Desarrollo de aplicaciones android usando la tecnología wifi-direct

Este proyecto de fin de grado pretende demostrar la importancia y la utilidad de la creación de redes de dispositivos móviles conectados entre sí. Para ello se explicarán varios tipos de redes inalámbricas que permiten estas conexiones directas entre dispositivos sin la necesidad de un servidor. En estas redes inalámbricas se destacan las redes P2P y las redes Ad-hoc, las cuales se explicarán posteriormente. El despliegue de estas redes se puede encontrar en un amplio rango de campos como puede ser la agricultura, la medicina e incluso en el ámbito militar. Es objetivo de este proyecto, además, el estudio de la tecnología Wi-Fi Direct creada por la Wi-Fi Alliance. Como se explicará a lo largo del proyecto, Wi-Fi Direct está basado en las redes P2P. Esta tecnología permite a los dispositivos cercanos crear redes P2P a través de la red Wi-Fi sin la necesidad de un punto de acceso a Internet. Por otro lado, una gran cantidad de los dispositivos móviles que existen actualmente poseen el sistema operativo Android. Android ha incorporado en sus dispositivos más recientes la tecnología Wi-Fi Direct. Debido a ello han ido surgiendo aplicaciones que usando esta tecnología consiguen desde enviar ficheros hasta indicar la localización de un usuario. Esta tecnología combinada con este tipo de dispositivos puede ser muy útil para utilizar en casos de emergencia donde las infraestructuras de comunicaciones no estén disponibles ya que al no necesitar un punto de acceso a internet es posible la comunicación entre un usuario en peligro y otro que se encuentre dentro de un radio cercano. Por estos motivos otro de los principales objetivos de este proyecto es la implementación de una aplicación para dispositivos Android que use la tecnología Wi-Fi Direct para realizar varias funcionalidades diferentes, como es el intercambio de ficheros entre dispositivos y la creación de un chat para la comunicación simultanea entre dos dispositivos. Con esto se pretende conocer mejor el funcionamiento de la tecnología Wi-Fi Direct y demostrar su utilidad en los dispositivos móviles como son los dispositivos Android. ABSTRACT. This final degree Project tries to demonstrate the importance and utility of networking mobile devices. For this purpose several types of wireless networks will be explained. These networks allow direct connections between devices. The most prominent Wireless networks are P2P and Ad-hoc which will be explained later. The use of these networks can be found in a wide range of fields such as agriculture medicine, and even in the military sector. Besides, other aim of this project is the study of Wi-Fi Direct Technology which is created by Wi-Fi Alliance. As it explained along the project, Wi-Fi Direct is based on P2P networks. This technology lets nearby devices create P2P networks through Wi-Fi network without an Internet access point. On the other hand, a large number of mobile devices have the Android OS. Android has integrated Wi-Fi Direct technology in its latest devices. Because of this applications have emerged that using this technology they get from sending files to send the user’s location. This technology combined with these devices can be very useful to use in emergencies where communications infrastructures are not available. Since not need an Internet access point, communication between a user in danger and another within close radius is possible. For these reasons another of the main aims of this project is the implementation of an application for Android devices which use Wi-Fi Direct technology to perform several different functionalities, such as file exchange or chat for simultaneous communication between devices. This is intended to better understand the operation of Wi-Fi Direct technology and prove its utility on mobile devices such as Android devices.

Definición e implantación de herramientas avanzadas 3D en el diseño integrado y eficiente de sistemas HVAC en buques, desde el proyecto conceptual hasta la producción

