46 resultados para Reinforcement Learning,resource-constrained devices,iOS devices,on-device machine learning
em Doria (National Library of Finland DSpace Services) - National Library of Finland, Finland
Resumo:
The aim of this study was to analyse mothers’ working time patterns across 22 European countries. The focus was on three questions: how much mothers prefer to work, how much they actually work, and to what degree their preferred and actual working times are (in)consistent with each other. The focus was on cross-national differences in mothers’ working time patterns, comparison of mothers’ working times to that of childless women and fathers, as well as on individual- and country-level factors that explain the variation between them. In the theoretical background, the departure point was an integrative theoretical approach where the assumption is that there are various kinds of explanations for the differences in mothers’ working time patterns – namely structural, cultural and institutional – , and that these factors are laid in two levels: individual- and country-levels. Data were extracted from the European Social Survey (ESS) 2010 / 2011. The results showed that mothers’ working time patterns, both preferred and actual working times, varied across European countries. Four clusters were formed to illustrate the differences. In the full-time pattern, full-time work was the most important form of work, leaving all other working time forms marginal. The full-time pattern was perceived in terms of preferred working times in Bulgaria and Portugal. In polarised pattern countries, fulltime work was also important, but it was accompanied by a large share of mothers not working at all. In the case of preferred working times, many Eastern and Southern European countries followed it whereas in terms of actual working times it included all Eastern and Southern European countries as well as Finland. The combination pattern was characterised by the importance of long part-time hours and full-time work. It was the preferred working time pattern in the Nordic countries, France, Slovenia, and Spain, but Belgium, Denmark, France, Norway, and Sweden followed it in terms of actual working times. The fourth cluster that described mothers’ working times was called the part-time pattern, and it was illustrated by the prevalence of short and long part-time work. In the case of preferred working times, it was followed in Belgium, Germany, Ireland, the Netherlands and Switzerland. Besides Belgium, the part-time pattern was followed in the same countries in terms of actual working times. The consistency between preferred and actual working times was rather strong in a majority of countries. However, six countries fell under different working time patterns when preferred and actual working times were compared. Comparison of working mothers’, childless women’s, and fathers’ working times showed that differences between these groups were surprisingly small. It was only in part-time pattern countries that working mothers worked significantly shorter hours than working childless women and fathers. Results therefore revealed that when mothers’ working times are under study, an important question regarding the population examined is whether it consists of all mothers or only working mothers. Results moreover supported the use of the integrative theoretical approach when studying mothers’ working time patterns. Results indicate that mothers’ working time patterns in all countries are shaped by various opportunities and constraints, which are comprised of structural, cultural, institutional, and individual-level factors.
Resumo:
Internet of Things (IoT) technologies are developing rapidly, and therefore there exist several standards of interconnection protocols and platforms. The existence of heterogeneous protocols and platforms has become a critical challenge for IoT system developers. To mitigate this challenge, few alliances and organizations have taken the initiative to build a framework that helps to integrate application silos. Some of these frameworks focus only on a specific domain like home automation. However, the resource constraints in the large proportion of connected devices make it difficult to build an interoperable system using such frameworks. Therefore, a general purpose, lightweight interoperability framework that can be used for a range of devices is required. To tackle the heterogeneous nature, this work introduces an embedded, distributed and lightweight service bus, Lightweight IoT Service bus Architecture (LISA), which fits inside the network stack of a small real-time operating system for constrained nodes. LISA provides a uniform application programming interface for an IoT system on a range of devices with variable resource constraints. It hides platform and protocol variations underneath it, thus facilitating interoperability in IoT implementations. LISA is inspired by the Network on Terminal Architecture, a service centric open architecture by Nokia Research Center. Unlike many other interoperability frameworks, LISA is designed specifically for resource constrained nodes and it provides essential features of a service bus for easy service oriented architecture implementation. The presented architecture utilizes an intermediate computing layer, a Fog layer, between the small nodes and the cloud, thereby facilitating the federation of constrained nodes into subnetworks. As a result of a modular and distributed design, the part of LISA running in the Fog layer handles the heavy lifting to assist the lightweight portion of LISA inside the resource constrained nodes. Furthermore, LISA introduces a new networking paradigm, Node Centric Networking, to route messages across protocol boundaries to facilitate interoperability. This thesis presents a concept implementation of the architecture and creates a foundation for future extension towards a comprehensive interoperability framework for IoT.
