15 resultados para Android GoogleAppEngine MachineLearning

em Doria (National Library of Finland DSpace Services) - National Library of Finland, Finland


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Tässä työssä esiteltiin Android laitteisto- ja sovellusalustana sekä kuvattiin, kuinka Android-pelisovelluksen käyttöliittymä voidaan pitää yhtenäisenä eri näyttölaitteilla skaalauskertoimien ja ankkuroinnin avulla. Toisena osiona työtä käsiteltiin yksinkertaisia tapoja, joilla pelisovelluksien suorituskykyä voidaan parantaa. Näistä tarkempiin mittauksiin valittiin matalatarkkuuksinen piirtopuskuri ja näkymättömissä olevien kappaleiden piilotus. Mittauksissa valitut menetelmät vaikuttivat demosovelluksen suorituskykyyn huomattavasti. Tässä työssä rajauduttiin Android-ohjelmointiin Java-kielellä ilman ulkoisia kirjastoja, jolloin työn tuloksia voi helposti hyödyntää mahdollisimman monessa eri käyttökohteessa.

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Diplomityössä tutkitaan mobiilisovellusten keskitettyjä jakelukanavia. Nämä uudet jakelukanavat ovat mahdollistaneet sovellusten uuden tyylisen ja helpon jakelun. Työssä tutkitaan itsenäisen kehittäjän näkökulmasta sovelluksen kehitystä Android-, iOS- ja Windows Phone -ohjelmistoalustoilla, ja sen julkaisua App Storessa, Google Playssa ja Windows Phone Marketplacella. Tavoitteena on tutkia huomataanko esimerkkisovelluksen kehityksessä ja julkaisussa merkittäviä eroja jakelukanavien välillä. Prosesseissa havaittiin eroja, mutta ei kuitenkaan niin merkittäviä, että jokin jakelukanava voitaisiin nostaa selkeästi toisten edelle helpompana tai rajoitteista vapaampana vaihtoehtona.

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Open data refers to publishing data on the web in machine-readable formats for public access. Using open data, innovative applications can be developed to facilitate people‟s lives. In this thesis, based on the open data cases (discussed in the literature review), Open Data Lappeenranta is suggested, which publishes open data related to opening hours of shops and stores in Lappeenranta City. To prove the possibility of creating Open Data Lappeenranta, the implementation of an open data system is presented in this thesis, which publishes specific data related to shops and stores (including their opening hours) on the web in standard format (JSON). The published open data is used to develop web and mobile applications to demonstrate the benefits of open data in practice. Also, the open data system provides manual and automatic interfaces which make it possible for shops and stores to maintain their own data in the system. Finally in this thesis, the completed version of Open Data Lappeenranta is proposed, which publishes open data related to other fields and businesses in Lappeenranta beyond only stores‟ data.

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Älytelevisiomarkkinat ovat nykyisellään pirstaloituneet eri valmistajien kehittäessä omia älytelevisioalustoitaan, mikä tekee sovelluskehittämisestä erittäin työlästä, kun kehitystyö pitää tehdä jokaiselle alustalle erikseen. LG:n ja Philipsin perustama Smart TV Alliance pyrkii yksinkertaistamaan sovelluskehittäjien työtä, samalla houkutellen lisää kehittäjiä alalle. Työssä tutustutaan tuotealustoihin, avoimeen ja suljettuun innovaatioon, sekä alliansseihin. Lisäksi perehdytään älytelevisioihin sekä tietenkin itse Smart TV Allianceen. Lisäksi tarkastellaan nykyistä markkina-asetelmaa ja arvioidaan yksittäisten toimijoiden tilannetta ja mahdollisia toimenpiteitä. Työn painopiste on fyysisen laitevalmistajan ja käyttöjärjestelmän kehittäjän/ylläpitäjän näkökulmasta. Työn kannalta tärkeässä roolissa ovat ohjelmistopohjaiset tuotealustat. Eritoten työssä käsitellään älytelevisioiden ohjelmistoa tuotealustana, mutta hyvä vaihtoehtoinen ja eritoten monille käytännönläheisempi esimerkki on tietokoneen käyttöjärjestelmä, kuten Microsoft Windows tai useat Linux-pohjaiset käyttöjärjestelmät. Keskeisenä ominaisuutena näissä kaikissa on, että itse käyttöjärjestelmä toimii yhteisenä pohjana, jonka päälle voidaan rakentaa muuta toiminnallisuutta, kuten pelejä ja toimistosovelluksia.