Uno de los aspectos más complicados del diseño de sistemas HVAC en buques es la correcta evaluación de las necesidades de aire fresco y el correcto dimensionado de los conductos que suministran dicho aire y evacuan el calor generado a bordo. Contrariamente a lo que sucede en los sistemas de tuberías, las características particulares del caudal de aire hacen que el dimensionado de los conductos sea muy sensible al trazado y geometría de los mismos, por lo que para obtener un buen diseño es necesaria una relación muy estrecha y una integración bidireccional entre los cálculos y el trazado de los propios conductos en el buque. Asumida la utilización de sistemas CAD/CAM para las tareas de diseño, históricamente, aquellos que permitían modelar conductos HVAC no incluían en su alcance de suministro los aspectos de cálculo, y como consecuencia de ello, el trazado de conductos se reducía a la inclusión en el modelo 3D de circuitos y sistemas previamente calculados y dimensionados, Así, servían únicamente para calcular interferencias con otros elementos del modelo 3D y para obtener posteriormente planos de fabricación y montaje. Esto, que por sí no es poco, dejaba el diseño de sistemas HVAC pendiente de una importante interacción manual y de habituales retrabajos, ya que cualquier modificación en el trazado de los conductos, consecuencia de otras necesidades del diseño, obligaba a los diseñadores a recalcular y redimensionar los conductos en un entorno diferente al del propio sistema CAD/CAM, y volver a realizar el modelado de los mismos, reduciendo significativamente las ventajas de la utilización de un modelo 3D. Partiendo de esta situación real, y con objeto de solucionar el problema que para el diseño y la propia producción del buque se creaba, se concibió una herramienta que permitiera la definición en el modelo 3D de diagramas de ventilación, el cálculo de pérdidas de presión, el dimensionado automático de los conductos, y que toda esta información pudiera estar disponible y reutilizarse en las etapas posteriores del diseño. Con ello, los diseñadores podrían realizar su trabajo en un entorno único, totalmente integrado con el resto de disciplinas. El objeto de esta Tesis Doctoral es analizar en detalle el problema y las ineficiencias actuales del diseño de HVAC, describir la innovadora herramienta concebida para paliar estas ineficiencias, detallando las bases sobre la que se construye, y destacar las ventajas que se obtienen de su uso. La herramienta en cuestión fue concebida como una funcionalidad adicional del sistema CAD/CAM naval FORAN, referente tecnológico en el mundo del diseño y la construcción navales, y como consecuencia de ellos se llevó a cabo el desarrollo correspondiente. En la actualidad, el sistema FORAN incluye en su alcance de suministro una primera versión de esta herramienta, cuya utilidad queda avalada por el uso que de la misma hacen astilleros y oficinas técnicas en todo el mundo. Esta Tesis Doctoral es eminentemente práctica. No es un estudio teórico de dudosa aplicación, sino que tiene por objeto aportar una solución eficiente a un problema real que muchos astilleros y oficinas técnicas, incluidas los más avanzados, padecen hoy en día. No tiene otra motivación que servir de ayuda para lograr diseñar y construir mejores barcos, en un plazo más corto, y a un coste menor. Nada más, pero nada menos. ABSTRACT One of the most complicated aspects of the design of HVAC systems in shipbuilding is the correct evaluation of the fresh air needs, the correct balancing of the ducts that supply this air and evacuate the existing heat on board. In opposition to piping systems, due to the particular characteristics of the air flow, the balancing of the ducts is very sensitive to the routing and the aspect of the ducts, so the correct design requires a close interconnectivity between calculations and routing. Already assumed the use of CAD/CAM systems for design tasks, historically, those CAD/CAM systems capable of modelling HVAC ducts did not cover calculation aspects, with the result that the routing of HVAC ducts was reduced solely to the input of previously balanced circuits into the 3D Product Model for the purpose of interference checking and generation of fabrication and assembly drawings. This situation, not negligible at all, put the design of HVAC ducts very dependent on manual operations and common rework task, as any modification in the routing of the HVAC ducts, derived from design needs, obliged engineers to re-balance the ducts and eventually to re-size them independently of the CAD-CAM environment, thus annulling the advantages of the 3D Product Model. With this situation in mind, and with the objective of filling the gap created in the design and construction of the ship, it was conceived a tool allowing the definition, within the 3D Product model, of HVAC diagrams, the calculation of pressure drops, the automatic dimensioning of ducts. With this, engineers could make the complete HVAC design in a single working environment, fully integrated with the rest of the disciplines. The present Ph. D. thesis analyses in deep the existing problem and the current lack of efficiency in HVAC design, describes the innovative tool conceived to minimize it, details the basis on which the tool is built, and highlights the advantages of its use. This tool was conceived as an additional functionality of the marine CAD/CAM system FORAN, a technological reference in the shipdesign and shipbuilding industry. As a consequence, it was developed, and nowadays FORAN System includes in its scope of supply a first version of the tool, with its usefulness endorsed by the fact that it is used by shipyards and shipdesign offices all over the world. This Ph. D. thesis is on top everything, of practical nature. It is not a theoretical study with doubtful application. On the contrary, its objective is to provide with an efficient solution for solving a real problem that many shipyards and shipdesign offices, including those more advanced, suffer nowadays. It has no other motivation that to help in the process of designing and building better and cheaper ships, within a shorter deliver time. Nothing more, but nothing less.