Resumo:
IoT consists of essentially thousands of tiny sensor nodes interconnected to the internet, each one of which executes the programmed functions under memory and power limita- tions. The sensor nodes are distributed mainly for gathering data in various situations. IoT envisions the future technologies such as e-health, smart city, auto-mobiles automa- tion, construction sites automation, and smart home. Secure communication of data under memory and energy constraints is major challenge in IoT. Authentication is the first and important phase of secure communication. This study presents a protocol to authenticate resource constraint devices in physical proximity by solely using the shared wireless communication interfaces. This model of authentication only relies on the abundance of ambient radio signals to authenticate in less than a second. To evaluate the designed protocol, SkyMotes are emulated in a network environment simulated by Contiki/COOJA. Results presented during this study proves that this approach is immune against passive and active attacks. An adversary located as near as two meters can be identified in less than a second with minimal expense of energy. Since, only radio device is used as required hardware for the authentication, this technique is scalable and interoperable to heterogeneous nature of IoT.
Resumo:
Pääosa matkapuhelinjärjestelmien liikenteestä on toistaiseksi puhetta. Dataliikenteen osuus on kuitenkin jatkuvasti kasvamassa uusien tekniikoiden myötävaikutuksella. Langattoman dataliikenteen kehittämiselle tuo myös lisäpainetta internetin nopeasti yleistynyt käyttö. Eräs lupaavimmista sovellusalueista on konekommunikaatio, M2M, minkä läpilyöntiä on ennustettu jo vuosia. Viime vuosina markkinoille tulleet M2M-laitteet tarjoavat aiemmista laitteista poiketen myös mahdollisuuden sovellusten suorittamiseen itse laitteessa ja niiden päivittämisen langattomasti. Työssä vertaillaan kolmea markkinoilla olevaa konekommunikaatioon soveltuvaa laitetta ja tarkastellaan niiden ominaisuuksia ja sovellusten päivitettävyyttä GPRS-verkkoa käyttäen. Tarkastelussa havaitaan, että teleoperaattoreiden asettamat rajoitukset ja käytössä olevat päivitysmenetelmät aiheuttavat tiettyjä ongelmia päivitysten käytettävyydelle. Työn tuloksena kehitettiin hallintasovellusohjelmisto, mikä mahdollisti etäällä sijaitsevien M2M-laitteiden sovellusten päivittämisen helppokäyttöisen käyttöliittymän avulla. Hallintasovellusta käyttäen useita, maantieteellisesti hajallaan olevia laitteita oli mahdollista päivittää samanaikaisesti automatisoidusti. Hallintasovellus osoittautui käyttökelpoiseksi työkaluksi M2Mlaitteiden sovellusten hallintaan jo, kun laitemäärä kasvoi muutamista kappaleista muutamaan kymmeneen.
Resumo:
Lähiverkkojen tehtävänä on toimia alustana useille eri tekniikoille ja palveluille. Verkossa liikkuu dataliikenteen lisäksi myös puhetta ja kuvaa. Lähiverkko mahdollistaa oheislaitteiden, kuten tiedostopalvelimien ja tulostimien, jakamisen ja käyttämisen koko lähiverkon alueelta. Organisaation lähiverkkoja voidaan yhdistää teleoperaattoreiden toimesta joten on vaikeaa enää määritellä lähiverkkoa tarkasti. Työssä on käyty läpi Ethernet-tekniikan peruselementit ja verkkotopologiat. Selvitystyö kattaa koko Ethernetin kehityshistorian jaetun media väylästä nykyaikaiseen täysin kytkentäiseen Ethernettiin asti sekä sen eri kaapelointimahdollisuudet. Verkoissa liikennöintiin ja valvontaan tarvittavien protokollien ja palveluiden toiminta on esitelty, samoin kuin tyypillisempien verkon aktiivilaitteiden toiminta. Verkon nykytilan kartoituksen kautta lopputuloksena esitetään uuden verkon fyysinen rakenne sekä verkon toiminnan kannalta keskeisimmät palvelut. Verkon fyysinen rakenne perustuu yleiskaapelointistandardiin EN 50173-1. Verkossa tapahtuvan ja verkkoon kohdistuvan opetuksen erityispiirteistä ja ongelmista esitetään ratkaisut niin teknisistä kuin tietoturvallisuuden näkökohdista . Kustannusarviossa keskitytään verkon komponenttien hintoihin ja tehdään vertailu kahden eri kytkimen hinnoista ja ominaisuuksista. Johtopäätöksissä pohditaan verkonsuunnittelun uusia suuntia SAN-verkkojen näkökulmasta.