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Tässä kandidaatintyössä esitellään mobiilimarkkoiden pirstaloitumisongelma, ja se millaisia haasteita kehittäjät voivat kokea kehittäessään sovelluksia, jotka tukevat useampia mobiilialustoja. Lisäksi työssä esitellään erilaisia mobiilisovelluksissa käytettäviä monetisaatiomalleja. Työssä tarkastellaan myös monialustakehitystyökalujen ja HTML5-tekniikan soveltuvuutta mobiilialustojen kehityshaasteiden ratkaisemiseen. Työn lopuksi toteutetaan ja julkaistaan käytännön pelisovellus monialustatyökalulla eri alustoja tukien. Tämän demosovelluksen avulla perehdytään julkaisuprosesseihin käytännössä, tuoden esille eri alustojen asettamia vaatimuksia kehittäjälle.

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Battery consumption in mobile applications development is a very important aspect and has to be considered by all the developers in their applications. This study will present an analysis of different relevant concepts and parameters that may have impact on energy consumption of Windows Phone applications. This operating system was chosen because there is limited research even though there are related studies for Android an iOS operating systems. Furthermore, another reason is the increasing number of Windows Phone users. The objective of this research is to categorise the energy consumption parameters (e.g. use of one thread or several thread for the same output). The result for each group of experiment will be analyzed and a rule will be derived. The set of derived rules will serve as a guide for developers who intend to develop energy efficient Windows Phone applications. For each experiment, one application is created for each concept and the results are presented in two ways: a table and a chart. The table presents the duration of the experiment, the battery consumed by the experiment, the expected battery lifetime and the energy consumption, while the charts display the energy distribution based on the main threads: UI thread, application thread and network thread.

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With the new age of Internet of Things (IoT), object of everyday such as mobile smart devices start to be equipped with cheap sensors and low energy wireless communication capability. Nowadays mobile smart devices (phones, tablets) have become an ubiquitous device with everyone having access to at least one device. There is an opportunity to build innovative applications and services by exploiting these devices’ untapped rechargeable energy, sensing and processing capabilities. In this thesis, we propose, develop, implement and evaluate LoadIoT a peer-to-peer load balancing scheme that can distribute tasks among plethora of mobile smart devices in the IoT world. We develop and demonstrate an android-based proof of concept load-balancing application. We also present a model of the system which is used to validate the efficiency of the load balancing approach under varying application scenarios. Load balancing concepts can be apply to IoT scenario linked to smart devices. It is able to reduce the traffic send to the Cloud and the energy consumption of the devices. The data acquired from the experimental outcomes enable us to determine the feasibility and cost-effectiveness of a load balanced P2P smart phone-based applications.

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The power is still today an issue in wearable computing applications. The aim of the present paper is to raise awareness of the power consumption of wearable computing devices in specific scenarios to be able in the future to design energy efficient wireless sensors for context recognition in wearable computing applications. The approach is based on a hardware study. The objective of this paper is to analyze and compare the total power consumption of three representative wearable computing devices in realistic scenarios such as Display, Speaker, Camera and microphone, Transfer by Wi-Fi, Monitoring outdoor physical activity and Pedometer. A scenario based energy model is also developed. The Samsung Galaxy Nexus I9250 smartphone, the Vuzix M100 Smart Glasses and the SimValley Smartwatch AW-420.RX are the three devices representative of their form factors. The power consumption is measured using PowerTutor, an android energy profiler application with logging option and using unknown parameters so it is adjusted with the USB meter. The result shows that the screen size is the main parameter influencing the power consumption. The power consumption for an identical scenario varies depending on the wearable devices meaning that others components, parameters or processes might impact on the power consumption and further study is needed to explain these variations. This paper also shows that different inputs (touchscreen is more efficient than buttons controls) and outputs (speaker sensor is more efficient than display sensor) impact the energy consumption in different way. This paper gives recommendations to reduce the energy consumption in healthcare wearable computing application using the energy model.

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Työn tavoitteena on poistaa tulostettujen lentoratataulukoiden ja laskukoneen tarve pitkän matkan ammunnassa, sekä myös parantaa osumapisteen arvioinnin tarkkuutta ja nopeutta. Tavoite saavutetaan mobiililaitteelle kehitettävällä ulkoballistiikkasovelluk-sella, joka mallintaa luotien lentoratoja Arthur J. Pejsan kaavojen avulla. Työ tutkii sovelluksen käytön etuja sekä verifioi tulokset käytännön testein ja vertaamalla kilpaileviin hyväksihavaittuihin sovelluksiin.