Control remoto de presentaciones mediante Raspberry PI y Android

Este proyecto fin de carrera trata de mejorar los sistemas actuales de control en la visualización de diapositivas. La solución adoptada constará de un sistema con modelo cliente-servidor. El servidor formado por un mini ordenador, en este caso una Raspberry Pi, que estará conectado al proyector de video. Este servidor se mantendrá a la espera de recibir una conexión entrante vía Bluetooth. Una vez se realice la conexión interpretará los comandos mandados por el cliente a través de una API con formato JSON y realizará las acciones indicadas para el control de la presentación. El cliente será una aplicación móvil para dispositivos Android. A través de ella el profesor accederá al servidor escaneando un código QR que será proyectado y una vez conectado enviará los comandos de control de la presentación, tales como abrir una presentación, avanzar y retroceder diapositiva, etc. La solución final deberá ser eficiente, sencilla de utilizar y con un bajo coste para resultar atractiva y ser así útil en el mundo real. Para ello se contará con valores añadidos como el poder iniciar la presentación desde el dispositivo móvil, el mostrar las notas de la diapositiva actual o contar con un temporizador para permitir un mejor control sobre el tiempo disponible para la presentación. ABSTRACT. This final project pursues the improvement of the current presentation control systems. The solution it provides is based on a server-client architecture. The server will be a mini PC, a Raspberry Pi model in this case, that will be connected to a video projector or a screen monitor. This server will remain idle waiting for an incoming Bluetooth connection. Once the connection is accepted the server will parse the commands sent by the client through a JSON API and will execute them accordingly to control the system. The client we decided to develop is an Android application. The speaker will be able to connect with the server by scanning a QR code that will be generated and displayed into the projector or screen monitor. Once the connection is accepted the client will sent the commands to control the slides, such as opening a presentation, move forward and backwards, etc. The adopted solution must be efficient, easy to use and with low cost to be appealing and useful to the real world. To accomplish the task this project will count with improvements over the current systems, such as the possibility to open a presentation from the smartphone, the visualization of the current slide notes from the mobile phone and a countdown timer to have a better control over the available time for the presentation.

Aplicación Android para el aprendizaje de inglés nivel B2 : extensión del ILLLab

Desde el inicio de la globalización, el aprendizaje de la lengua inglesa se ha instaurado como una necesidad. Hoy en día, con la adopción del Espacio Europeo de Educación Superior este lenguaje no sólo se impone como un requisito para los estudiantes sino que se exige un nivel B2, lo cual significa un esfuerzo mayor tanto como para el alumno como para el profesor a la hora de hacer de este ejercicio un hábito y lograr la evaluación continua de los mismos. Este proyecto intenta extender las funcionalidades de una aplicación existente llamada Illlab con ejercicios que se adapten al nivel B2 y permitan la interacción entre alumnos durante la realización de estos ejercicios. El objetivo de esta aplicación es el de desarrollar ejercicios extra en la aplicación Illlab que añadan complejidad para el aprendizaje de inglés de un nivel B2 y que además se puedan realizar actividades entre los alumnos. La idea es hacer una aplicación de preguntas y respuestas “multiple choice” con cuatro opciones por pregunta. El fuerte de este juego está en presentar material variado sobre uso de la lengua y además permitir el juego entre varios alumnos. La extensión de ILLLab se plantea como un proyecto para desarrollar interfaces y funcionalidades adicionales en la antigua aplicación. La principal funcionalidad que se añade es un juego de preguntas y respuestas con opciones múltiples para un nivel B2 y las interfaces responden a necesidades de intercambio y manejo de contenido por Internet mediante estándares aceptados en el mundo del aprendizaje digital tales como Common Cartridge o SCORM. Este proyecto simplemente adapta la aplicación para su uso en un entorno de evaluación de actividades en el cual el profesor tiene acceso a las actividades que realizan los alumnos de un curso para su posterior evaluación. Antiguamente ILLLab sólo contenía ejercicios que se llevaban a cabo en el dispositivo móvil por lo que el control de estas actividades no era posible. La mejora se presenta como una interfaz Common Cartridge para el manejo del contenido, una interfaz de comunicación sobre servicios web tipo REST y el manejo de base de datos mediante Hibernate que agrupa una serie de librerías Java para la persistencia de objetos de la base de datos. ABSTRACT. Since the onset of globalization, the learning of the English language has become as a necessity. Today, with the adoption of the European Higher Education Area this language is not only imposed as a requirement for students but a B2 level is required, which means a greater effort both to the student and teacher when it comes to make the learning exercise a habit and achieve continuous evaluation of students. This project aims to extend the functionality of an existing application called Illlab with an exercise that suits the B2 level and allow interaction between students while performing these exercises. The purpose of this application is to develop an additional exercise in the application Illlab that adds complexity for learning English at B2 level and also enables the interaction among students. The main idea is to make an application in multiple choices style with four options. The strength of this game is to present varied material on use of Enlgish and also allow play between two students. ILLLab extension is conceived as a project to develop interfaces and additional functionalities in the old application. The main functionalities added are a game of questions and answers with multiple choices for a B2 level and interfaces that meet information exchange requirements and content management over the Internet using standards adopted in the world of digital learning such as Common Cartridge or SCORM. This project simply adapts the application for its use in an activities evaluation environment in which the teacher has access to the activities performed by students in a course for further evaluation. The former versión of ILLLab contained only exercises that were carried out on the mobile device so that the evaluation of these activities was not possible. The improvement comes as a Common Cartridge interface for content management, a communication interface with REST web services and a database access using Hibernate which groups a number of Java libraries for object persistence in the database.