Resumo:
Tämä diplomityö käsittelee sääntöpohjaisen verkkoon pääsyn hallinnan (NAC) ratkaisuja arkkitehtonisesta näkökulmasta. Työssä käydään läpi Trusted Computing Groupin, Microsoft Corporationin, Juniper Networksin sekä Cisco Systemsin NAC-ratkaisuja. NAC koostuu joukosta uusia sekä jo olemassa olevia teknologioita, jotka auttavat ennalta määriteltyyn sääntökantaan perustuen hallitsemaan suojattuun verkkoon pyrkivien laitteiden tietoliikenneyhteyksiä. Käyttäjän tunnistamisen lisäksi NAC pystyy rajoittamaan verkkoon pääsyä laitekohtaisten ominaisuuksien perusteella, esimerkiksi virustunnisteisiin ja käyttöjärjestelmäpäivityksiin liittyen ja paikkaamaan tietyin rajoituksin näissä esiintyviä puutteita verkkoon pääsyn sallimiseksi. NAC on verraten uusi käsite, jolta puuttuu tarkka määritelmä. Tästä johtuen nykymarkkinoilla myydään ominaisuuksiltaan puutteellisia tuotteita NAC-nimikkeellä. Standardointi eri valmistajien NAC-komponenttien yhteentoimivuuden takaamiseksi on meneillään, minkä perusteella ratkaisut voidaan jakaa joko avoimia standardeja tai valmistajakohtaisia standardeja noudattaviksi. Esitellyt NAC-ratkaisut noudattavat standardeja joko rajoitetusti tai eivät lainkaan. Mikään läpikäydyistä ratkaisuista ei ole täydellinen NAC, mutta Juniper Networksin ratkaisu nousee niistä potentiaalisimmaksi jatkokehityksen ja -tutkimuksen kohteeksi TietoEnator Processing & Networks Oy:lle. Eräs keskeinen ongelma NAC-konseptissa on työaseman tietoverkolle toimittama mahdollisesti valheellinen tietoturvatarkistuksen tulos, minkä perusteella pääsyä osittain hallitaan. Muun muassa tähän ongelmaan ratkaisuna voisi olla jo nykytietokoneista löytyvä TPM-siru, mikä takaa tiedon oikeellisuuden ja koskemattomuuden.
Resumo:
An improved defoamer dosage procedure and a more efficient dosing point to the approach system were studied in this thesis. Their influence on paper machine wet end operations was investigated. The improved defoamer dosing procedure was examined at UMP-Kymmene Tervasaari PM8. Air content and its controlling methods at the paper machine were studied in the literature survey. Also the influence of dissolved gases and entrained air in the papermaking furnish were introduced. Feeding methods – a TrumpJet chemical mixer and traditional feeding devices – were reviewed. The defoamer’s functioning methods were studied. The influence of the use of defoamers was estimated based on the main selected wet end operations. In the experimental part, defoamer mixing with a traditional feeding method and two improved mixing stages were compared based on the air content profiles in PM8’s approach system. The reference dosage procedure was PM8’s old dosing system. The first dosage procedure in the comparison involved two TrumpJet chemical mixers installed on the bottom wire trays. The second element of comparison involved the improvement brought by a third TrumpJet chemical mixer installed on the top wire tray. This second comparison of the efficient defoamer feeding concept was made at a higher production speed of PM8. The air content control situation was also studied at the higher production speed. In addition the connection between the defoamer and air content was observed and a mill-scale system was studied. The economical benefits of the new dosing procedure were also reviewed. Air content profiles of short circulation were measured in the reference situation and the two comparison points of the study. These air content measurements proved the main gas load is introduced to PM8's paper furnish from the white water tray. Thick stock air content was not essential when the air volume flow was considered. The improved defoamer dosing procedure made lower dosage amounts possible. Compared with the traditional feeding system, the new defoamer feeding concept made only few direct improvements to the wet end operations and the produced paper itself. The lower defoamer need was noticed to have a positive influence on hydrophobic sizing and paper defects. The surfaces of the white water tanks and the operation of pumps were assessed based on the density variations of the suspension. The temperature in the white water silo was stated to have a significant influence on the air content measured in the first centrifugal cleaning stage.
