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Nonlinear Identification and Control with Solar Energy ApplicationsBrus, Linda January 2008 (has links)
Nonlinear systems occur in industrial processes, economical systems, biotechnology and in many other areas. The thesis treats methods for system identification and control of such nonlinear systems, and applies the proposed methods to a solar heating/cooling plant. Two applications, an anaerobic digestion process and a domestic solar heating system are first used to illustrate properties of an existing nonlinear recursive prediction error identification algorithm. In both cases, the accuracy of the obtained nonlinear black-box models are comparable to the results of application specific grey-box models. Next a convergence analysis is performed, where conditions for convergence are formulated. The results, together with the examples, indicate the need of a method for providing initial parameters for the nonlinear prediction error algorithm. Such a method is then suggested and shown to increase the usefulness of the prediction error algorithm, significantly decreasing the risk for convergence to suboptimal minimum points. Next, the thesis treats model based control of systems with input signal dependent time delays. The approach taken is to develop a controller for systems with constant time delays, and embed it by input signal dependent resampling; the resampling acting as an interface between the system and the controller. Finally a solar collector field for combined cooling and heating of office buildings is used to illustrate the system identification and control strategies discussed earlier in the thesis, the control objective being to control the solar collector output temperature. The system has nonlinear dynamic behavior and large flow dependent time delays. The simulated evaluation using measured disturbances confirm that the controller works as intended. A significant reduction of the impact of variations in solar radiation on the collector outlet temperature is achieved, though the limited control range of the system itself prevents full exploitation of the proposed feedforward control. The methods and results contribute to a better utilization of solar power.
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Simultaneous control of coupled actuators using singular value decomposition and semi-nonnegative matrix factorizationWinck, Ryder Christian 08 November 2012 (has links)
This thesis considers the application of singular value decomposition (SVD) and semi-nonnegative matrix factorization (SNMF) within feedback control systems, called the SVD System and SNMF System, to control numerous subsystems with a reduced number of control inputs. The subsystems are coupled using a row-column structure to allow mn subsystems to be controlled using m+n inputs. Past techniques for controlling systems in this row-column structure have focused on scheduling procedures that offer limited performance. The SVD and SNMF Systems permit simultaneous control of every subsystem, which increases the convergence rate by an order of magnitude compared with previous methods. In addition to closed loop control, open loop procedures using the SVD and SNMF are compared with previous scheduling procedures, demonstrating significant performance improvements. This thesis presents theoretical results for the controllability of systems using the row-column structure and for the stability and performance of the SVD and SNMF Systems. Practical challenges to the implementation of the SVD and SNMF Systems are also examined. Numerous simulation examples are provided, in particular, a dynamic simulation of a pin array device, called Digital Clay, and two physical demonstrations are used to assess the feasibility of the SVD and SNMF Systems for specific applications.
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Ein Beitrag zur spurtreuen Führung n-gliedriger mehrachsgelenkter Fahrzeuge / Control Design for Train-Like Guidance of Multiple Articulated VehiclesWagner, Sebastian 19 May 2010 (has links) (PDF)
Die Arbeit befasst sich mit der Entwicklung automatischer Lenkungen, die die von Schienenfahrzeugen bekannte Spurtreue auf n-gliedrige, mehrachsgelenkte Straßenfahrzeuge übertragen. Spurtreu bedeutet folglich, dass die Lenkachsmittelpunkte keinen seitlichen Versatz zueinander aufweisen. Dafür wird ein modellbasiertes automatisches Lenkverfahren systematisch konzipiert, entworfen und erprobt, das sowohl eine vollautomatische Spurführung als auch eine halbautomatische Nachführung erlaubt. Die modellbasierten automatischen Lenkungen unterliegen keinen praktisch relevanten Einschränkungen. Das wird durch die Verwendung einer Steuerungsstruktur mit zwei Freiheitsgraden erreicht, die aus einer modellbasierten Vorsteuerung und einem Rückführregler besteht. In der Vorsteuerung werden die Lenkwinkel aller Achsen berechnet, mit denen der Sollweg theoretisch spurtreu befahren wird. Durch den Einsatz eines speziell angepassten, modularen Mehrkörpermodells gelingt diese Berechnung allgemein für eine Klasse n-gliedriger Fahrzeuge. Zum Ausgleich von nicht vermeidbaren Modellunbestimmtheiten und nicht gemessenen Störungen werden ein nichtlinearer Mehrgrößenregler sowie achs-individuelle lineare Eingrößenregler entworfen und miteinander verglichen. Simulationen und Fahrversuche zeigen, dass das entwickelte Verfahren in einem weiten Geschwindigkeitsbereich robust gegenüber typischen Einflussgrößen wie Fahrbahn- und Beladungszustand ist.