Interacción combinada táctil 3D para manejo de colecciones de documentos

Actualmente existen varios dispositivos que aceptan gestos sobre superficies táctiles, sean celulares, tabletas, computadores, etc. a los cuales las personas se acostumbran rápidamente a su uso y los aceptan como herramientas necesarias en su vida. Del mismo modo existen algunas aplicaciones que manejan entornos en 3D, y permiten captar gestos realizados con las manos, cuerpo, cabeza. Estas técnicas se han desarrollado mucho por separado pero se ha podido evidenciar en base a los artículos revisados que no existen muchos estudios que combinen las aplicaciones táctiles con las 3D manejadas por gestos en el aire. El presente trabajo muestra un prototipo que permite la comunicación y coordinación entre dos aplicaciones, una que muestra documentos representados por esferas en una aplicación con interacción táctil desarrollada en Unity que funciona sobre Android, y una segunda aplicación desarrollada también en Unity que maneja un entorno 3D con el que se interactúa mediante gestos realizados en el aire. Luego de algunos intentos la interacción entre ambas aplicaciones fue lograda implementando comunicación por sockets entre la aplicación en el dispositivo Android y la aplicación 3D que se encuentra alojada en un computador con Windows 7. La captura de gestos en el aire se realiza mediante el sistema Tracking Tools desarrollado por la compañía Optitrack que captura los movimientos con cámaras infrarrojas y marcadores en los dedos. Este sistema envía los datos de los gestos a nuestra aplicación 3D. Estos equipos son de propiedad del laboratorio Decoroso Crespo de la Universidad Politécnica de Madrid. Una vez lograda la implementación e interacción entre las aplicaciones se han realizado pruebas de usabilidad con nueve estudiantes del Máster Universitario en Software y Sistemas de la Universidad Politécnica de Madrid. Cada uno ha respondido una serie de encuestas para poder obtener resultados sobre cuán usable es el prototipo, la experiencia del usuario y qué mejoras se podrían realizar sobre éste. En la parte final de este documento se presentan los resultados de las encuestas y se muestran las conclusiones y trabajo futuro.---ABSTRACT---Currently there are several devices that accept gestures on touch surfaces like phones, tablets, computers, etc. to which people quickly become accustomed to their use and accept them as necessary tools in their life. Similarly there are some applications that handle 3D environments and like televisions, holograms and allow capture gestures made with hands, body, and head. These techniques have been developed on a separated way but based on some research we may say that the are not many studies that combine touch with 3D applications handled by gestures in the air. This paper presents a prototype of the interaction of two issues of a 2D showing documents represented by spheres on a touch application developed in Unity that works on Android and allows communicating with the second application also developed in Unity that handles a 3D environment interaction of gestures made in air. After some attempts interaction was achieved by implementing communication sockets between the application on the Android device and 3D application that is hosted on a computer with windows 7, and gestures capturing in the air is done by the system Tracking Tools developed by the Optitrack company it captures movements with infrared cameras and markers on the fingers, which sends data to this application gestures, these equipment are owned by the Decoroso Crespo laboratory of the Polytechnic University of Madrid. Once achieved the interaction of applications has been conducted performance tests with ten students of the university master of the Universidad Politécnica de Madrid, each has answered a series of surveys to get results on how usable is the prototype, the user experience and that improvements could be made on this.