Resumo:
The age-old adage goes that nothing in this world lasts but change, and this generation has indeed seen changes that are unprecedented. Business managers do not have the luxury of going with the flow: they have to plan ahead, to think strategies that will meet the changing conditions, however stormy the weather seems to be. This demand raises the question of whether there is something a manager or planner can do to circumvent the eye of the storm in the future? Intuitively, one can either run on the risk of something happening without preparing, or one can try to prepare oneself. Preparing by planning for each eventuality and contingency would be impractical and prohibitively expensive, so one needs to develop foreknowledge, or foresight past the horizon of the present and the immediate future. The research mission in this study is to support strategic technology management by designing an effective and efficient scenario method to induce foresight to practicing managers. The design science framework guides this study in developing and evaluating the IDEAS method. The IDEAS method is an electronically mediated scenario method that is specifically designed to be an effective and accessible. The design is based on the state-of-the-art in scenario planning, and the product is a technology-based artifact to solve the foresight problem. This study demonstrates the utility, quality and efficacy of the artifact through a multi-method empirical evaluation study, first by experimental testing and secondly through two case studies. The construction of the artifact is rigorously documented as justification knowledge as well as the principles of form and function on the general level, and later through the description and evaluation of instantiations. This design contributes both to practice and foundation of the design. The IDEAS method contributes to the state-of-the-art in scenario planning by offering a light-weight and intuitive scenario method for resource constrained applications. Additionally, the study contributes to the foundations and methods of design by forging a clear design science framework which is followed rigorously. To summarize, the IDEAS method is offered for strategic technology management, with a confident belief that it will enable gaining foresight and aid the users to choose trajectories past the gales of creative destruction and off to a brighter future.
Resumo:
This thesis studies the use of heuristic algorithms in a number of combinatorial problems that occur in various resource constrained environments. Such problems occur, for example, in manufacturing, where a restricted number of resources (tools, machines, feeder slots) are needed to perform some operations. Many of these problems turn out to be computationally intractable, and heuristic algorithms are used to provide efficient, yet sub-optimal solutions. The main goal of the present study is to build upon existing methods to create new heuristics that provide improved solutions for some of these problems. All of these problems occur in practice, and one of the motivations of our study was the request for improvements from industrial sources. We approach three different resource constrained problems. The first is the tool switching and loading problem, and occurs especially in the assembly of printed circuit boards. This problem has to be solved when an efficient, yet small primary storage is used to access resources (tools) from a less efficient (but unlimited) secondary storage area. We study various forms of the problem and provide improved heuristics for its solution. Second, the nozzle assignment problem is concerned with selecting a suitable set of vacuum nozzles for the arms of a robotic assembly machine. It turns out that this is a specialized formulation of the MINMAX resource allocation formulation of the apportionment problem and it can be solved efficiently and optimally. We construct an exact algorithm specialized for the nozzle selection and provide a proof of its optimality. Third, the problem of feeder assignment and component tape construction occurs when electronic components are inserted and certain component types cause tape movement delays that can significantly impact the efficiency of printed circuit board assembly. Here, careful selection of component slots in the feeder improves the tape movement speed. We provide a formal proof that this problem is of the same complexity as the turnpike problem (a well studied geometric optimization problem), and provide a heuristic algorithm for this problem.
