Resum de la tasca realitzada al Center Biomedical Engineering (CBE) del Massachussets Institute of Technology (MIT). Juliol-Agost 2005

Estudi elaborat a partir d’una estada al Center Biomedical Engineering (CBE) del Massachussets Institute of Technology (MIT), durant els mesos de juliol i agost del 2005. S’investiga una metodologia amb l’objectiu d’obtenir biomaterials que puguin actuar de bastida en la interfície os/cartílag, afavorint la diferenciació i creixement cel·lular de cartílag ossificat que pugui actuar d’unió entre l’articulació i l’os. S’experimenta una metodologia per a establir quins són els péptids afavoridors de la formació de teixit ossi utilitzats en materials d’hidroxiapatita. Es conclou que la tecnologia desenvolupada permet disposar d’una plataforma per assajar l’estudi del signaling sobre cèl·lules embrionàries, que permeti desenvolupar materials amb més capacitat diferenciadora.

Research work in Tokyo Institute of Technology

Research carried out in Tokyo Institute of Technology. The objective is to determine the influence of Interfacial Transition Zone (ITZ) around Lightweight aggregate in concrete on Chloride ion diffusivity. The ITZ of conventional concretes is the weakest point of concrete. The accumulating water on ITZ zone forms the most permeable area inside the concrete. Hence ITZ paves the way for chloride ion diffusion. The quality of ITZ depends on type and quality of aggregates used, water-cement ratio and also the method used for the production of concrete. It has been used two types of lightweight aggregates will be used, Chinese and Japanese, with different absorption capacities. The idea is to produce concrete with same effective water - cement ratio, using the same aggregates in two different conditions, dry and saturated, and compare the chloride ion diffusivity in these concretes (by diffusion test). A comparison of ITZ thickness of these concretes by SEM and EDAX-maps is also proposed. The chloride ion diffusion of concretes produced with the same effective water – cement ratio and same aggregates (dry and ssd) will depend, mainly, on ITZ.

Developing discontinuous Galerkin methods for the resolution of the incompressible Navier-Stokes equations

Informe de investigación elaborado a partir de una estancia en el Laboratorio de Diseño Computacional en Aeroespacial en el Massachusetts Institute of Technology (MIT), Estados Unidos, entre noviembre de 2006 y agosto de 2007. La aerodinámica es una rama de la dinámica de fluidos referida al estudio de los movimientos de los líquidos o gases, cuya meta principal es predecir las fuerzas aerodinámicas en un avión o cualquier tipo de vehículo, incluyendo los automóviles. Las ecuaciones de Navier-Stokes representan un estado dinámico del equilibrio de las fuerzas que actúan en cualquier región dada del fluido. Son uno de los sistemas de ecuaciones más útiles porque describen la física de una gran cantidad de fenómenos como corrientes del océano, flujos alrededor de una superficie de sustentación, etc. En el contexto de una tesis doctoral, se está estudiando un flujo viscoso e incompresible, solucionando las ecuaciones de Navier- Stokes incompresibles de una manera eficiente. Durante la estancia en el MIT, se ha utilizado un método de Galerkin discontinuo para solucionar las ecuaciones de Navier-Stokes incompresibles usando, o bien un parámetro de penalti para asegurar la continuidad de los flujos entre elementos, o bien un método de Galerkin discontinuo compacto. Ambos métodos han dado buenos resultados y varios ejemplos numéricos se han simulado para validar el buen comportamiento de los métodos desarrollados. También se han estudiado elementos particulares, los elementos de Raviart y Thomas, que se podrían utilizar en una formulación mixta para obtener un algoritmo eficiente para solucionar problemas numéricos complejos.

An Analysis of Eye Scanpath Entropy in a Progressively Forming Virtual Environment

A sign of presence in virtual environments is that people respond to situations and events as if they were real, where response may be considered at many different levels, ranging from unconscious physiological responses through to overt behavior,emotions, and thoughts. In this paper we consider two responses that gave different indications of the onset of presence in a gradually forming environment. Two aspects of the response of people to an immersive virtual environment were recorded: their eye scanpath, and their skin conductance response (SCR). The scenario was formed over a period of 2 min, by introducing an increasing number of its polygons in random order in a head-tracked head-mounted display. For one group of experimental participants (n 8) the environment formed into one in which they found themselves standing on top of a 3 m high column. For a second group of participants (n 6) the environment was otherwise the same except that the column was only 1 cm high, so that they would be standing at normal ground level. For a third group of participants (n 14) the polygons never formed into a meaningful environment. The participants who stood on top of the tall column exhibited a significant decrease in entropy of the eye scanpath and an increase in the number of SCR by 99 s into the scenario, at a time when only 65% of the polygons had been displayed. The ground level participants exhibited a similar decrease in scanpath entropy, but not the increase in SCR. The random scenario grouping did not exhibit this decrease in eye scanpath entropy. A drop in scanpath entropy indicates that the environment had cohered into a meaningful perception. An increase in the rate of SCR indicates the perception of an aversive stimulus. These results suggest that on these two dimensions (scanpath entropy and rate of SCR) participants were responding realistically to the scenario shown in the virtual environment. In addition, the response occurred well before the entire scenario had been displayed, suggesting that once a set of minimal cues exists within a scenario,it is enough to form a meaningful perception. Moreover, at the level of the sympathetic nervous system, the participants who were standing on top of the column exhibited arousal as if their experience might be real. This is an important practical aspect of the concept of presence.