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Geometric control methods for nonlinear systems and robotic applicationsAltafini, Claudio January 2001 (has links)
No description available.
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Βέλτιστη ανάδραση καταστάσεων με χρήση της μερικής διαφορικής εξίσωσης Hamilton-Jacobi-Bellman / Optimal state feedback using partial differential equation Hamilton-Jacobi-BellmanΠαππάς, Αντώνιος 14 May 2007 (has links)
Η μερική διαφορική εξίσωση Hamilton-Jacobi-Bellman παράγει τη λύση στο πρόβλημα του υπολογισμού της βέλτιστης ανάδρασης καταστάσεων σε μη γραμμικά δυναμικά συστήματα. Η προσπάθεια ανάπτυξης εύχρηστων και αξιόπιστων μεθόδων αριθμητικής ή προσεγγιστικής επίλυσης της εξίσωσης Hamilton-Jacobi-Bellman έχει τεράστια σημασία στη ρύθμιση διεργασιών γιατί μπορεί να οδηγήσει άμεσα σε εργαλεία σχεδιασμού μη γραμμικών ρυθμιστών. Ειδικότερα, στη ρύθμιση διεργασιών, η απόδοση ενός ρυθμιστικού συστήματος αξιολογείται βάσει ενός τετραγωνικού δείκτη απόδοσης σε άπειρο χρονικό ορίζοντα, και η βέλτιστη ανάδραση καταστάσεων μπορεί να υπολογισθεί μέσω της λύσης της εξίσωσης Hamilton-Jacobi-Bellman, μη εξαρτώμενης από το χρόνο. Στο πρόβλημα της επίλυσης της παραπάνω εξίσωσης παρουσιάζονται σοβαρές δυσκολίες, κυρίως λόγω υπολογιστικής πολυπλοκότητας. Για το λόγο αυτό, οι μέχρι στιγμής πρακτικές εφαρμογές υπήρξαν περιορισμένες. Στην παρούσα εργασία αναπτύσσεται υπολογιστική μέθοδος, βασισμένη στον αλγόριθμο επαναλήψεων Newton-Kantorovich, η οποία επιτυγχάνει πολυωνυμική προσέγγιση της λύσης της μερικής διαφορικής εξίσωσης Hamilton-Jacobi-Bellman υπό μορφή αναπτύγματος σε δυναμοσειρά Taylor. Με τον τρόπο αυτό επιταχύνονται σημαντικά οι υπολογισμοί για τον προσδιορισμό της βέλτιστης ανάδρασης καταστάσεων. Η μέθοδος εφαρμόζεται αρχικά σε ένα παράδειγμα ισοθερμοκρασιακού αντιδραστήρα συνεχούς λειτουργίας με ανάδευση, ο οποίος παρουσιάζει δυναμική συμπεριφορά μη-ελάχιστης φάσης, με μία είσοδο, μία έξοδο και δύο καταστάσεις. Στη συνέχεια, εφαρμόζεται σε παραδείγματα μη ισοθερμοκρασιακού αντιδραστήρα αντίστοιχης δυναμικής συμπεριφοράς, τριών καταστάσεων, πρωτίστως με μία είσοδο και μία έξοδο και κατόπιν με δύο εισόδους και δύο εξόδους. Με ανάπτυξη και εφαρμογή κώδικα MAPLE για κάθε μία περίπτωση χωριστά, υπολογίζονται προσεγγιστικά οι βέλτιστοι νόμοι ανάδρασης και σχεδιάζονται οι βέλτιστες αποκρίσεις των εισόδων και των εξόδων κάθε ενός από τα παραπάνω συστήματα, ενώ ταυτόχρονα γίνεται και καταγραφή των αντίστοιχων χρόνων εκτέλεσης κάθε κώδικα. Τέλος, στην περίπτωση του ισοθερμοκρασιακού αντιδραστήρα, γίνεται σύγκριση της προτεινόμενης μεθόδου με προϋπάρχουσες, κατά κύριο λόγο σε ζητήματα χρόνων εκτέλεσης, αλλά και σε ζητήματα απόδοσης στη ρύθμιση. / The partial differential equation Hamilton-Jacobi-Bellman produces the solution in the problem of calculation of optimal state feedback in non-linear dynamic systems. The effort of designing functional and reliable, numerical or approximate, methods for solving Hamilton-Jacobi-Bellman equation has enormous importance in process control because it can lead directly to tools of planning non-linear regulators. More specifically, in process control, the attribution of a regulating system is evaluated using a quadratic performance index in infinite time horizon, and the optimal state feedback can be calculated by the solution of the non time depended Hamilton-Jacobi-Bellman equation. The problem of solving the equation above encounters serious difficulties, mainly because of the calculation complexity. For this reason, the practical applications existed until now were very few. In the present work a calculating method is developed, based in the iterative algorithm Newton-Kantorovich, which achieves polynomial approach of the solution of partial differential equation Hamilton-Jacobi-Bellman under the form of Taylor series expansion. Thus the calculations for the determination of optimal state feedback are considerably accelerated. The method is initially applied in an example of continuous stirred tank reactor, with non-minimum phase dynamic behavior, with one input, one output and two state variables. Afterwards, it is applied in examples of not isothermal reactor of the same dynamic behavior, three state variables, firstly with one input and one output variables and then with two input and two output variables. Using the symbolic program MAPLE, a code was developed for each case separately, which calculates approximately the optimal feedback laws and designs the optimal responses of the inputs and outputs of each of the systems above, while the corresponding times of implementation of each code are simultaneously recording. Finally, in the case of isothermal reactor, a comparison is made between the proposed and preexisting methods, mainly in the base of the time of implementations and the regulation performance.
