Les Robots Parallèles à Câbles (RPC) sont particulièrement adaptés pour des applications telles que le transport de charges lourdes au travers de grands espaces de travail. Afin de contrôler l'ensemble des degrés de liberté de la plate-forme tout en optimisant la taille de l'espace de travail du robot par rapport au volume de sa structure, la redondance d'actionnement est nécessaire. Dans cette thèse, un algorithme de distribution des tensions des câbles compatible temps-réel est introduit. Il permet de calculer efficacement différentes solutions optimales au problème de la distribution des tensions des RPC à deux degrés de redondance. Des schémas de commande adaptés aux RPC, intégrant l'algorithme de distribution des tensions, sont ensuite proposés. Un schéma de commande en espace double est introduit pour compenser la dynamique de la plate-forme et des enrouleurs. Afin de pallier les incertitudes et les variations des paramètres des modèles, une commande adaptative en espace double est finalement proposée. Des résultats expérimentaux prouvent la compatibilité temps-réel des algorithmes et des lois de commande développés dans cette thèse, ainsi que leur stabilité le long de la trajectoire suivie. / Cable-driven parallel robots (CDPR) are particularly well adapted for some applications such as handling of heavy payloads over large workspaces. However, in order to fully control all the degrees of freedomof the mobile platformand to obtain large workspace to footprint ratios, redundant actuation may be required, which implies the determination of feasible cable tension distributions. In this thesis, in the case of CDPR with two degrees of actuation redundancy, real-time compatible algorithms capable of efficiently calculating various continuous tension distribution are introduced. Furthermore, efficient control schemes are proposed in order to increase the CDPR tracking performances. First, an dual-space feedforward control scheme is introduced to compensate for the plate-formeand whinches dynamics. In order to deal with parametric variations and incertainties in the models, an adaptive dual-space motion control scheme for CDPR is finally presented. Experimental results validate the reel-time efficiency of the proposed tension distribution algorithmand control schemes as well as their stability along the tracked trajectory.

Manipuladores paralelos apresentam inércia reduzida, o que lhes permite alcançar altas acelerações e melhor eficiência energética. Porém, frequentemente seu espaço de trabalho possui desempenho pouco uniforme. De fato, a presença de singularidades paralelas é um forte limitante para essa arquitetura robótica. A redundância de atuação já é conhecida como uma alternativa para essa questão. Enquanto que a redundância cinemática ainda não possui consequências claras. Um manipulador com esse tipo de redundância apresenta um número de graus de liberdade do end-effector menor que o número de graus de liberdade do mecanismo como um todo. Considerando essa lacuna, o objetivo desse mestrado é analisar a influência da redundância cinemática no desempenho de manipuladores paralelos através de simulações e testes experimentais. Tal estudo não é trivial, uma vez que com o maior número de atuadores e graus de liberdade, é adicionada também inércia ao sistema. Foram definidas métricas para avaliar o quão favorável é uma dada posição e, com elas, estratégias de resolução de redundância foram analisadas. A estratégia principal proposta se compõe por duas etapas. No primeiro passo, é definida uma movimentação na qual a posição a cada instante é ótima segundo uma dada métrica de desempenho multiobjetivo. Isso resulta em um movimento de referência que em geral possui altas acelerações. Na segunda etapa, aplica-se uma otimização global, procurando manter um compromisso de proximidade com o movimento de referência e com os níveis de aceleração. Além deste, foram aplicados diversos métodos de otimização local (onde a cinemática inversa é resolvida para cada instante isoladamente) e uma estratégia global truncada. Essas opções foram comparadas numericamente e experimentalmente, trazendo uma resposta objetiva da influência da redundância cinemática no manipulador paralelo. A campanha experimental foi realizada em uma protótipo construído no Laboratório de Dinâmica da Escola de Engenharia de São Carlos. Esse protótipo consiste em um manipulador paralelo planar com 6 graus de liberdade, tendo assim, até 3 graus de redundância para a movimentação no plano. Têm-se 6 motores rotativos para atuá-los, sendo 3 deles acoplados a guias lineares com fusos para obtenção de atuação linear. O acionamento ou não destas guias