Basement structure of the Hontomín CO2 storage site (Spain) determined by integration of microgravity and 3D seismic data

We dedicate this paper to the memory of Prof. Andres Perez Estaún, who was a great and committed scientist, wonderful colleague and even better friend. The datasets in this work have been funded by Fundación Ciudad de la Energía (Spanish Government, www.ciuden.es) and by the European Union through the “European Energy Programme 15 for Recovery” and the Compostilla OXYCFB300 project. Dr. Juan Alcalde is currently funded by NERC grant NE/M007251/1. Simon Campbell and Samuel Cheyney are acknowledged for thoughtful comments on gravity inversion

Metabolism of d-Glycero-d-Manno-Heptitol, Volemitol, in Polyanthus. Discovery of a Novel Ketose Reductase1

Volemitol (d-glycero-d-manno-heptitol, α-sedoheptitol) is an unusual seven-carbon sugar alcohol that fulfills several important physiological functions in certain species of the genus Primula. Using the horticultural hybrid polyanthus (Primula × polyantha) as our model plant, we found that volemitol is the major nonstructural carbohydrate in leaves of all stages of development, with concentrations of up to 50 mg/g fresh weight in source leaves (about 25% of the dry weight), followed by sedoheptulose (d-altro-2-heptulose, 36 mg/g fresh weight), and sucrose (4 mg/g fresh weight). Volemitol was shown by the ethylenediaminetetraacetate-exudation technique to be a prominent phloem-mobile carbohydrate. It accounted for about 24% (mol/mol) of the phloem sap carbohydrates, surpassed only by sucrose (63%). Preliminary 14CO2 pulse-chase radiolabeling experiments showed that volemitol was a major photosynthetic product, preceded by the structurally related ketose sedoheptulose. Finally, we present evidence for a novel NADPH-dependent ketose reductase, tentatively called sedoheptulose reductase, in volemitol-containing Primula species, and propose it as responsible for the biosynthesis of volemitol in planta. Using enzyme extracts from polyanthus leaves, we determined that sedoheptulose reductase has a pH optimum between 7.0 and 8.0, a very high substrate specificity, and displays saturable concentration dependence for both sedoheptulose (apparent Km = 21 mm) and NADPH (apparent Km = 0.4 mm). Our results suggest that volemitol is important in certain Primula species as a photosynthetic product, phloem translocate, and storage carbohydrate.

Dynamics of mobile element activity in chalcone synthase loci in the common morning glory (Ipomoea purpurea)

Mobile element dynamics in seven alleles of the chalcone synthase D locus (CHS-D) of the common morning glory (Ipomoea purpurea) are analyzed in the context of synonymous nucleotide sequence distances for CHS-D exons. By using a nucleotide sequence of CHS-D from the sister species Ipomoea nil (Japanese morning glory [Johzuka-Hisatomi, Y., Hoshino, A., Mori, T., Habu, Y. & Iida, S. (1999) Genes Genet. Syst. 74, 141–147], it is also possible to determine the relative frequency of insertion and loss of elements within the CHS-D locus between these two species. At least four different types of transposable elements exist upstream of the coding region, or within the single intron of the CHS-D locus in I. purpurea. There are three distinct families of miniature inverted-repeat transposable elements (MITES), and some recent transpositions of Activator/Dissociation (Ac/Ds)-like elements (Tip100), of some short interspersed repetitive elements (SINEs), and of an insertion sequence (InsIpCHSD) found in the neighborhood of this locus. The data provide no compelling evidence of the transposition of the mites since the separation of I. nil and I. purpurea roughly 8 million years ago. Finally, it is shown that the number and frequency of mobile elements are highly heterogeneous among different duplicate CHS loci, suggesting that the dynamics observed at CHS-D are locus-specific.

Dynamic evolution of plant mitochondrial genomes: Mobile genes and introns and highly variable mutation rates

We summarize our recent studies showing that angiosperm mitochondrial (mt) genomes have experienced remarkably high rates of gene loss and concomitant transfer to the nucleus and of intron acquisition by horizontal transfer. Moreover, we find substantial lineage-specific variation in rates of these structural mutations and also point mutations. These findings mostly arise from a Southern blot survey of gene and intron distribution in 281 diverse angiosperms. These blots reveal numerous losses of mt ribosomal protein genes but, with one exception, only rare loss of respiratory genes. Some lineages of angiosperms have kept all of their mt ribosomal protein genes whereas others have lost most of them. These many losses appear to reflect remarkably high (and variable) rates of functional transfer of mt ribosomal protein genes to the nucleus in angiosperms. The recent transfer of cox2 to the nucleus in legumes provides both an example of interorganellar gene transfer in action and a starting point for discussion of the roles of mechanistic and selective forces in determining the distribution of genetic labor between organellar and nuclear genomes. Plant mt genomes also acquire sequences by horizontal transfer. A striking example of this is a homing group I intron in the mt cox1 gene. This extraordinarily invasive mobile element has probably been acquired over 1,000 times separately during angiosperm evolution via a recent wave of cross-species horizontal transfers. Finally, whereas all previously examined angiosperm mtDNAs have low rates of synonymous substitutions, mtDNAs of two distantly related angiosperms have highly accelerated substitution rates.