Effects of P300-based BCI use on reported presence in a virtual environment

Brain-computer interfaces (BCIs) are becoming more and more popular as an input device for virtual worlds and computer games. Depending on their function, a major drawback is the mental workload associated with their use and there is significant effort and training required to effectively control them. In this paper, we present two studies assessing how mental workload of a P300-based BCI affects participants" reported sense of presence in a virtual environment (VE). In the first study, we employ a BCI exploiting the P300 event-related potential (ERP) that allows control of over 200 items in a virtual apartment. In the second study, the BCI is replaced by a gaze-based selection method coupled with wand navigation. In both studies, overall performance is measured and individual presence scores are assessed by means of a short questionnaire. The results suggest that there is no immediate benefit for visualizing events in the VE triggered by the BCI and that no learning about the layout of the virtual space takes place. In order to alleviate this, we propose that future P300-based BCIs in VR are set up so as require users to make some inference about the virtual space so that they become aware of it,which is likely to lead to higher reported presence.

The Sense of embodiment in virtual reality

What does it feel like to own, to control, and to be inside a body? The multidimensional nature of this experience together with the continuous presence of one's biological body, render both theoretical and experimental approaches problematic. Nevertheless, exploitation of immersive virtual reality has allowed a reframing of this question to whether it is possible to experience the same sensations towards a virtual body inside an immersive virtual environment as toward the biological body, and if so, to what extent. The current paper addresses these issues by referring to the Sense of Embodiment (SoE). Due to the conceptual confusion around this sense, we provide a working definition which states that SoE consists of three subcomponents: the sense of self-location, the sense of agency, and the sense of body ownership. Under this proposed structure, measures and experimental manipulations reported in the literature are reviewed and related challenges are outlined. Finally, future experimental studies are proposed to overcome those challenges, toward deepening the concept of SoE and enhancing it in virtual applications.

Predictors of smoking craving during virtual reality exposure

Cue exposure treatment (CET) consists of controlled and repeated exposure to drugrelated stimuli in order to reduce cue-reactivity. Virtual reality (VR) has proved to be a promising tool for exposition. However, identifying the variables that can modulate the efficacy of this technique is essential for selecting the most appropriate exposure modality. The aim of this study was to determine the relation between several individual variables and self-reported craving in smokers exposed to VR environments. Fortysix smokers were exposed to seven complex virtual environments that reproduce typical situations in which people smoke. Self-reported craving was selected as the criterion variable and three types of variables were selected as the predictor variables: related to nicotine dependence, related to anxiety and impulsivity, and related to the sense of presence in the virtual environments. Sense of presence was the only predictor of self-reported craving in all the experimental virtual environments. Nicotine dependence variables added predictive power to the model only in the virtual breakfast at home. No relation was found between anxiety or impulsivity and self-reported craving. Virtual reality technology can be very helpful for improving CET for substance use disorders. However, the use of virtual environments would make sense only insofar as the sense of presence was high. Otherwise, the effectiveness of exposure might be affected. © 2012 by the Massachusetts Institute of Technology.

Functional neuroanatomy of contextual acquisition of concrete and abstract words

The meaning of a novel word can be acquired by extracting it from linguistic context. Here we simulated word learning of new words associated to concrete and abstract concepts in a variant of the human simulation paradigm that provided linguistic context information in order to characterize the brain systems involved. Native speakers of Spanish read pairs of sentences in order to derive the meaning of a new word that appeared in the terminal position of the sentences. fMRI revealed that learning the meaning associated to concrete and abstract new words was qualitatively different and recruited similar brain regions as the processing of real concrete and abstract words. In particular, learning of new concrete words selectively boosted the activation of the ventral anterior fusiform gyrus, a region driven by imageability, which has previously been implicated in the processing of concrete words.

