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Modifikacije Njutnovog postupka za rešavanje nelinearnih singularnih problema / Modification of the Newton method for nonlinear singular problemsBuhmiler Sandra 18 December 2013 (has links)
<p>U doktorskoj diseratciji posmatrani su singularni nelinearni problemi. U prvom poglavlju predstavljene su oznake i osnovne definicije i teoreme koje se koriste u disertaciji. U drugom poglavlju prikazani su poznati postupci i njihovo ponašanje u slučajevima da je rešenje regularno ili singularno. Takođe su pokazane poznate modifikacije ovih postupaka kako bi se poboljšala konvergencija. Posebno su predstavljena četiri kvazi-Njutnova metoda i predložene njihove modifikacije u slučaju singularnosti rešenja. U trećem poglavlju predstavljeni su teorijski okvir pri definisanju graničnih sistema i neki poznati algoritmi za njihovo rešavanje i definisan je novi algoritam koji je podjednako efikasan ali jeftiniji za rad jer ne uključuje izračunavanje izvoda. Takođe, predložena je kombinacija definisanog algortitma sa metodom negativnog gradijenta, kao i algoritam koji predstavlja primenu poznatog algoritma na definisani granični sistem. U četvrtom poglavlju predstavljeni su numerički rezultati dobijeni primenom definisanih algoritama na relevantne primere i potvrđeni su teorijski dobijeni rezultati.</p> / <p>In this doctoral thesis nonlinear singular problems were observed. The first chapter presents basic definitions and theorems that are used in the thesis. The second chapter presents several methods that are commonly used and their behavior if the solution is regular or singular. Also, some known modifications to these methods are presented in order to improve convergence. In addition four quasi-Newton methods and their modifications in the case the singularity of the solution. The third chapter consists of the theoretical foundation for defining the bordered system, some known algorithms for solving them and new algorithm is defined to accelerate convergence to a singular solution. New algorithm is efficient but cheaper for the use since there is no derivative evaluations in it. It is presented synthesis of new algorithm with negative gradient method and using one of well known method on the bordered system as well. The fourth chapter presents the numerical results obtained by the defined algorithms on the relevant examples and theoretical results are confirmed.</p>
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Návrh regulace tlaku a průtoku v soustavě čerpadlo-nádrž / Pressure and Flow Rate Regulation Design for Pump-Tank SystemKovář, Jiří January 2014 (has links)
The proposed work is dealing with control design of pump-tank system as part of broader water-supply network with using of mechatronic approach. The main goal of this work is design of control for regulation of flow, pressure and water level in tank in water-supply network of Vsetin city. This water-supply network consists of various components, such as pumps, pipes, valves, tanks etc. For the purpose of the control design is necessary to create a model of pipe network. The solution of hydraulic analysis is obtained by using the gradient method, which was implemented into the software solution named ADAM. The results of hydraulic analysis are compared with measured values of flow and pressure and difference of these values has to be minimalized by proposed calibration and verification process. The calibration and verification process was implemented in software ADAM. The essence of design control is formulating control problem as optimization problem. Therefore the output of higher control layer is set of procedural rules, which determines for example speed of pumps in time etc. Results were verified by using for this purpose developed computational server (ADAM Server).