Comparativa de detectores de características visuales y su aplicación al SLAM

Comunicación presentada en el X Workshop of Physical Agents, Cáceres, 10-11 septiembre 2009.

A study of a soft computing based method for 3D scenario reconstruction

Several recent works deal with 3D data in mobile robotic problems, e.g., mapping. Data comes from any kind of sensor (time of flight, Kinect or 3D lasers) that provide a huge amount of unorganized 3D data. In this paper we detail an efficient approach to build complete 3D models using a soft computing method, the Growing Neural Gas (GNG). As neural models deal easily with noise, imprecision, uncertainty or partial data, GNG provides better results than other approaches. The GNG obtained is then applied to a sequence. We present a comprehensive study on GNG parameters to ensure the best result at the lowest time cost. From this GNG structure, we propose to calculate planar patches and thus obtaining a fast method to compute the movement performed by a mobile robot by means of a 3D models registration algorithm. Final results of 3D mapping are also shown.

Using GNG to improve 3D feature extraction—Application to 6DoF egomotion

Several recent works deal with 3D data in mobile robotic problems, e.g. mapping or egomotion. Data comes from any kind of sensor such as stereo vision systems, time of flight cameras or 3D lasers, providing a huge amount of unorganized 3D data. In this paper, we describe an efficient method to build complete 3D models from a Growing Neural Gas (GNG). The GNG is applied to the 3D raw data and it reduces both the subjacent error and the number of points, keeping the topology of the 3D data. The GNG output is then used in a 3D feature extraction method. We have performed a deep study in which we quantitatively show that the use of GNG improves the 3D feature extraction method. We also show that our method can be applied to any kind of 3D data. The 3D features obtained are used as input in an Iterative Closest Point (ICP)-like method to compute the 6DoF movement performed by a mobile robot. A comparison with standard ICP is performed, showing that the use of GNG improves the results. Final results of 3D mapping from the egomotion calculated are also shown.

A robust and fast method for 6DoF motion estimation from generalized 3D data

Nowadays, there is an increasing number of robotic applications that need to act in real three-dimensional (3D) scenarios. In this paper we present a new mobile robotics orientated 3D registration method that improves previous Iterative Closest Points based solutions both in speed and accuracy. As an initial step, we perform a low cost computational method to obtain descriptions for 3D scenes planar surfaces. Then, from these descriptions we apply a force system in order to compute accurately and efficiently a six degrees of freedom egomotion. We describe the basis of our approach and demonstrate its validity with several experiments using different kinds of 3D sensors and different 3D real environments.

Geometric 3D point cloud compression

The use of 3D data in mobile robotics applications provides valuable information about the robot’s environment but usually the huge amount of 3D information is unmanageable by the robot storage and computing capabilities. A data compression is necessary to store and manage this information but preserving as much information as possible. In this paper, we propose a 3D lossy compression system based on plane extraction which represent the points of each scene plane as a Delaunay triangulation and a set of points/area information. The compression system can be customized to achieve different data compression or accuracy ratios. It also supports a color segmentation stage to preserve original scene color information and provides a realistic scene reconstruction. The design of the method provides a fast scene reconstruction useful for further visualization or processing tasks.

Improving 3D Keypoint Detection from Noisy Data Using Growing Neural Gas

3D sensors provides valuable information for mobile robotic tasks like scene classification or object recognition, but these sensors often produce noisy data that makes impossible applying classical keypoint detection and feature extraction techniques. Therefore, noise removal and downsampling have become essential steps in 3D data processing. In this work, we propose the use of a 3D filtering and down-sampling technique based on a Growing Neural Gas (GNG) network. GNG method is able to deal with outliers presents in the input data. These features allows to represent 3D spaces, obtaining an induced Delaunay Triangulation of the input space. Experiments show how the state-of-the-art keypoint detectors improve their performance using GNG output representation as input data. Descriptors extracted on improved keypoints perform better matching in robotics applications as 3D scene registration.