Feedback-related Brain Potential Activity Complies with Basic Assumptions of Associative Learning Theory

Feedback-related negativity (FRN) is an ERP component that distinguishes positive from negative feedback. FRN has been hypothesized to be the product of an error signal that may be used to adjust future behavior. In addition, associative learning models assume that the trial-to-trial learning of cueoutcome mappings involves the minimization of an error term. This study evaluated whether FRN is a possible electrophysiological correlate of this error term in a predictive learning task where human subjects were asked to learn different cueoutcome relationships. Specifically, we evaluated the sensitivity of the FRN to the course of learning when different stimuli interact or compete to become a predictor of certain outcomes. Importantly, some of these cues were blocked by more informative or predictive cues (i.e., the blocking effect). Interestingly, the present results show that both learning and blocking affect the amplitude of the FRN component. Furthermore, independent analyses of positive and negative feedback event-related signals showed that the learning effect was restricted to the ERP component elicited by positive feedback. The blocking test showed differences in the FRN magnitude between a predictive and a blocked cue. Overall, the present results show that ERPs that are related to feedback processing correspond to the main predictions of associative learning models. ■

Functional neuroanatomy of meaning acquisition from context

An important issue in language learning is how new words are integrated in the brain representations that sustain language processing. To identify the brain regions involved in meaning acquisition and word learning, we conducted a functional magnetic resonance imaging study. Young participants were required to deduce the meaning of a novel word presented within increasingly constrained sentence contexts that were read silently during the scanning session. Inconsistent contexts were also presented in which no meaning could be assigned to the novel word. Participants showed meaning acquisition in the consistent but not in the inconsistent condition. A distributed brain network was identified comprising the left anterior inferior frontal gyrus (BA 45), the middle temporal gyrus (BA 21), the parahippocampal gyrus, and several subcortical structures (the thalamus and the striatum). Drawing on previous neuroimaging evidence, we tentatively identify the roles of these brain areas in the retrieval, selection, and encoding of the meaning.

Dipòsits col·lectius d'e-informació

El Centre de Supercomputació de Catalunya (CESCA) i el Consorci de Biblioteques Universitàries de Catalunya (CBUC) des del 1999, com a fruït del llavors Pla Estratègic Catalunya en Xarxa, promouen activitats per posar continguts a la xarxa en accés obert. Això s’ha materialitzat, de moment, en la posada en marxa de tres dipòsits col·lectius d'e-informació: Tesis Doctorals en Xarxa (TDX), Dipòsit de la Recerca de Catalunya (RECERCAT) i Revistes Catalanes amb Accés Obert (RACO). Al febrer de 2001 va néixer el TDX (www.tesisenxarxa.net), que permet la consulta de més de 3400 tesis doctorals llegides a les universitats de Catalunya i d'altres comunitats autònomes. Al setembre de 2005 es va inaugurar RECERCAT (www.recercat.net), un dipòsit cooperatiu de documents digitals que inclou la literatura de recerca de les universitats i dels centres d’investigació de Catalunya, com ara articles encara no publicats (preprints), comunicacions a congressos, informes de recerca, working papers, projectes de final de carrera, memòries tècniques, etc. El tercer dipòsit, RACO (www.raco.cat), s'ha posat en marxa a març de 2006, fent possible la consulta, en accés obert, dels articles a text complet de revistes científiques, culturals i erudites catalanes. Per al desenvolupament de tots tres dipòsits s'ha usat programari lliure. Per al TDX es va adaptar l'Electronic Theses and Dissertations (ETD) de la Universitat de Virgina Tech. Per a RECERCAT, el DSpace, fet pel Massachusetts Institute of Technology (MIT) i Hewlett-Packard (HP). I per a RACO s'ha fet servir el Open Journal Systems (OJS) del Public Knowledge Project (PKP). La comunicació pretén explicar breument què són aquests tres dipòsits, els beneficis obtinguts pel fet que hagin estat desenvolupats sota programari lliure i que les tesis, els documents de recerca i les revistes que contenen siguin en accés obert. Programari lliure i accés obert, un binomi guanyador.