Resumo:
Machine learning provides tools for automated construction of predictive models in data intensive areas of engineering and science. The family of regularized kernel methods have in the recent years become one of the mainstream approaches to machine learning, due to a number of advantages the methods share. The approach provides theoretically well-founded solutions to the problems of under- and overfitting, allows learning from structured data, and has been empirically demonstrated to yield high predictive performance on a wide range of application domains. Historically, the problems of classification and regression have gained the majority of attention in the field. In this thesis we focus on another type of learning problem, that of learning to rank. In learning to rank, the aim is from a set of past observations to learn a ranking function that can order new objects according to how well they match some underlying criterion of goodness. As an important special case of the setting, we can recover the bipartite ranking problem, corresponding to maximizing the area under the ROC curve (AUC) in binary classification. Ranking applications appear in a large variety of settings, examples encountered in this thesis include document retrieval in web search, recommender systems, information extraction and automated parsing of natural language. We consider the pairwise approach to learning to rank, where ranking models are learned by minimizing the expected probability of ranking any two randomly drawn test examples incorrectly. The development of computationally efficient kernel methods, based on this approach, has in the past proven to be challenging. Moreover, it is not clear what techniques for estimating the predictive performance of learned models are the most reliable in the ranking setting, and how the techniques can be implemented efficiently. The contributions of this thesis are as follows. First, we develop RankRLS, a computationally efficient kernel method for learning to rank, that is based on minimizing a regularized pairwise least-squares loss. In addition to training methods, we introduce a variety of algorithms for tasks such as model selection, multi-output learning, and cross-validation, based on computational shortcuts from matrix algebra. Second, we improve the fastest known training method for the linear version of the RankSVM algorithm, which is one of the most well established methods for learning to rank. Third, we study the combination of the empirical kernel map and reduced set approximation, which allows the large-scale training of kernel machines using linear solvers, and propose computationally efficient solutions to cross-validation when using the approach. Next, we explore the problem of reliable cross-validation when using AUC as a performance criterion, through an extensive simulation study. We demonstrate that the proposed leave-pair-out cross-validation approach leads to more reliable performance estimation than commonly used alternative approaches. Finally, we present a case study on applying machine learning to information extraction from biomedical literature, which combines several of the approaches considered in the thesis. The thesis is divided into two parts. Part I provides the background for the research work and summarizes the most central results, Part II consists of the five original research articles that are the main contribution of this thesis.
Resumo:
2000-luvulla paperikoneiden kustannuskilpailukykyä on parannettu jatkuvasti, mutta se ei ole ollut riittävää. Tarve muutoksiin havaitaan kilpailukyvyn puutteena vuosina 2007–2008. Eräänä hankkeena on paperikoneen suunnitteleminen ja valmistaminen kopiokonseptikoneena, jossa toimitusmoduulina on paperikone perälaatikolta rullaimelle. Moduulikonsepti on toimintatapa, jossa paperikone tuotteistetaan rakenneryhmien ja laitteiden osalta tietyn ominaisuuden mukaan koko paperikonelinjassa. Paperikone rakentuisi sovituista moduulipalikoista. Moduulikonseptitavassa paperikone suunnitellaan ja toteutetaan aina malliaineiston pohjalta kaikissa rakenneryhmissä. Työssä on tarkoitus vertailla kopiokonsepti- ja moduulikonseptimallia. Kaksi tutkimustyön pääkysymystä käsittelee ulkoista kilpailukykyä ja yrityksen sisäistä tehokkuutta valmistaa paperi- ja kartonkikoneita kopiokonsepti- tai moduulikonseptimallilla näkökulmana pitkäaikainen kilpailuetu. Tutkimustulokset selvitettiin Kamenskyn kehittämällä yrityksen strategisen arkkitehtuurin mallilla. Sisäiset ja ulkoiset toiminnot analysoitiin. Ulkoisen ja sisäisen analyysin pohjalta muodostettiin yhdistetty näkemys, synteesianalyysi, joka vastaa työn tavoitteisiin, kahteen pääkysymykseen sekä alakysymyksiin. Kopiokonsepti ei ole ratkaisu pitkäaikaiseen kilpailukykyyn, koska jokainen paperilaji ja konekoko tarvitsevat oman kopiomallinsa. Nykyiset henkilöresurssit eivät tule riittämään näihin koneisiin tarvittavien dokumenttien luomiseen ja ylläpitoon. Suunnittelun perustehtävä muuttuisi projektisuunnittelusta kopiomallien suunnitteluksi. Moduulikonseptilla saavutetaan kaikki ne edut, joita kopiokonseptilla on tavoiteltu, mukaan lukien nimikkeiden uudelleenkäyttö. Moduulikonseptilla voidaan toteuttaa kaikki nykyiset ja tulevat paperikoneet ja paperilajit. Vuosittain saatavissa oleva määrä on 1,5–2,5 kopiokonseptipaperikonetta. Moduulikonseptimallia on saatavissa sama määrä.
