Agent based simulation to optimise emergency departments

Nowadays, many of the health care systems are large and complex environments and quite dynamic, specifically Emergency Departments, EDs. It is opened and working 24 hours per day throughout the year with limited resources, whereas it is overcrowded. Thus, is mandatory to simulate EDs to improve qualitatively and quantitatively their performance. This improvement can be achieved modelling and simulating EDs using Agent-Based Model, ABM and optimising many different staff scenarios. This work optimises the staff configuration of an ED. In order to do optimisation, objective functions to minimise or maximise have to be set. One of those objective functions is to find the best or optimum staff configuration that minimise patient waiting time. The staff configuration comprises: doctors, triage nurses, and admissions, the amount and sort of them. Staff configuration is a combinatorial problem, that can take a lot of time to be solved. HPC is used to run the experiments, and encouraging results were obtained. However, even with the basic ED used in this work the search space is very large, thus, when the problem size increases, it is going to need more resources of processing in order to obtain results in an acceptable time.

Nonlinear inverse dynamic models of gas sensing systems based on chemical sensor arrays for quantitative measurements

Gas sensing systems based on low-cost chemical sensor arrays are gaining interest for the analysis of multicomponent gas mixtures. These sensors show different problems, e.g., nonlinearities and slow time-response, which can be partially solved by digital signal processing. Our approach is based on building a nonlinear inverse dynamic system. Results for different identification techniques, including artificial neural networks and Wiener series, are compared in terms of measurement accuracy.

Flocking behaviour: Agent-based simulation and hierarchical leadership.

We have studied how leaders emerge in a group as a consequence of interactions among its members. We propose that leaders can emerge as a consequence of a self-organized process based on local rules of dyadic interactions among individuals. Flocks are an example of self-organized behaviour in a group and properties similar to those observed in flocks might also explain some of the dynamics and organization of human groups. We developed an agent-based model that generated flocks in a virtual world and implemented it in a multi-agent simulation computer program that computed indices at each time step of the simulation to quantify the degree to which a group moved in a coordinated way (index of flocking behaviour) and the degree to which specific individuals led the group (index of hierarchical leadership). We ran several series of simulations in order to test our model and determine how these indices behaved under specific agent and world conditions. We identified the agent, world property, and model parameters that made stable, compact flocks emerge, and explored possible environmental properties that predicted the probability of becoming a leader.

Predictive motion control of a mirosot mobile robot

This paper discusses predictive motion control of a MiRoSoT robot. The dynamic model of the robot is deduced by taking into account the whole process - robot, vision, control and transmission systems. Based on the obtained dynamic model, an integrated predictive control algorithm is proposed to position precisely with either stationary or moving obstacle avoidance. This objective is achieved automatically by introducing distant constraints into the open-loop optimization of control inputs. Simulation results demonstrate the feasibility of such control strategy for the deduced dynamic model

On the throughput-WIP trade-off in queueing systems, diminishing returns and the threshold property: A linear programming approach

We present a new unifying framework for investigating throughput-WIP(Work-in-Process) optimal control problems in queueing systems,based on reformulating them as linear programming (LP) problems withspecial structure: We show that if a throughput-WIP performance pairin a stochastic system satisfies the Threshold Property we introducein this paper, then we can reformulate the problem of optimizing alinear objective of throughput-WIP performance as a (semi-infinite)LP problem over a polygon with special structure (a thresholdpolygon). The strong structural properties of such polygones explainthe optimality of threshold policies for optimizing linearperformance objectives: their vertices correspond to the performancepairs of threshold policies. We analyze in this framework theversatile input-output queueing intensity control model introduced byChen and Yao (1990), obtaining a variety of new results, including (a)an exact reformulation of the control problem as an LP problem over athreshold polygon; (b) an analytical characterization of the Min WIPfunction (giving the minimum WIP level required to attain a targetthroughput level); (c) an LP Value Decomposition Theorem that relatesthe objective value under an arbitrary policy with that of a giventhreshold policy (thus revealing the LP interpretation of Chen andYao's optimality conditions); (d) diminishing returns and invarianceproperties of throughput-WIP performance, which underlie thresholdoptimality; (e) a unified treatment of the time-discounted andtime-average cases.