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Mobile malwares are increasing with the growing number of Mobile users. Mobile malwares can perform several operations which lead to cybersecurity threats such as, stealing financial or personal information, installing malicious applications, sending premium SMS, creating backdoors, keylogging and crypto-ransomware attacks. Knowing the fact that there are many illegitimate Applications available on the App stores, most of the mobile users remain careless about the security of their Mobile devices and become the potential victim of these threats. Previous studies have shown that not every antivirus is capable of detecting all the threats; due to the fact that Mobile malwares use advance techniques to avoid detection. A Network-based IDS at the operator side will bring an extra layer of security to the subscribers and can detect many advanced threats by analyzing their traffic patterns. Machine Learning(ML) will provide the ability to these systems to detect unknown threats for which signatures are not yet known. This research is focused on the evaluation of Machine Learning classifiers in Network-based Intrusion detection systems for Mobile Networks. In this study, different techniques of Network-based intrusion detection with their advantages, disadvantages and state of the art in Hybrid solutions are discussed. Finally, a ML based NIDS is proposed which will work as a subsystem, to Network-based IDS deployed by Mobile Operators, that can help in detecting unknown threats and reducing false positives. In this research, several ML classifiers were implemented and evaluated. This study is focused on Android-based malwares, as Android is the most popular OS among users, hence most targeted by cyber criminals. Supervised ML algorithms based classifiers were built using the dataset which contained the labeled instances of relevant features. These features were extracted from the traffic generated by samples of several malware families and benign applications. These classifiers were able to detect malicious traffic patterns with the TPR upto 99.6% during Cross-validation test. Also, several experiments were conducted to detect unknown malware traffic and to detect false positives. These classifiers were able to detect unknown threats with the Accuracy of 97.5%. These classifiers could be integrated with current NIDS', which use signatures, statistical or knowledge-based techniques to detect malicious traffic. Technique to integrate the output from ML classifier with traditional NIDS is discussed and proposed for future work.

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Tämä lopputyö esittelee Diter Oy:n toimeksiannosta läpiviedyn projektin, jonka tarkoituksena oli luoda langaton etäluettava ja -ohjattava kiihtyvyyden mittaukseen perustuva iskuvoimanmittausjärjestelmän prototyyppi. Projektin tarkoitus ei ollut luoda viimeisteltyä mittausjärjestelmää, vaan selvittää onko tällaista järjestelmää ylipäätään mahdollista toteuttaa järkevästi. Mittajärjestelmän idean taustalla oli vahvasti Internet-of-Things (IoT) -konsepti, minkä seurauksena hallinta ja seuraaminen toteutettiin esitettyjen vaatimusten mukaan Android-pohjaiselle mobiililaitteelle. Langaton tiedonsiirto toteutettiin Bluetoothyhteydellä, jonka välityksellä mobiililaitteelle toteutetun sovelluksen avulla pystytään ohjaamaan Bluetooth-moduulin kytkettyä mikrokontrolleria. Mikrokontrolleri lukee AD-muuntimeen kytkettyä analogista kiihtyvyysanturia, jota käytetään tallentamaan kappaleeseen kohdistuvien voimien aiheuttama kiihtyvyys. Toimeksiantoon kuului koko laitteisto- ja ohjelmistoarkkitehtuurin suunnittelu ja toteutus alusta alkaen. Järjestelmän lisäksi projektiin kuului verifiointitestausten suunnitellu ja toteutus, jotka ovat myös kuvattuna tässä työssä. Tärkeänä osana verifiointia olivat kiihtyvyysanturin kalibroinnin tarkastaminen sekä kalibrointimenetelmän toteutus. Verifiointitestauksissa käytettiin servo-ohjattua sähkömoottoria luomaan ympyräliike, josta voitiin vertaamalla kierrostaajuutta ja kiihtyvyysarvoja toisiinsa todentaa kiihtyvyysanturin kalibrointi. Lisäksi rakennettiin Newtonin kehtoon perustuva testipenkki, jonka avulla pyrittiin selvittämään järjestelmän mahdollista iskuvoimanmittauskykyä. Vaikka suoritettujen testausten tulokset olivat aluksi lupaavia, eivät ne lopulta olleet yksiselitteiset. Tämän seurauksena työ ei pystynyt sille kohdennettujen resurssien puittessa ottamaan kantaa annettuun tutkimuskysymykseen. Tulokset kuitenkin osoittivat, mitä on otettava huomioon jatkosuunnittelussa ja verifiointitestausten kehittämisessä.