Desenvolupament d'hidrogels superficials que contenen motius d'adhesió cel·lular

Projecte de recerca elaborat a partir d’una estada al Departament d’Enginyeria Química del Massachusetts Institute of Technology entre abril i octubre del 2006. S’ha dissenyat i sintetitzat uns nous films polimèrics, amb aplicacions en l’àmbit de l’enginyeria de teixits, utilitzant la tècnica anomenada iCVD (initiated Chemical Vapor Deposition), prèviament desenvolupada pel grup receptor. Es tracta d’uns hidrogels superficials de gruix controlable, que incorporen un monòmer fluorat, el qual s’havia estudiat extensament en el grup d’origen. Aquest monòmer es caracteritza per reaccionar molt fàcilment amb pèptids, de manera que aquests queden units covalentment a la superfície. Diferents estratègies pel desenvolupament d’aquests copolímers han estat avaluades, tant des del punt de vista purament sintètic com de la pròpia aplicació. Les condicions de polimerització han estat optimitzades i els hidrogels s’han caracteritzat químicament per tècniques espectroscòpiques (FTIR, XPS), i físicament per angle de contacte i el·lipsometria. D’aquesta manera, s’ha estudiat la capacitat dels hidrogels d’absorbir aigua i alhora augmentar el seu gruix, depenent de la quantitat d’agent reticulant introduït i de la incorporació del nou monòmer. A continuació, s’han optimitzat les condicions de reacció d’aquestes superfícies amb pèptids que incorporen una molècula fluorescent, la qual permet detectar fàcilment per microscòpia de fluorescència si la reacció ha tingut lloc. Una vegada la plataforma ha estat posada a punt, s’han iniciat assajos cel·lulars tant amb fibroblasts embriònics de ratolí com amb cèl·lules humanes umbilicals. Els resultats preliminars suggereixen una morfologia diferent de les cèl·lules segons si es cultiven sobre films modificats amb pèptids que promouen l’adhesió cel·lular o sobre les seves seqüències permutades no actives. Però, el més interessant és que també s’han observat certes diferències depenent si els films contenen el component hidrogel o no, fet que suggeriria un paper actiu d’aquests noves superfícies en el comportament cel·lular.

Métodes d'aprenentatge per reforç basats en la política i la seva aplicació a la robótica

Projecte de recerca elaborat a partir d’una estada al Robot Locomotion Group del Massachusetts Institute of Technology, Estats Units, entre març i agost del 2006. Es descriu la feina portada a terme en el camp de l'aprenentatge per reforç (RL), una metodologia molt utilitzada en aprenentatge artificial. En RL, un agent intenta maximitzar un valor escalar (càstig o premi) obtingut com a resultat de la seva interacció amb l'entorn. L'objectiu d'un sistema basat en RL és el de trobar una política d'actuació òptima que relaciona l'estat de l'entorn amb una acció determinada que maximitzi la suma de reforços futurs. El principal avantatge és que no utilitza cap base de dades conegudes, així que l'agent no rep informació sobre quina decisió triar, com succeeix en molts tipus d'aprenentatge, sinó que ha de triar per descobrir aquelles accions que tenen un valor més alt, sent molt adient en robòtica aplicada. Els principals desavantatges són uns temps de convergència sovint elevats i la manca de generalització quan tractem variables contínues. Principalment, el treball s’ha centrat en l'estudi de noves i més complexes metodologies basades en RL que combinessin dos tipus d'algorismes: els basats en funcions de valor i els representats únicament per una política d'actuació. Posteriorment s'analitzà la seva aplicabilitat en aplicacions robòtiques reals. En tots els estudis i les simulacions s’ha utilitzat un braç robòtic dissenyat i contruït al laboratori. El tipus de robot, anomenat Acrobot, és un banc de proves molt utilitzat en els camps de teoria de control i aprenentatge.

Arquitectures d'Aprenentatge Automàtic per al Reconeixement d'Estructures Lingüístiques en el Text

Estudi realitzat a partir d’una estada al Computer Science and Artificial Intelligence Lab, del Massachusetts Institute of Technology, entre 2006 i 2008. La recerca desenvolupada en aquest projecte se centra en mètodes d'aprenentatge automàtic per l'anàlisi sintàctica del llenguatge. Com a punt de partida, establim que la complexitat del llenguatge exigeix no només entendre els processos computacionals associats al llenguatge sinó també entendre com es pot aprendre automàticament el coneixement per a dur a terme aquests processos.

Acting Rehearsal in Collaborative Multimodal Mixed Reality Environments

This paper presents the use of our multimodal mixed reality telecommunication system to support remote acting rehearsal. The rehearsals involved two actors, located in London and Barcelona, and a director in another location in London. This triadic audiovisual telecommunication was performed in a spatial and multimodal collaborative mixed reality environment based on the 'destination-visitor' paradigm, which we define and put into use. We detail our heterogeneous system architecture, which spans the three distributed and technologically asymmetric sites, and features a range of capture, display, and transmission technologies. The actors' and director's experience of rehearsing a scene via the system are then discussed, exploring successes and failures of this heterogeneous form of telecollaboration. Overall, the common spatial frame of reference presented by the system to all parties was highly conducive to theatrical acting and directing, allowing blocking, gross gesture, and unambiguous instruction to be issued. The relative inexpressivity of the actors' embodiments was identified as the central limitation of the telecommunication, meaning that moments relying on performing and reacting to consequential facial expression and subtle gesture were less successful.