define o grau de redundância do sistema, garantindo a versatilidade do protótipo. / As a consequence of their reduced inertia, parallel manipulators present superior energetic efficiency and they are able to reach high accelerations. Nevertheless, their workspace has a poorly uniform performance. Indeed, the presence of parallel singularities is a strong limitant for this kind of robots. On the one hand, actuation redundancy is well-known as a good choice in an effort to solve this issue. On the other hand, kinematic redundancy still have unclear consequences on this matter. A kinematically redundant manipulator presents an end-effector with fewer degrees of freedom than the mechanism as a whole. Considering this gap, the objective of this research is to analyze the influence of kinematic redundancy on the performance of parallel manipulators through simulations and experimental tests. This issue turns out to be complex, once traveling actuators sum additional inertia to the system. Metrics are defined in order to evaluate how favourable is a given position, and redundancy resolution strategies are analyzed using them. The main proposed strategy is composed of two steps. In the first one, a movement is defined so that the position for each instant is optimum for a given multiobjective performance metric. This procedure delivers a refererence movement which generally presents high accelerations. On the second step, a global optimization is applied, seeking for a trade-off between the proximity to the reference and the acceleration levels. In addition, several local methods (which resolve the inverse kinematics for each instant independently) and one truncated global strategy were addressed. These configurations were compared numerically and experimentally, delivering a objective analysis of the influence of kinematic redundancy on the performance of the parallel manipulator. The experimental campaign was executed with a physical prototype built at the São Carlos School of Engineering. This is a planar manipulator with 6 degrees of freedom, consequently presenting up to 3 degrees of redundancy. The mechanism is actuated by 6 rotating motors, of which 3 are coupled to leadscrews, resulting in linear actuators. These leadscrews can be locked, defining different degrees of redundancy and granting the versatility of the prototype.

In this thesis, the redundancy resolution and failure analysis of Cable-Driven Parallel Manipulators (CDPM) are investigated. A CDPM consists mainly of a Mobile Platform (MP) actuated by cables. Cables can only apply force in the form of tension. So, to design a fully controllable CDPM, the manipulator has to be redundantly actuated (e.g., by using redundant cables, external force/moment or gravity). In this research, the redundancy resolution of planar CDPMs is investigated at the kinematic and dynamic levels in order to improve the manipulator safety, reliability and performance, e.g., by avoiding large tension in the cables that may result in high impact forces, and avoiding large MP velocities that may cause instability in the manipulator, or on the contrary, by increasing the cable tensions and the stiffness for high-precision applications. The proposed approaches are utilized in trajectory planning, design of controllers, and safe dynamic workspace analysis where collision is imminent and the safety of humans, objects and the manipulator itself are at risk. The kinematic and dynamic models of the manipulator required in the design and control of manipulators are examined and simulated under various operating conditions and manufacturing automation tasks to predict the behaviour of the CDPM. In the presented research, some of the challenges associated with the redundancy resolution are resolved including positive tension requirement in each cable, infinite inverse dynamic solutions, slow-computation abilities when using optimization techniques, failure of the manipulator, and elasticity of cables that has a significant role in the dynamics of a heavy loaded manipulator with a large workspace. Optimization-based and non-optimization-based techniques are employed to resolve the redundancy of CDPM. Depending on the advantages and disadvantages of each method, task requirements, the used redundancy resolution technique, and the objective function suitable optimization-based and non-optimization-based routines are employed. Methodologies that could combine redundancy resolution techniques at various levels (e.g., position, velocity, acceleration, and torque levels) are proposed. / Thesis (Ph.D, Mechanical and Materials Engineering) -- Queen's University, 2012-09-26 22:39:34.35

