dommaris Saragih, Christ
author_sort Freben Dommaris Saragih, Christ
title DESIGN AND IMPLEMENTATION OF IMAGE-BASED VISUAL SERVOING (IBVS) WITH MODEL PREDICTIVE CONTROL (MPC) ON PAN –TILT CAMERA PLATFORM
title_short DESIGN AND IMPLEMENTATION OF IMAGE-BASED VISUAL SERVOING (IBVS) WITH MODEL PREDICTIVE CONTROL (MPC) ON PAN –TILT CAMERA PLATFORM
title_full DESIGN AND IMPLEMENTATION OF IMAGE-BASED VISUAL SERVOING (IBVS) WITH MODEL PREDICTIVE CONTROL (MPC) ON PAN –TILT CAMERA PLATFORM
title_fullStr DESIGN AND IMPLEMENTATION OF IMAGE-BASED VISUAL SERVOING (IBVS) WITH MODEL PREDICTIVE CONTROL (MPC) ON PAN –TILT CAMERA PLATFORM
title_full_unstemmed DESIGN AND IMPLEMENTATION OF IMAGE-BASED VISUAL SERVOING (IBVS) WITH MODEL PREDICTIVE CONTROL (MPC) ON PAN –TILT CAMERA PLATFORM
title_sort design and implementation of image-based visual servoing (ibvs) with model predictive control (mpc) on pan –tilt camera platform
url https://digilib.itb.ac.id/gdl/view/36572
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