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Fluxmétrie et caractérisation thermiques instationnaires des dépôts des composants face au plasma du Tokamak JET par techniques inverses / Measurement of powerflux and thermal characterization of deposits in non-stationary conditions on plasma facing components of the JET Tokamak by inverse methodsGaspar, Jonathan 27 September 2013 (has links)
Ces travaux portent sur la résolution successive de deux problèmes inverses en transferts thermiques : l'estimation de la densité de flux en surface d'un matériau puis de la conductivité thermique équivalente d'une couche déposée en surface de ce matériau. Le modèle direct est bidimensionnel orthotrope (géométrie réelle d'un matériau composite), instationnaire, non-linéaire et ses équations sont résolues par éléments finis. Les matériaux étudiés sont les composants face au plasma (tuiles composite carbone-carbone) dans le Tokamak JET. La densité de flux recherchée varie avec une dimension spatiale et avec le temps. La conductivité du dépôt de surface varie spatialement et peut également varier au cours du temps pendant l'expérience (toutes les autres propriétés thermophysiques dépendent de la température). Les deux problèmes inverses sont résolus à l'aide de l'algorithme des gradients conjugués associé à la méthode de l'état adjoint pour le calcul exact du gradient. La donnée expérimentale utilisée pour la résolution du premier problème inverse (estimation de flux surfacique) est le thermogramme fourni par un thermocouple enfoui. Le second problème inverse utilise, lui, les variations spatio-temporelles de la température de surface du dépôt inconnu (thermographie infrarouge) pour identifier sa conductivité. Des calculs de confiance associée aux grandeurs identifiées sont réalisés avec la démarche Monte Carlo. Les méthodes mises au point pendant ces travaux aident à comprendre la dynamique de l'interaction plasma-paroi ainsi que la cinétique de formation des dépôts de carbone sur les composants et aideront au design des composants des machines futures (WEST, ITER). / This work deals with the successive resolution of two inverse heat transfer problems: the estimation of surface heat flux on a material and equivalent thermal conductivity of a surface layer on that material. The direct formulation is bidimensional, orthotropic (real geometry of a composite material), unsteady, non-linear and solved by finite elements. The studied materials are plasma facing components (carbon-carbon composite tiles) from Tokamak JET. The searched heat flux density varies with time and one dimension in space. The surface layers conductivity varies spatially and can vary with time during the experiment (the other thermophysical properties are temperature dependent). The two inverse problems are solved by the conjugate gradient method with the adjoint state method for the exact gradient calculation. The experimental data used for the first inverse problem resolution (surface heat flux estimation) is the thermogram provided by an embedded thermocouple. The second inverse problem uses the space and time variations of the surface temperature of the unknown surface layer (infrared thermography) for the conductivity identification. The confidence calculations associated to the estimated values are done by the Monte Carlo approach. The method developed during this thesis helps to the understanding of the plasma-wall interaction dynamic, as well as the kinetic of the surface carbon layer formation on the plasma facing components, and will be helpful to the design of the components of the future machines (WEST, ITER).
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Process Control in High-Noise Environments Using A Limited Number Of MeasurementsBarajas, Leandro G. January 2003 (has links)
The topic of this dissertation is the derivation, development, and evaluation of novel hybrid algorithms for process control that use a limited number of measurements and that are suitable to operate in the presence of large amounts of process noise.
As an initial step, affine and neural network statistical process models are developed in order to simulate the steady-state system behavior. Such models are vitally important in the evaluation, testing, and improvement of all other process controllers referred to in this work. Afterwards, fuzzy logic controller rules are assimilated into a mathematical characterization of a model that includes the modes and mode transition rules that define a hybrid hierarchical process control. The main processing entity in such framework is a closed-loop control algorithm that performs global and then local optimizations in order to asymptotically reach minimum bias error; this is done while requiring a minimum number of iterations in order to promptly reach a desired operational window.
The results of this research are applied to surface mount technology manufacturing-lines yield optimization. This work achieves a practical degree of control over the solder-paste volume deposition in the Stencil Printing Process (SPP). Results show that it is possible to change the operating point of the process by modifying certain machine parameters and even compensate for the difference in height due to change in print direction.