Manipuladores paralelos apresentam inércia reduzida, o que lhes permite alcançar altas acelerações e melhor eficiência energética. Porém, frequentemente seu espaço de trabalho possui desempenho pouco uniforme. De fato, a presença de singularidades paralelas é um forte limitante para essa arquitetura robótica. A redundância de atuação já é conhecida como uma alternativa para essa questão. Enquanto que a redundância cinemática ainda não possui consequências claras. Um manipulador com esse tipo de redundância apresenta um número de graus de liberdade do end-effector menor que o número de graus de liberdade do mecanismo como um todo. Considerando essa lacuna, o objetivo desse mestrado é analisar a influência da redundância cinemática no desempenho de manipuladores paralelos através de simulações e testes experimentais. Tal estudo não é trivial, uma vez que com o maior número de atuadores e graus de liberdade, é adicionada também inércia ao sistema. Foram definidas métricas para avaliar o quão favorável é uma dada posição e, com elas, estratégias de resolução de redundância foram analisadas. A estratégia principal proposta se compõe por duas etapas. No primeiro passo, é definida uma movimentação na qual a posição a cada instante é ótima segundo uma dada métrica de desempenho multiobjetivo. Isso resulta em um movimento de referência que em geral possui altas acelerações. Na segunda etapa, aplica-se uma otimização global, procurando manter um compromisso de proximidade com o movimento de referência e com os níveis de aceleração. Além deste, foram aplicados diversos métodos de otimização local (onde a cinemática inversa é resolvida para cada instante isoladamente) e uma estratégia global truncada. Essas opções foram comparadas numericamente e experimentalmente, trazendo uma resposta objetiva da influência da redundância cinemática no manipulador paralelo. A campanha experimental foi realizada em uma protótipo construído no Laboratório de Dinâmica da Escola de Engenharia de São Carlos. Esse protótipo consiste em um manipulador paralelo planar com 6 graus de liberdade, tendo assim, até 3 graus de redundância para a movimentação no plano. Têm-se 6 motores rotativos para atuá-los, sendo 3 deles acoplados a guias lineares com fusos para obtenção de atuação linear. O acionamento ou não destas guias define o grau de redundância do sistema, garantindo a versatilidade do protótipo. / As a consequence of their reduced inertia, parallel manipulators present superior energetic efficiency and they are able to reach high accelerations. Nevertheless, their workspace has a poorly uniform performance. Indeed, the presence of parallel singularities is a strong limitant for this kind of robots. On the one hand, actuation redundancy is well-known as a good choice in an effort to solve this issue. On the other hand, kinematic redundancy still have unclear consequences on this matter. A kinematically redundant manipulator presents an end-effector with fewer degrees of freedom than the mechanism as a whole. Considering this gap, the objective of this research is to analyze the influence of kinematic redundancy on the performance of parallel manipulators through simulations and experimental tests. This issue turns out to be complex, once traveling actuators sum additional inertia to the system. Metrics are defined in order to evaluate how favourable is a given position, and redundancy resolution strategies are analyzed using them. The main proposed strategy is composed of two steps. In the first one, a movement is defined so that the position for each instant is optimum for a given multiobjective performance metric. This procedure delivers a refererence movement which generally presents high accelerations. On the second step, a global optimization is applied, seeking for a trade-off between the proximity to the reference and the acceleration levels. In addition, several local methods (which resolve the inverse kinematics for each instant independently) and one truncated global strategy were addressed. These configurations were compared numerically and experimentally, delivering a objective analysis of the influence of kinematic redundancy on the performance of the parallel manipulator. The experimental campaign was executed with a physical prototype built at the São Carlos School of Engineering. This is a planar manipulator with 6 degrees of freedom, consequently presenting up to 3 degrees of redundancy. The mechanism is actuated by 6 rotating motors, of which 3 are coupled to leadscrews, resulting in linear actuators. These leadscrews can be locked, defining different degrees of redundancy and granting the versatility of the prototype.