Resumo:
Mass-produced paper electronics (large area organic printed electronics on paper-based substrates, “throw-away electronics”) has the potential to introduce the use of flexible electronic applications in everyday life. While paper manufacturing and printing have a long history, they were not developed with electronic applications in mind. Modifications to paper substrates and printing processes are required in order to obtain working electronic devices. This should be done while maintaining the high throughput of conventional printing techniques and the low cost and recyclability of paper. An understanding of the interactions between the functional materials, the printing process and the substrate are required for successful manufacturing of advanced devices on paper. Based on the understanding, a recyclable, multilayer-coated paper-based substrate that combines adequate barrier and printability properties for printed electronics and sensor applications was developed in this work. In this multilayer structure, a thin top-coating consisting of mineral pigments is coated on top of a dispersion-coated barrier layer. The top-coating provides well-controlled sorption properties through controlled thickness and porosity, thus enabling optimizing the printability of functional materials. The penetration of ink solvents and functional materials stops at the barrier layer, which not only improves the performance of the functional material but also eliminates potential fiber swelling and de-bonding that can occur when the solvents are allowed to penetrate into the base paper. The multi-layer coated paper under consideration in the current work consists of a pre-coating and a smoothing layer on which the barrier layer is deposited. Coated fine paper may also be used directly as basepaper, ensuring a smooth base for the barrier layer. The top layer is thin and smooth consisting of mineral pigments such as kaolin, precipitated calcium carbonate, silica or blends of these. All the materials in the coating structure have been chosen in order to maintain the recyclability and sustainability of the substrate. The substrate can be coated in steps, sequentially layer by layer, which requires detailed understanding and tuning of the wetting properties and topography of the barrier layer versus the surface tension of the top-coating. A cost competitive method for industrial scale production is the curtain coating technique allowing extremely thin top-coatings to be applied simultaneously with a closed and sealed barrier layer. The understanding of the interactions between functional materials formulated and applied on paper as inks, makes it possible to create a paper-based substrate that can be used to manufacture printed electronics-based devices and sensors on paper. The multitude of functional materials and their complex interactions make it challenging to draw general conclusions in this topic area. Inevitably, the results become partially specific to the device chosen and the materials needed in its manufacturing. Based on the results, it is clear that for inks based on dissolved or small size functional materials, a barrier layer is beneficial and ensures the functionality of the printed material in a device. The required active barrier life time depends on the solvents or analytes used and their volatility. High aspect ratio mineral pigments, which create tortuous pathways and physical barriers within the barrier layer limit the penetration of solvents used in functional inks. The surface pore volume and pore size can be optimized for a given printing process and ink through a choice of pigment type and coating layer thickness. However, when manufacturing multilayer functional devices, such as transistors, which consist of several printed layers, compromises have to be made. E.g., while a thick and porous top-coating is preferable for printing of source and drain electrodes with a silver particle ink, a thinner and less absorbing surface is required to form a functional semiconducting layer. With the multilayer coating structure concept developed in this work, it was possible to make the paper substrate suitable for printed functionality. The possibility of printing functional devices, such as transistors, sensors and pixels in a roll-to-roll process on paper is demonstrated which may enable introducing paper for use in disposable “onetime use” or “throwaway” electronics and sensors, such as lab-on-strip devices for various analyses, consumer packages equipped with product quality sensors or remote tracking devices.
