8 resultados para Visione SLAM Immagini PlaneDetection Valutazione
em Consorci de Serveis Universitaris de Catalunya (CSUC), Spain
Resumo:
In this paper we describe a system for underwater navigation with AUVs in partially structured environments, such as dams, ports or marine platforms. An imaging sonar is used to obtain information about the location of planar structures present in such environments. This information is incorporated into a feature-based SLAM algorithm in a two step process: (I) the full 360deg sonar scan is undistorted (to compensate for vehicle motion), thresholded and segmented to determine which measurements correspond to planar environment features and which should be ignored; and (2) SLAM proceeds once the data association is obtained: both the vehicle motion and the measurements whose correct association has been previously determined are incorporated in the SLAM algorithm. This two step delayed SLAM process allows to robustly determine the feature and vehicle locations in the presence of large amounts of spurious or unrelated measurements that might correspond to boats, rocks, etc. Preliminary experiments show the viability of the proposed approach
Resumo:
This paper describes a navigation system for autonomous underwater vehicles (AUVs) in partially structured environments, such as dams, harbors, marinas or marine platforms. A mechanical scanning imaging sonar is used to obtain information about the location of planar structures present in such environments. A modified version of the Hough transform has been developed to extract line features, together with their uncertainty, from the continuous sonar dataflow. The information obtained is incorporated into a feature-based SLAM algorithm running an Extended Kalman Filter (EKF). Simultaneously, the AUV's position estimate is provided to the feature extraction algorithm to correct the distortions that the vehicle motion produces in the acoustic images. Experiments carried out in a marina located in the Costa Brava (Spain) with the Ictineu AUV show the viability of the proposed approach
Resumo:
This paper proposes a pose-based algorithm to solve the full SLAM problem for an autonomous underwater vehicle (AUV), navigating in an unknown and possibly unstructured environment. The technique incorporate probabilistic scan matching with range scans gathered from a mechanical scanning imaging sonar (MSIS) and the robot dead-reckoning displacements estimated from a Doppler velocity log (DVL) and a motion reference unit (MRU). The proposed method utilizes two extended Kalman filters (EKF). The first, estimates the local path travelled by the robot while grabbing the scan as well as its uncertainty and provides position estimates for correcting the distortions that the vehicle motion produces in the acoustic images. The second is an augment state EKF that estimates and keeps the registered scans poses. The raw data from the sensors are processed and fused in-line. No priory structural information or initial pose are considered. The algorithm has been tested on an AUV guided along a 600 m path within a marina environment, showing the viability of the proposed approach
Resumo:
This paper presents a novel technique to align partial 3D reconstructions of the seabed acquired by a stereo camera mounted on an autonomous underwater vehicle. Vehicle localization and seabed mapping is performed simultaneously by means of an Extended Kalman Filter. Passive landmarks are detected on the images and characterized considering 2D and 3D features. Landmarks are re-observed while the robot is navigating and data association becomes easier but robust. Once the survey is completed, vehicle trajectory is smoothed by a Rauch-Tung-Striebel filter obtaining an even better alignment of the 3D views and yet a large-scale acquisition of the seabed
Resumo:
A visual SLAM system has been implemented and optimised for real-time deployment on an AUV equipped with calibrated stereo cameras. The system incorporates a novel approach to landmark description in which landmarks are local sub maps that consist of a cloud of 3D points and their associated SIFT/SURF descriptors. Landmarks are also sparsely distributed which simplifies and accelerates data association and map updates. In addition to landmark-based localisation the system utilises visual odometry to estimate the pose of the vehicle in 6 degrees of freedom by identifying temporal matches between consecutive local sub maps and computing the motion. Both the extended Kalman filter and unscented Kalman filter have been considered for filtering the observations. The output of the filter is also smoothed using the Rauch-Tung-Striebel (RTS) method to obtain a better alignment of the sequence of local sub maps and to deliver a large-scale 3D acquisition of the surveyed area. Synthetic experiments have been performed using a simulation environment in which ray tracing is used to generate synthetic images for the stereo system
Resumo:
A technique for simultaneous localisation and mapping (SLAM) for large scale scenarios is presented. This solution is based on the use of independent submaps of a limited size to map large areas. In addition, a global stochastic map, containing the links between adjacent submaps, is built. The information in both levels is corrected every time a loop is closed: local maps are updated with the information from overlapping maps, and the global stochastic map is optimised by means of constrained minimisation
Resumo:
En los transplantes de progenitores hematopoyéticos, la sangre de cordón umbilical es una fuente establecida de células madre hematopoyéticas que presenta como mayor ventaja una menor incidencia de enfermedades de injerto contra el huésped. Sin embargo, el bajo número de células madre obtenidas de una sola unidad limita su utilización a un número reducido de pacientes. Las células madre hematopoyéticas se definen por su capacidad de automantenimiento y reconstitución de todo el sistema hematopoyético de un huésped trasplantado. En ratón, la combinación de los marcadores de superficie Lin- LSK junto con los marcadores de la familia SLAM, ha permitido establecer una jerarquía en las poblaciones de células madre y progenitores hematopoyéticos. Sin embargo, la población de células madre hematopoyéticas humanas CD34+CD38- es heterogénea y las subpoblaciones de progenitores y células madre no están bien establecidas. Uno de los objetivos de este trabajo es determinar si los marcadores de la familia SLAM podrían redefinir la población de células madre hematopoyéticas humanas CD34+CD38- de forma similar a lo sucedido en ratón. En este trabajo se describe una nueva población de progenitores hematopoyéticos en sangre de cordón umbilical caracterizada por el fenotipo CD34+CD38-CD150+CD135-. Lon ensayos realizados tanto in vitro como in vivo han demostrado que esta población esta formada por células con capacidad de autorrenovación, de diferenciación a todos los linajes hematopoyéticos, y de reconstitución a corto y largo plazo de un modelo murino inmunodeficiente irradiado. Por otro lado, con la finalidad de obtener un número suficiente de progenitores hematopoyéticos para ser trasplantados, se han estudiado diferentes sistemas de expansión in vitro. Se ha observado que el ácido valproico (un inhibidor de las histona deacetilasas) y la activación de la vía de Notch, promueven el mantenimiento y expansión de los progenitores hematopoyéticos reduciendo los procesos de diferenciación.
Resumo:
Port cities have represented one of the first forms of urbanization in which maritime culture has had an important role in the construction of the city. This culture has often been the foundation of an evolving tendency confronted with other lines of development, against which it has alternately integrated itself creatively, or has had to compete. The study of the multiplicity of these evolving processes, with their corresponding conflicts, can be useful to develop a critical vision of the grand transformations of industrial ports in urban areas and to initiate a critical reflection which would help to interpret current tendencies. The Barcelona case seems to be exemplary because the new projects for the transformation of the old port, focused on providing a service for luxury boats, have reopened a discussion on urban transformation works carried out in the past and have mostly revealed that the relationship between the port and the city is in constant evolution.For this reason there is a discussion about the extent to which large scale port transformations can have repercussions on maritime culture in a locality and what the role of maritime culture is with respect to fundamental economic strategies linked mostly to the construction of the post-Fordist city