Les travaux présentés dans cette thèse portent sur la commande en couple de manipulateurs redondants.Nous nous intéressons dans ce cadre à deux problématiques. En premier lieu, nous considérons le cas d’imposition d’une contrainte cinématique de point de passage, dite contrainte du RCM, de l’organe terminal (OT) du robot. Nous proposons alors deux approches pour la gestion de cette contrainte. Dans la première approche, la contrainte est garantie dans l’espace nul d’une tâche principale définie en coordonnées de position de l’OT. Cette méthode exploite une définition explicite de la dynamique de l’espace nul et confère un niveau de priorité secondaire à la contrainte. La seconde approche permet de définir la contrainte du RCM comme tâche principale, en lui assignant le niveau de priorité supérieur ou un niveau de priorité défini par le besoin de l’application. Nous proposons pour cela une nouvelle définition de la cinématique du RCM.En second lieu, nous traitons la question des contacts entre le corps du robot et son environnement (ex. l’humain)pendant que l’OT exécute sa tâche « globale ». Nous proposons pour cela une stratégie de compliance appliquée dans l’espace nul du robot afin de préserver la tâche globale lors des contacts. Cette stratégie estdéfinie pour des bras anthropomorphes à 7-DDL, et est formulée en coordonnées de l’angle de bras, paramètre représentant le degré de redondance du robot. Cela permet de définir un intervalle admissible de mouvement de l’angle de bras. Lorsque les limites de cet intervalle sont atteintes, une loi de compliance de type ressort amortisseur oblige le robot à rester dans l’intervalle, malgré les forces externes exercées.Nous évoquons, tout au long de cette thèse, l’application de chirurgie mini-invasive assistée par robot pour illustrer l’utilité de nos contributions. / The work developped in this PhD thesis concerns the control of redundant torque-controlled robots,dealing with two main issues. Firstly, we study the presence of a RCM constraint imposed to the end-effector. We propose two control approaches to guarantee this kinematic constraint. In the first one, the constraint is performed in the null-space of a main task defined in cartesian coordinates(position). An explicit definition of the null-space dynamics is applied on this control approach, and provides a secondary priority order to the RCM constraint. The second approach allows to define the constraint as the main task, obtaining the highest priority level, or in any desired priority level,according to the needs of the application. Therefore, we propose a new kinematic formulation of the RCM constraint.Secondly, we study the physical interaction between the robot’s body and its environment (e.g. human) during the cartesian global task execution. A null-space compliance control strategy is then proposed in order to preserve the global task when the contacts occur. This strategy, defined for anthropomorphic 7-DOF robots, is formulated in swivel angle coordinates, which is a direct representation of the robot’s null-space. A desired feasible range for the swivel angle values is defined by the user, and a spring-damping compliance law is used to constraint the robot to remain within the feasible angle values range, despite the external forces applied to the robot’s body. Robot-assisted minimally invasive surgery has been used throughout this thesis as an example of application, allowing to demonstrate the usefulness of our contributions.