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Yli 140 miljoonaa ihmistä kärsii kroonisesta eteisvärinästä. Monilla ihmisillä on eteisvärinää, vaikkeivat siitä itse tiedä. Hoito on yksinkertainen, mutta hoidon piiriin eivät päädy kaikki yksinkertaisten seulontamenettelyjen tuloksena. Elektrokardiogrammi (EKG) sydämen toimintojen tunnistusmenetelmänä on tällä hetkellä yleisin vaihtoehto eteisvärinän seulontaan. EKG-laitteet ovat arvokkaita ja haasteellisia yksittäisen käyttäjän arkielämän kannalta. Vaihtoehtoinen sydämen monitorointimenetelmä on ballistokardiografinen (BKG) mittaus. EKG:n ja BKG:n ominaisia piirteitä käydään lävitse ja vertaillaan vahvuuksia sekä heikkouksia näiden kahden mittausmenetelmän välillä. BKG:ta on tutkittu jo pitkään, mutta mittaukseen soveltuvia tähän käyttökohteeseen varsinaisesti suunniteltuja laitteita ei ole paljoakaan tuotteistettu markkinoille asti. Työssä tutkitaan matkapuhelimen kiihtyvyysanturin soveltuvuutta BKG-mittauksen suorittamiseen. Tällä menetelmällä on mahdollista tuoda helposti sydänmonitori lähelle ihmisiä ja jokainen voi omalla matkapuhelimellaan tarkkailla sydämensä toimintaa. Diplomityössä selvitetään erilaisten markkinoilla olevien mobiililaitteiden soveltuvuutta kiihtyvyysanturitutkimukseen. Useampaa mallia koskevan selvitystyön tuloksena valitaan parhaiten toimiva vaihtoehto, jolla jatketaan tutkimusta suunnittelemalla mittausprosessi. Ensimmäisen vaiheen mittauksissa valitaan 20 perustervettä koehenkilöä tutkimukseen. Tutkimuksen tuloksena saadaan tutkimushypoteesin mukainen tulos ja sydämen lyönnit saadaan tunnistettua kaikilla koehenkilöillä. Ensimmäisen vaiheen aikana suoritetaan myös liikehäiriötutkimusta. Tässä suoritetaan yksinkertaiset käden, jalan ja pään liikkeiden vaikutuksen arvioinnit kiihtyvyysanturisignaaliin. Lisäksi selvitetään, miten puhuminen mittauksen aikana välittyy tutkimuslaitteeseen ja suoritetaan arvio siitä, miten tämä voidaan ottaa huomioon. Ensimmäisen vaiheen havaintojen perusteella jatkokehitetään mittausprosessia ja pyritään optimoimaan tätä, jotta laajempi otosjoukko on mahdollista saavuttaa mahdollisimman vähän aikaresursseja kuluttaen. Työssä valmistellaan laajemman, 1000 koehenkilöä sisältävän, toisen tutkimusvaiheen suoritusta. Diplomityön osana valmistellaan Varsinais-Suomen Sairaanhoitopiirin eettiselle toimikunnalle lausuntohakemus tutkimukselle. Hakemuksessa käsitellään laajasti tutkimuksen suorittamista eri osa-alueilla. Toisen vaiheen tuloksen noudattaessa tutkimushypoteesia, voidaan todeta matkapuhelimen kiihtyvyysanturin olevan soveluva menetelmä sydämen toiminnan tutkimiseen.
Resumo:
This thesis deals with a hardware accelerated Java virtual machine, named REALJava. The REALJava virtual machine is targeted for resource constrained embedded systems. The goal is to attain increased computational performance with reduced power consumption. While these objectives are often seen as trade-offs, in this context both of them can be attained simultaneously by using dedicated hardware. The target level of the computational performance of the REALJava virtual machine is initially set to be as fast as the currently available full custom ASIC Java processors. As a secondary goal all of the components of the virtual machine are designed so that the resulting system can be scaled to support multiple co-processor cores. The virtual machine is designed using the hardware/software co-design paradigm. The partitioning between the two domains is flexible, allowing customizations to the resulting system, for instance the floating point support can be omitted from the hardware in order to decrease the size of the co-processor core. The communication between the hardware and the software domains is encapsulated into modules. This allows the REALJava virtual machine to be easily integrated into any system, simply by redesigning the communication modules. Besides the virtual machine and the related co-processor architecture, several performance enhancing techniques are presented. These include techniques related to instruction folding, stack handling, method invocation, constant loading and control in time domain. The REALJava virtual machine is prototyped using three different FPGA platforms. The original pipeline structure is modified to suit the FPGA environment. The performance of the resulting Java virtual machine is evaluated against existing Java solutions in the embedded systems field. The results show that the goals are attained, both in terms of computational performance and power consumption. Especially the computational performance is evaluated thoroughly, and the results show that the REALJava is more than twice as fast as the fastest full custom ASIC Java processor. In addition to standard Java virtual machine benchmarks, several new Java applications are designed to both verify the results and broaden the spectrum of the tests.
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Tämän diplomityön tavoitteena oli selvittää ohutlevytuotteita valmistavan yrityksen tuotannonohjauksen nykytila ja kehitystä vaativat kohteet sekä laatia kehitysehdotuksia. Yrityksessävalmisteltiin samaan aikaan tutkimuksen aikana huomattavia tuotannonohjaukseen liittyviä kehitystoimia. Tutkimus käsitteli toiminnanohjaukseen sisältyviä aiheita, kuten tuotannonohjausta, tuotannon ohjattavuutta, varastoja ja organisaation kehittämistä. Tutkimustulokset osoittivat, että yrityksen on otettava käyttöön jatkuvan kehittämisen kulttuuri ja panostettava erityisesti suomalaiselle ohutlevyalalle tärkeisiin asioihin lukuisien