Safety issues have been crucial factors for robots to become able to work in collaboration with humans. This effort involves more refined force control and a certain flexibility at the joints, for the robots to better adapt to real environments and common human tasks. A technology with this objective is the Series Elastic Actuator (SEA), which presents good performance for force control, tolerance to impacts caused by external agents, low impedance, and dampening of mechanical vibrations. In an SEA, a passive elastic element is added between the motor and the driven link, in order to generate a desired flexibility. This element can be a spring, or else another deformable element with flexibility characterized by its geometry and material elasticity. This thesis proposes an Elastomer-Based Series Elastic Actuator (eSEA), whose flexibility is obtained from an elastomer deposited between two metallic elements: an internal element attached to the actuator, and an external element attached to the link. The eSEA was designed and evaluated by CAD and Finite Element software, in order to obtain the desired flexibility for the application. Two versions of the eSEA were produced, with two different hardnesses: 10 and 55 Shore A. Static tests with load cells were then executed to characterize the stiffness of the eSEA. The eSEA elements were installed on robotic manipulators especially developed for this thesis. Experiments compared the performance of control techniques with and without the influence of eSEA, showing that the use of the eSEA reduced manipulator positioning errors and enabled force control without the need for specific sensors. In order to create a model for more accurate torque estimation from eSEA, identification techniques were performed to estimate a transfer function that best represents the rubber elongation. And combined with NARX and NARMAX models of the estimation error, a hybrid model was generated for the elastic element in which the transfer function is added together with the modeled error.