Dynamic model of the left ventricle for use in simulation of myocardial perfusion SPECT and gated SPECT

Simulation is a useful tool in cardiac SPECT to assess quantification algorithms. However, simple equation-based models are limited in their ability to simulate realistic heart motion and perfusion. We present a numerical dynamic model of the left ventricle, which allows us to simulate normal and anomalous cardiac cycles, as well as perfusion defects. Bicubic splines were fitted to a number of control points to represent endocardial and epicardial surfaces of the left ventricle. A transformation from each point on the surface to a template of activity was made to represent the myocardial perfusion. Geometry-based and patient-based simulations were performed to illustrate this model. Geometry-based simulations modeled ~1! a normal patient, ~2! a well-perfused patient with abnormal regional function, ~3! an ischaemic patient with abnormal regional function, and ~4! a patient study including tracer kinetics. Patient-based simulation consisted of a left ventricle including a realistic shape and motion obtained from a magnetic resonance study. We conclude that this model has the potential to study the influence of several physical parameters and the left ventricle contraction in myocardial perfusion SPECT and gated-SPECT studies.

ACACIA: an agent-based program for simulating behavior to reach long-term goals

We present ACACIA, an agent-based program implemented in Java StarLogo 2.0 that simulates a two-dimensional microworld populated by agents, obstacles and goals. Our program simulates how agents can reach long-term goals by following sensorial-motor couplings (SMCs) that control how the agents interact with their environment and other agents through a process of local categorization. Thus, while acting in accordance with this set of SMCs, the agents reach their goals through the emergence of global behaviors. This agent-based simulation program would allow us to understand some psychological processes such as planning behavior from the point of view that the complexity of these processes is the result of agent-environment interaction.

Disentangling the formation of contrasting tree line physiognomies combining model selection and Bayesian parameterization for simulation models.

Alpine tree-line ecotones are characterized by marked changes at small spatial scales that may result in a variety of physiognomies. A set of alternative individual-based models was tested with data from four contrasting Pinus uncinata ecotones in the central Spanish Pyrenees to reveal the minimal subset of processes required for tree-line formation. A Bayesian approach combined with Markov chain Monte Carlo methods was employed to obtain the posterior distribution of model parameters, allowing the use of model selection procedures. The main features of real tree lines emerged only in models considering nonlinear responses in individual rates of growth or mortality with respect to the altitudinal gradient. Variation in tree-line physiognomy reflected mainly changes in the relative importance of these nonlinear responses, while other processes, such as dispersal limitation and facilitation, played a secondary role. Different nonlinear responses also determined the presence or absence of krummholz, in agreement with recent findings highlighting a different response of diffuse and abrupt or krummholz tree lines to climate change. The method presented here can be widely applied in individual-based simulation models and will turn model selection and evaluation in this type of models into a more transparent, effective, and efficient exercise.

Impact of quality improvement tools on the performance of firms using different quality management systems

This study compares the impact of quality management tools on the performance of organisations utilising the ISO 9001:2000 standard as a basis for a quality-management system band those utilising the EFQM model for this purpose. A survey is conducted among 107 experienced and independent quality-management assessors. The study finds that organisations with qualitymanagement systems based on the ISO 9001:2000 standard tend to use general-purpose qualitative tools, and that these do have a relatively positive impact on their general performance. In contrast, organisations adopting the EFQM model tend to use more specialised quantitative tools, which produce significant improvements in specific aspects of their performance. The findings of the study will enable organisations to choose the most effective quality-improvement tools for their particular quality strategy

Plataforma per a la simulació de xarxes de sensors

Aquest projecte descriu una plataforma de simulació per a xarxes de sensors des de la perspectiva dels sistemes multi-agents. La plataforma s'ha dissenyat per facilitar la simulació de diferents aplicacions concretes de xarxes de sensors. A més, s'ha entregat com a artefacte del projecte IEA (Institucions Electròniques Autònomes, TIN2006-15662-C02-0) de l'IIIACSIC. Dins l'entorn de l'IEA, aquesta és l'eina que aporta les capacitats de simulació per donar suport al disseny d'algorismes adaptatius per a xarxes de sensors.