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Modeling, simulation and robust control of an electro-pneumatic actuator for a variable geometry turbochargerMehmood, Adeel 22 November 2012 (has links) (PDF)
The choice of technology for automotive actuators is driven by the need of high power to size ratio. In general, electro-pneumatic actuators are preferred for application around the engine as they are compact, powerful and require simple controlling devices. Specially, Variable Geometry Turbochargers (VGTs) are almost always controlled with electro-pneumatic actuators. This is a challenging application because the VGT is an important part of the engine air path and the latter is responsible for intake and exhaust air quality and exhaust emissions control. With government regulations on vehicle pollutant emissions getting stringent by the year, VGT control requirements have also increased. These regulations and requirements can only be fulfilled with precise dynamic control of the VGT through its actuator. The demands on actuator control include robustness against uncertainty in operating conditions, fast and smooth positioning without vibration, limited number of measurements. Added constraints such as nonlinear dynamic behavior of the actuator, friction and varying aerodynamic forces in the VGT render classical control methods ineffective. These are the main problems that form the core of this thesis.In this work, we have addressed the above mentioned problems, using model based control complemented with robust control methods to overcome operational uncertainties and parametric variations. In the first step, a detailed physical model of an electro-pneumatic actuator has been developed; taking into account the nonlinear characteristics originating from air compressibility and friction. Means to compensate for aerodynamic force have been studied and implemented in the next step. These include model parametric adaptation and one dimensional CFD (Computational Fluid Dynamics) modeling. The complete model has been experimentally validated and a sensitivity analysis has been conducted to identify the parameters which have the greatest impact upon the actuator's behavior. The detailed simulation model has then been simplified to make it suitable for control purposes while keeping its essential behavioral characteristics (i.e. transients and dynamics). Next, robust controllers have been developed around the model for the control objective of accurate actuator positioning in presence of operational uncertainty. An important constraint in commercial actuators is that they provide output feedback only, as they are only equipped with low-cost position sensors. This hurdle has been overcome by introducing observers in the control loop, which estimate other system states from the output feedback. The estimation and control algorithms have been validated in simulation and experimentally on diesel engine test benches.
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Modelling and control of a high performance electro-hydraulic test benchXu, Yaozhong 11 June 2013 (has links) (PDF)
Hydraulic systems are widely applied in industry for position or force control. However, due to hydraulic system nonlinearities, it is difficult to achieve a precise model valid over a large range of frequencies and movements. The work in this dissertation focuses on a high performance hydraulic test bench which involves three main hydraulic components, i.e. two high performance servovalves, a double rod actuator, and a specific intermediate block connecting the servovalves and actuator. This rig has been designed for testing aerospace or automotive components in real conditions (e.g. wear and ageing effects). The main objectives of this dissertation are first the development of a virtual prototype based on a precise model which is derived from the physical principles and experimental works, and then second the synthesis of several nonlinear control laws of this actuation system in a large operating range with a good robustness to the perturbations. The proposed model based on Bond Graph shows a very good agreement with experimental results not only at low frequencies, but also at high frequencies. Moreover, its performances are improved at high frequencies by introducing the dynamic effects due to the intermediate block. Besides, multivariable and monovariable control strategies, based on respectively the backstepping and the model-free method, are developed and implemented on the test bench. All the control strategies proposed have been validated by simulations and experiments. Results show they lead to better tracking precision and robustness performance compared to the conventional control techniques.