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Ανάπτυξη και υλοποίηση τεχνικών εντοπισμού και παρακολούθησης θέσης κυρίαρχης πηγής από δίκτυα τυχαία διασκορπισμένων αισθητήρων / Development and implementation of dominant source localization and tracking techniques in randomly distributed sensor networksΑλεξανδρόπουλος, Γεώργιος 16 May 2007 (has links)
Αντικείμενο αυτής της μεταπτυχιακής εργασίας είναι ο εντοπισμός της ύπαρξης μιας κυρίαρχης ευρείας ζώνης ισοτροπικής πηγής κι η εκτίμηση των συντεταγμένων θέσης αυτής, όταν αυτή βρίσκεται σ’ έναν τρισδιάστατο ή δισδιάστατο χώρο, ο οποίος εποπτεύεται και παρακολουθείται από ένα δίκτυο τυχαία διασκορπισμένων αισθητήρων. Οι κόμβοι του δικτύου μπορούν να περιέχουν ακουστικά, παλμικά κι άλλου είδους μικροηλεκτρομηχανολογικά στοιχεία αίσθησης του περιβάλλοντος. Κατά την αίσθηση ενός γεγονότος ενδιαφέροντος μπορούν να αυτοοργανωθούν σ’ ένα συγχρονισμένο ασύρματο ραδιοδίκτυο χρησιμοποιώντας χαμηλής κατανάλωσης πομποδέκτες spread spectrum, ώστε να επικοινωνούν μεταξύ τους και με τους κεντρικούς επεξεργαστές. Ο εντοπισμός της ύπαρξης μιας κυρίαρχης πηγής σ’ ένα δίκτυο αισθητήρων, με τα παραπάνω χαρακτηριστικά, επιτεύχθηκε με τη χρήση μιας τυφλής μεθόδου μορφοποίησης λοβού, γνωστή ως μέθοδος συλλογής της μέγιστης ισχύος. Η μέθοδος αυτή, η οποία υλοποιήθηκε στα πλαίσια αυτής της εργασίας, παρέχει τις εκτιμήσεις των σχετικών χρόνων καθυστέρησης άφιξης του σήματος της κυρίαρχης πηγής στους αισθητήρες του δικτύου ως προς έναν αισθητήρα αναφοράς. Κύριο αντικείμενο μελέτης αυτής της εργασίας είναι ο υπολογισμός του κυρίαρχου ιδιοδιανύσματος του δειγματοληπτημένου πίνακα αυτοσυσχέτισης. Αυτό επιτυγχάνεται στη βιβλιογραφία που μελετήθηκε είτε με χρήση της δυναμικής μεθόδου είτε με χρήση της μεθόδου ιδιοανάλυσης. Ανά στιγμιότυπο δειγμάτων απαιτείται η ανανέωση του πίνακα αυτοσυσχέτισης κι ο υπολογισμός του κυρίαρχου ιδιοδιανύσματος. Όμως, οι δύο παραπάνω μέθοδοι για τον υπολογισμό αυτό χρειάζονται αυξημένη πολυπλοκότητα μιας κι η διάσταση του πίνακα είναι αρκετά μεγάλη. Η συνεισφορά της εργασίας αυτής έγκειται στη μείωση αυτής της πολυπλοκότητας με τη χρήση μιας προσαρμοστικής μεθόδου υπολογισμού του κυρίαρχου ιδιοδιανύσματος. Τέλος, αντικείμενο της εργασίας αυτής είναι και το πρόβλημα εντοπισμού και παρακολούθησης των συντεταγμένων θέσης της κυρίαρχης πηγής από τις εκτιμήσεις των σχετικών χρόνων καθυστέρησης άφιξης. / Object of this postgraduate work are the detection of presence of an isotropic wideband dominant source and the estimate of its coordinates of placement (localization), when the source is found in a three or two dimensional space, which is supervised and watched by a randomly distributed sensor network. The nodes of the network may contain acoustical, vibrational and other MEM-sensing (Micro-Electro-Mechanical) elements. Upon sensing an event of interest, they can self-organize into a synchronized wireless radio network using low-power spread-spectrum transceivers to communicate among themselves and central processors. The detection of presence of a dominant source in a sensor network, with the above characteristics, was achieved with the use of a blind beamforming method, known as the maximum power collection method. This method, which was implemented in the context of this work, provides estimates of the relative time delays of arrival (relative TDEs - Time Delay Estimations) of the dominant source’s signal to the sensors of the network referenced to a reference sensor. The main object of study of the work is the calculation of the dominant eigenvector of the sampled correlation matrix. This is achieved, in the bibliography that was studied, either by using the power method or with use of the SVD method (Singular Value Decomposition). Per snapshot of samples it is required to update the autocorrelation matrix and to calculate the dominant eigenvector. However, the above two methods for this calculation have an increased complexity because the dimension of the matrix is high enough. The contribution of this work lies in the reduction of that complexity by using an adaptive method for the dominant eigenvector calculation. Finally, this work also focuses on the problem of localization and tracking of the coordinates of placement of the dominant source from the estimates of the relative time delays of arrival.
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