The use of robotic manipulators in industrial applications is continuously growing. Therefore, the proposal of novel kinematic architectures for robotic manipulators can be a strategy for coping with the required performance of specific tasks. On this matter, the parallel manipulators represent an alternative to fulfill this gap. The objective of this manuscript is to prove that the energy efficiency of parallel manipulators can be increased by the use of kinematic redundancy. Due to the presence of kinematic redundancy, the number of solutions to the inverse kinematics problem become infinite. Hence, a redundancy resolution scheme is required to select a suitable one among the infinite solutions. In this work, a model predictive control (MPC) based method is proposed as redundancy resolution scheme. This proposal is evaluated numerically and experimentally by comparing the energy consumption of non-redundant and kinematically redundant manipulators during the execution of pre-defined tasks. The non-redundant manipulator under study is the planar parallel 3RRR manipulator. This manipulator consists of three identical kinematic chains containing one active revolute joint and two passive revolute joints. Kinematic redundancies were added to the manipulator by including one active prismatic joint in each kinematic chain. In this way, the kinematically redundant manipulator under study is the planar parallel 3PRRR manipulator. By activating or locking the prismatic joints, up to three levels of kinematic redundancy can be evaluated. Numerical kinematic and dynamic models of the manipulators under study were derived not only for their numerical evaluation but also for the derivation of the model-based redundancy resolution scheme. Experimental data was acquired using the prototype built at the Laboratory of Dynamics at São Carlos School of Engineering at University of São Paulo. This experimental data was exploited for assessing the usability of the MPC for deriving a redundancy resolution scheme and for evaluating the impact of several levels of kinematic redundancy on the manipulator\'s energy consumption. Based on this data, one can conclude that MPC can be a suitable alternative for solve redundancy resolution problems and that the redundant parallel manipulators presented a lower energy consumption than the non-redundant one to execute the pre-defined tasks. The rate of reduction on the energy consumption achieved by the redundant manipulators varied between 6% and 60% depending on the task. Nevertheless, the numerical and experimental data presented differences in some particular cases. / O número de aplicações realizadas pelos manipuladores robóticos cresce continuamente. Assim, o desenvolvimento de novas arquiteturas para os manipuladores robóticos mais adaptadas a aplicações concretas é necessário. Destarte, os manipuladores paralelos constituem uma alternativa a ser considerada. O objetivo deste texto é provar que a eficiência energética dos manipuladores paralelos pode ser incrementada por meio da redundância cinemática. A presença de redundância cinemática implica um número infinito de soluções no problema da cinemática inversa. Logo, é precisso um esquema de resolução de redundância para escolher uma das soluções. No presente texto, um método baseado no modelo de controle preditivo (MPC), é proposto como esquema de resolução de redundância. Esta proposta é avaliada tanto numérica como experimentalmente comparando o consumo energético dos manipuladores não redundante e redundantes durante a execução de umas trajetórias predefinidas. O manipulador paralelo não redundante estudado é o 3RRR. Este manipulador é composto por três cadeias cinemáticas idênticas que incluem uma junta rotativa ativa e duas juntas rotativas passivas. Redundâncias cinemáticas foram adicionadas ao manipulador incluindo uma junta prismática ativa em cada uma das três cadeias cinemáticas, obtendo assim, o manipulador redundante 3PRRR. Ativando ou bloqueando as juntas prismáticas podem ser avaliados até três níveis de redundância cinemática. Modelos matemáticos dos manipuladores foram propostos tanto para a estabelecer uma avaliação numérica como para a dedução do esquema de resolução de redundância. Um protótipo do manipulador 3PRRR construído na Escola da Engenharia de São Carlos foi usado para realizar os experimentos. Os dados experimentais foram utilizados para comprovar a utilidade do MPC como esquema de resolução de redundância, e para avaliar os efeitos da redundância cinemática no consumo energético. Com fundamento nos resultados é possível concluir que o MPC pode ser uma alternativa adequada para resolver problemas de resolução de redundância e que os manipuladores paralelos redundantes apresentaram um menor consumo energético para realizar a mesma tarefa quando comparados aos não redundante. A taxa de redução da energia em favor dos manipuladores redundantes varia entre 6% e 60% dependendo da tarefa. Por outro lado, a análise numérica mostrou discrepâncias com a análise experimental em certas circunstâncias.