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Coordinated control of small, remotely operated and submerged vehicle-manipulator systemsSoylu, Serdar 20 December 2011 (has links)
Current submerged science projects such as VENUS and NEPTUNE have revealed the
need for small, low-cost and easily deployed underwater remotely operated vehiclemanipulator
(ROVM) systems. Unfortunately, existing small remotely operated
underwater vehicles (ROV) are not equipped to complete the complex and interactive
submerged tasks required for these projects. Therefore, this thesis is aimed at adapting a
popular small ROV into a ROVM that is capable of low-cost and time-efficient
underwater manipulation. To realize this objective, the coordinated control of ROVM
systems is required, which, in the context of this research, is defined as the collection of
hardware and software that provides advanced functionalities to small ROVM systems.
In light of this, the primary focus of this dissertation is to propose various technical
building blocks that ultimately lead to the realization of such a coordinated control
system for small ROVMs.
To develop such a coordinated control of ROVM systems, it is proposed that ROV and
manipulator motion be coordinated optimally and intelligently. With coordination, the
system becomes redundant: there are more degrees of freedom (DOF) than required.
Hence, the extra DOFs can be used to achieve secondary objectives in addition to the
primary end-effector following task with a redundancy resolution scheme. This
eliminates the standard practice of holding the ROV stationary during a task and
uncovers significant potential in the small ROVM platform.
In the proposed scheme, the ROV and manipulator motion is first coordinated such that
singular configurations of the manipulator are avoided, and hence dexterous manipulation
is ensured. This is done by using the ROV's mobility in an optimal, coordinated manner.
Later, to accommodate a more comprehensive set of secondary objectives, a fuzzy
based approach is proposed. The method considers the human pilot as the main operator
and the fuzzy machine as an artificial assistant pilot that dynamically prioritizes the
secondary objectives and then determines the optimal motion.
Several model-based control methodologies are proposed for small ROV/ROVM
systems to realize the desired motion produced by the redundancy resolution, including
an adaptive sliding-mode control, an upper bound adaptive sliding-mode control with
adaptive PID layer, and an H∞ sliding-mode control. For the unified system (redundancy
resolution and controller), a new human-machine interface (HMI) is designed that can
facilitate the coordinated control of ROVM systems. This HMI involves a 6-DOF
parallel joystick, and a 3-D visual display and a graphical user interface (GUI) that
enables a human pilot to smoothly interact with the ROVM systems. Hardware-in-theloop
simulations are carried out to evaluate the performance of the coordination schemes.
On the thrust allocation side, a novel fault-tolerant thrust allocation scheme is proposed
to distribute forces and moments commanded by the controller over the thrusters. The
method utilizes the redundancy in the thruster layout of ROVM systems. The proposed
scheme minimizes the largest component of the thrust vector instead of the two-norm,
and hence provides better manoeuvrability.
In the first phase of implementation, a small inspection-class ROV, a Saab-Seaeye
Falcon™ ROV, is adopted. To improve the navigation, a navigation skid is designed that
contains a Doppler Velocity Log, a compass, an inertial measurement unit, and acoustic
position data. The sensor data is blended using an Extended Kalman Filter. The
developed ROV system uses the upper bound adaptive sliding-mode control with
adaptive PID layer.
The theoretical and practical results illustrate that the proposed tools can transform, a
small, low-cost ROVM system into a highly capable, time-efficient system that can
complete complex subsea tasks. / Graduate
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Reduced order modeling, nonlinear analysis and control methods for flow control problemsKasnakoglu, Cosku, January 2007 (has links)
Thesis (Ph. D.)--Ohio State University, 2007. / Title from first page of PDF file. Includes bibliographical references (p. 135-144).
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Ανάλυση και έλεγχος ολοκληρωμένων συστημάτων μετατροπέων ισχύος - ηλεκτρικών μηχανών με εφαρμογές στην ηλεκτροκίνηση και τις ανανεώσιμες πηγές ενέργειας / Control design and analysis of complete power converter - electric machine systems for industrial and renewable energy applicationsΚωνσταντόπουλος, Γεώργιος Κ. 28 February 2013 (has links)
Η παρούσα διδακτορική διατριβή εντάσσεται στο πλαίσιο που αφορά στο πεδίο ελέγχου συστημάτων ισχύος και ειδικότερα στην εφαρμογή προηγμένων μεθόδων στην ανάλυση και τον έλεγχο στρεφόμενων ηλεκτρικών μηχανών οδηγούμενων από ηλεκτρονικές διατάξεις ισχύος. Ειδικότερα, λαμβάνοντας υπόψη τα ακριβή μη γραμμικά μοντέλα των μετατροπέων ισχύος και των ηλεκτρικών μηχανών, αναλύεται η μορφή και η συμπεριφορά των ολοκληρωμένων συστημάτων που χρησιμοποιούνται για την οδήγηση των μηχανών και αποδεικνύεται ότι τα μοντέλα αυτά μπορούν να περιγραφούν με τη γενική παθητική Hamiltonian μορφή. Οι ηλεκτρονικές διατάξεις ισχύος που μελετώνται είναι ο μετατροπέας ΣΡ/ΣΡ ανύψωσης τάσης και ο τριφασικός μετατροπέας σε λειτουργία ανορθωτή και μετατροπέα, ενώ επίσης μελετώνται οι μηχανές ΣΡ ξένης διέγερσης και με διέγερση σε σειρά καθώς επίσης και η τριφασική επαγωγική μηχανή.