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Augmented Reality (AR) is currently gaining popularity in multiple different fields. However, the technology for AR still requires development in both hardware and software when considering industrial use. In order to create immersive AR applications, more accurate pose estimation techniques to define virtual camera location are required. The algorithms for pose estimation often require a lot of processing power, which makes robust pose estimation a difficult task when using mobile devices or designated AR tools. The difficulties are even larger in outdoor scenarios where the environment can vary a lot and is often unprepared for AR. This thesis aims to research different possibilities for creating AR applications for outdoor environments. Both hardware and software solutions are considered, but the focus is more on software. The majority of the thesis focuses on different visual pose estimation and tracking techniques for natural features. During the thesis, multiple different solutions were tested for outdoor AR. One commercial AR SDK was tested, and three different custom software solutions were developed for an Android tablet. The custom software solutions were an algorithm for combining data from magnetometer and a gyroscope, a natural feature tracker and a tracker based on panorama images. The tracker based on panorama images was implemented based on an existing scientific publication, and the presented tracker was further developed by integrating it to Unity 3D and adding a possibility for augmenting content. This thesis concludes that AR is very close to becoming a usable tool for professional use. The commercial solutions currently available are not yet ready for creating tools for professional use, but especially for different visualization tasks some custom solutions are capable of achieving a required robustness. The panorama tracker implemented in this thesis seems like a promising tool for robust pose estimation in unprepared outdoor environments.

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Food safety has always been a social issue that draws great public attention. With the rapid development of wireless communication technologies and intelligent devices, more and more Internet of Things (IoT) systems are applied in the food safety tracking field. However, connection between things and information system is usually established by pre-storing information of things into RFID Tag, which is inapplicable for on-field food safety detection. Therefore, considering pesticide residue is one of the severe threaten to food safety, a new portable, high-sensitivity, low-power, on-field organophosphorus (OP) compounds detection system is proposed in this thesis to realize the on-field food safety detection. The system is designed based on optical detection method by using a customized photo-detection sensor. A Micro Controller Unit (MCU) and a Bluetooth Low Energy (BLE) module are used to quantize and transmit detection result. An Android Application (APP) is also developed for the system to processing and display detection result as well as control the detection process. Besides, a quartzose sample container and black system box are also designed and made for the system demonstration. Several optimizations are made in wireless communication, circuit layout, Android APP and industrial design to realize the mobility, low power and intelligence.

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With the rapid development of Internet technologies, video and audio processing are among the most important parts due to the constant requirements of high quality media contents. Along with the improvement of network environment and the hardware equipment, this demand is becoming more and more imperious, people prefer high quality videos and audios as well as the net streaming media resources. FFmpeg is a set of open source program about the A/V decoding. Many commercial players use FFmpeg as their displaying cores. This paper designed a simple and easy-to-use video player based on FFmpeg. The first part is about the basic theories and related knowledge of video displaying, including some concepts like data formats, streaming media data, video coding and decoding. In a word, the realization of the video player depend on the a set of video decoding process. The general idea about the process is to get the video packets from the Internet, to read the related protocols and de-encapsulate the protocols, to de-encapsulate the packaging data and to get encoded formats data, to decode them to pixel data that can be displayed directly through graphics cards. During the coding and decoding process, there could be different degrees of data losing, which is called lossy compression, but it usually does not influence the quality of user experiences. The second part is about the principle of the FFmpeg decoding process, that is one of the key point of the paper. In this project, FFmpeg is used for the main decoding task, by call some main functions and structures from FFmpeg class libraries, packaging video formats could be transfer to pixel data, after getting the pixel data, SDL is used for the displaying process. The third part is about the SDL displaying flow. Similarly, it would invoke some important displaying functions from SDL class libraries to realize the function, though SDL is able to do not only displaying task, but also many other game playing process. After that, a independent video displayer is completed, it is provided with all the key function of a player. The fourth part make a simple users interface for the player based on the MFC program, it enable the player could be used by most people. At last, in consideration of the mobile Internet’s blossom, people nowadays can hardly ever drop their mobile phones, there is a brief introduction about how to transplant the video player to Android platform which is one of the most used mobile systems.

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The increasing dependency of everyday life on mobile devices also increases the number and complexity of computing tasks to be supported by these devices. However, the inherent requirement of mobility restricts them from being resources rich both in terms of energy (battery capacity) and other computing resources such as processing capacity, memory and other resources. This thesis looks into cyber foraging technique of offloading computing tasks. Various experiments on android mobile devices are carried out to evaluate offloading benefits in terms of sustainability advantage, prolonging battery life and augmenting the performance of mobile devices. This thesis considers two scenarios of cyber foraging namely opportunistic offloading and competitive offloading. These results show that the offloading scenarios are important for both green computing and resource augmentation of mobile devices. A significant advantage in battery life gain and performance enhancement is obtained. Moreover, cyber foraging is proved to be efficient in minimizing energy consumption per computing tasks. The work is based on scavenger cyber foraging system. In addition, the work can be used as a basis for studying cyber foraging and other similar approaches such as mobile cloud/edge computing for internet of things devices and improving the user experiences of applications by minimizing latencies through the use of potential nearby surrogates.