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

The use of robotic manipulators in industrial applications is continuously growing. Therefore, the proposal of novel kinematic architectures for robotic manipulators can be a strategy for coping with the required performance of specific tasks. On this matter, the parallel manipulators represent an alternative to fulfill this gap. The objective of this manuscript is to prove that the energy efficiency of parallel manipulators can be increased by the use of kinematic redundancy. Due to the presence of kinematic redundancy, the number of solutions to the inverse kinematics problem become infinite. Hence, a redundancy resolution scheme is required to select a suitable one among the infinite solutions. In this work, a model predictive control (MPC) based method is proposed as redundancy resolution scheme. This proposal is evaluated numerically and experimentally by comparing the energy consumption of non-redundant and kinematically redundant manipulators during the execution of pre-defined tasks. The non-redundant manipulator under study is the planar parallel 3RRR manipulator. This manipulator consists of three identical kinematic chains containing one active revolute joint and two passive revolute joints. Kinematic redundancies were added to the manipulator by including one active prismatic joint in each kinematic chain. In this way, the kinematically redundant manipulator under study is the planar parallel 3PRRR manipulator. By activating or locking the prismatic joints, up to three levels of kinematic redundancy can be evaluated. Numerical kinematic and dynamic models of the manipulators under study were derived not only for their numerical evaluation but also for the derivation of the model-based redundancy resolution scheme. Experimental data was acquired using the prototype built at the Laboratory of Dynamics at São Carlos School of Engineering at University of São Paulo. This experimental data was exploited for assessing the usability of the MPC for deriving a redundancy resolution scheme and for evaluating the impact of several levels of kinematic redundancy on the manipulator\'s energy consumption. Based on this data, one can conclude that MPC can be a suitable alternative for solve redundancy resolution problems and that the redundant parallel manipulators presented a lower energy consumption than the non-redundant one to execute the pre-defined tasks. The rate of reduction on the energy consumption achieved by the redundant manipulators varied between 6% and 60% depending on the task. Nevertheless, the numerical and experimental data presented differences in some particular cases. / O número de aplicações realizadas pelos manipuladores robóticos cresce continuamente. Assim, o desenvolvimento de novas arquiteturas para os manipuladores robóticos mais adaptadas a aplicações concretas é necessário. Destarte, os manipuladores paralelos constituem uma alternativa a ser considerada. O objetivo deste texto é provar que a eficiência energética dos manipuladores paralelos pode ser incrementada por meio da redundância cinemática. A presença de redundância cinemática implica um número infinito de soluções no problema da cinemática inversa. Logo, é precisso um esquema de resolução de redundância para escolher uma das soluções. No presente texto, um método baseado no modelo de controle preditivo (MPC), é proposto como esquema de resolução de redundância. Esta proposta é avaliada tanto numérica como experimentalmente comparando o consumo energético dos manipuladores não redundante e redundantes durante a execução de umas trajetórias predefinidas. O manipulador paralelo não redundante estudado é o 3RRR. Este manipulador é composto por três cadeias cinemáticas idênticas que incluem uma junta rotativa ativa e duas juntas rotativas passivas. Redundâncias cinemáticas foram adicionadas ao manipulador incluindo uma junta prismática ativa em cada uma das três cadeias cinemáticas, obtendo assim, o manipulador redundante 3PRRR. Ativando ou bloqueando as juntas prismáticas podem ser avaliados até três níveis de redundância cinemática. Modelos matemáticos dos manipuladores foram propostos tanto para a estabelecer uma avaliação numérica como para a dedução do esquema de resolução de redundância. Um protótipo do manipulador 3PRRR construído na Escola da Engenharia de São Carlos foi usado para realizar os experimentos. Os dados experimentais foram utilizados para comprovar a utilidade do MPC como esquema de resolução de redundância, e para avaliar os efeitos da redundância cinemática no consumo energético. Com fundamento nos resultados é possível concluir que o MPC pode ser uma alternativa adequada para resolver problemas de resolução de redundância e que os manipuladores paralelos redundantes apresentaram um menor consumo energético para realizar a mesma tarefa quando comparados aos não redundante. A taxa de redução da energia em favor dos manipuladores redundantes varia entre 6% e 60% dependendo da tarefa. Por outro lado, a análise numérica mostrou discrepâncias com a análise experimental em certas circunstâncias.