Έχοντας αναπτύξει τα πλήρη μοντέλα, προτείνεται ένας νέος μη γραμμικός νόμος ελέγχου κατάλληλος για τη γενική παθητική Hamiltonian μορφή των συστημάτων τα οποία περιλαμβάνουν διακοπτικούς μετατροπείς ισχύος. Μια εκτενής μη γραμμική μαθηματική ανάλυση αποδεικνύει ότι ο προτεινόμενος νόμος ελέγχου εγγυάται ευστάθεια και σύγκλιση στο επιθυμητό σημείο ισορροπίας για το σύστημα κλειστού βρόχου. Ο έλεγχος αυτός εφαρμόζεται για τον έλεγχο κινητήρων ΣΡ οδηγούμενων από μετατροπέα ΣΡ/ΣΡ ανύψωσης τάσης καθώς και στην τριφασική επαγωγική μηχανή. Η ανάλυση και η εφαρμογή του ελέγχου οδηγεί στην ανάγκη για επεκτάσεις στη μορφή του ώστε να αυξηθεί η σθεναρότητά του ως προς τις αρχικές συνθήκες, να βελτιωθεί η μεταβατική του συμπεριφορά και να εφαρμοστεί κατάλληλα σε τριφασικούς μετατροπείς ισχύος ώστε να εγγυάται συγκεκριμένες λειτουργίες όπως γραμμική διαμόρφωση. Με την εφαρμογή του ελέγχου στην επαγωγική μηχανή, προτείνεται μια πλήρης σχεδίαση που λειτουργεί είτε βασιζόμενη στη λογική του προσανατολισμένου πεδίου, είτε πλήρως ανεξάρτητα από αυτή, ενώ μελετάται και η συμπεριφορά του σε καταστάσεις εξασθένησης πεδίου. Τέλος, η λογική του ελέγχου επιβεβαιώνεται σε ένα σύστημα ανεμογεννήτριας συνδεδεμένης στο δίκτυο μέσω πλήρους συστήματος μετατροπέων ισχύος με διασύνδεση συνεχούς ρεύματος. Σε όλες τις περιπτώσεις παρουσιάζονται προσομοιώσεις και κατά το δυνατό πειραματικά αποτελέσματα μέσω κατάλληλων εργαστηριακών διατάξεων. / The present PhD dissertation is addressed in the research field of control of power systems and more precisely in providing advanced methods for the analysis and control of electrical machines driven by power devices. Particularly, taking into account the accurate nonlinear models of the power converters and the electrical machines, the structure and the behavior of the complete models used for machine driving are analyzed based on the generalized Hamiltonian-passive form. The power converters discussed are the DC/DC boost converter and the three-phase power converter used as a rectifier or an inverter, while the separately-excited and the series-connected DC motors along with the three-phase induction machine are studied as well. After providing the complete dynamic models, a new nonlinear control scheme suitable for the generalized Hamiltonian-passive systems with switching devices is proposed. Using an extended mathematical analysis, it is proven that the proposed controller guarantees stability and convergence to the desired equilibrium for the closed-loop system. The proposed control application is tested for DC drive systems fed by DC/DC boost converters as well as for induction motor systems fed by AC/DC/AC converters. The control analysis and application leads to the extension of the control structure in order to increase the robustness with respect to the initial conditions, to improve the transient performance and to be suitably applied in three-phase power converter systems, guaranteeing simultaneously certain operating constraints such as linear modulation. For the case of the induction motor control, a complete form of the controller is proposed that acts either in the frame of field-orientation or independently from it, while the controller is also studied in field-weakening conditions. Finally, the controller performance is studied in a wind generating system connected to the grid through a full-scale power converter. In all cases, simulation results are presented while experimental results are provided where possible by using suitable laboratory testbeds.
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