Disseny i optimització metològica de sistemes telemàtics interactius per a la millora de la docència universitària : l'entorn BSCW i nous recursos docents

Aquest projecte de dos anys de durada, ha tingut com a objectius: el disseny i la creació de recursos multimèdia, així com, l’optimització de metodologies d'aplicació de sistemes telemàtics interactius per a la millora de la docència universitària. Com a entorn telemàtic s’ha utilitzat la plataforma de treball cooperatiu BSCW (Basic Support for Cooperative Work). S'ha dissenyat i produït un recurs multimèdia enfocat a l'alumnat de l'assignatura troncal Ciències naturals i la seva didàctica de la diplomatura de Mestre d'Educació Primària, que porta per títol 'Alimentació i nutrició humanes i la seva didàctica’ i es pot consultar a: http://www.ub.edu/didactica_ciencies/mqd06/. Aquest material està format per dues unitats: a) Alimentació i nutrició; b) L'ensenyament-aprenentatge de la digestió humana des d'una perspectiva constructivista. Les unitats s'han orientat a la millora de la formació inicial dels futurs mestres i tenen un enfocament de clar caire constructivista, amb exercicis interactius de detecció de concepcions alternatives, així com organitzadors previs, posteriors nodes expositius i d'obtenció d'informació, exercicis interactius destinats al canvi conceptual i una interactivitat d'avaluació final amb un cert caràcter sumatiu. Cada unitat es tanca amb un mapa conceptual dels continguts tractats. La metodologia emprada en la seva elaboració és una evolució de la que l'equip de la Universitat Pompeu Fabra va encetar en la web ‘Aracné. Ciència en xarxa’: http://www.edu365.com/aulanet/aracne/ (usuari i contrasenya: guest100), i va perfeccionar a 'Idees i vincles en el segle XX. La ciència': http://www.xtec.es/aulanet/seglexx/ (cal permetre que s'obrin finestres emergents), en ambdós casos hi ha col·laborat professorat del nostre grup d'innovació docent de la UB.

Estudis estructurals dels canvis conformacionals de les E3 ubiquitin lligases per RMN

L'estudi a nivell molecular de la ruta de senyalització activada per TGF-B té un impacte notable en el panorama actual donada la seva implicació en processos autoimmunitaris i carcinogènics. D'altra banda, l'elucidació a nivell estructural dels mecanismes moleculars que permeten a les ubiquitin lligases de tipus E3 marcar específicament llurs dianes per a la degradació proteosòmica - entre d'altres - resulta fonamental donada la seva importància pel que fa al control sobre el turnover proteic a nivell intracel•lular. En aquest projecte es pretén elucidar els mecanismes d'activació i catlàlisi de les ubiquitin lligases E3 tipus HECT Smurf1 i Nedd4L al mateix temps que se n'estudia la implicació en la regulació dels agents missatgers de la ruta del TGF-B. Així, la tasca es divideix en tres sub-projectes els quals se centren en a) l'estudi de la interacció d'aquestes lligases amb llurs dianes; b) l'elucidació del mecanisme d'activació i c) del de catàlisi d'aquests enzims. Per tal d'assolir aquests objectius ens servim principalment dels avantatges que ens aporta la Ressonància Magnètica Nuclear i altres tècniques biofísiques, principalment la ITC. Durant el temps que he gaudit de la beca FI, m'he centrat principalment en la preparació de pèptids per SPPS, llur purificació per HPLC i caracterització per MS i RMN. Aquests pèptids representen diferents patrons de fosforilació de certes dianes de les lligases esmentades, de manera que han estat emprats per a l'estudi d'interaccions proteïna-proteïna per ITC i RMN. M'he iniciat doncs en l'ús d'aquestes tècniques. D'altra banda, també he preparat mostres protèiques mitjançant l'ús de sistemes d'expressió bacterians basats en E.coli, incloent l'amplificació i clonació del gen que codifica per la proteïna d'interés així com la seva expressió, purificació i caracterització per MS i RMN.

Acceleració d'operacions SQL en GPU

L'objectiu principal d'aquest projecte és avaluar la tecnologia GPU per determinar si pot ser útil en el sector de les bases de dades. En concret s'utilitza el problema específic de les consultes analítiques amb la finalitat de intentar obtenir un temps de resposta més ràpid. Per aconseguir-ho s'executa el benchmark estàndard TCP-H per poder realitzar la comparació entre tres sistemes de gestió de bases de dades CPU amb un altre implementat per GPU.

ServEngine : Framework pel desenvolupament de serveis en línia

En aquest projecte es desenvoluparà ServEngine, un framework per al desenvolupament de serveis de portals, comunitats virtuals i sistemes de comerç electrònic basat en el patró MVC i, com s'elegirà més endavant després d'un procés d'anàlisi i comparació, utilitzant Struts com a base de desenvolupament.