Adaptive learning in agents behaviour: a framework for electricity markets simulation

Electricity markets are complex environments with very particular characteristics. A critical issue regarding these specific characteristics concerns the constant changes they are subject to. This is a result of the electricity markets’ restructuring, which was performed so that the competitiveness could be increased, but it also had exponential implications in the increase of the complexity and unpredictability in those markets scope. The constant growth in markets unpredictability resulted in an amplified need for market intervenient entities in foreseeing market behaviour. The need for understanding the market mechanisms and how the involved players’ interaction affects the outcomes of the markets, contributed to the growth of usage of simulation tools. Multi-agent based software is particularly well fitted to analyze dynamic and adaptive systems with complex interactions among its constituents, such as electricity markets. This dissertation presents ALBidS – Adaptive Learning strategic Bidding System, a multiagent system created to provide decision support to market negotiating players. This system is integrated with the MASCEM electricity market simulator, so that its advantage in supporting a market player can be tested using cases based on real markets’ data. ALBidS considers several different methodologies based on very distinct approaches, to provide alternative suggestions of which are the best actions for the supported player to perform. The approach chosen as the players’ actual action is selected by the employment of reinforcement learning algorithms, which for each different situation, simulation circumstances and context, decides which proposed action is the one with higher possibility of achieving the most success. Some of the considered approaches are supported by a mechanism that creates profiles of competitor players. These profiles are built accordingly to their observed past actions and reactions when faced with specific situations, such as success and failure. The system’s context awareness and simulation circumstances analysis, both in terms of results performance and execution time adaptation, are complementary mechanisms, which endow ALBidS with further adaptation and learning capabilities.

Distribution system operation supported by contextual energy resource management based on intelligent SCADA

Future distribution systems will have to deal with an intensive penetration of distributed energy resources ensuring reliable and secure operation according to the smart grid paradigm. SCADA (Supervisory Control and Data Acquisition) is an essential infrastructure for this evolution. This paper proposes a new conceptual design of an intelligent SCADA with a decentralized, flexible, and intelligent approach, adaptive to the context (context awareness). This SCADA model is used to support the energy resource management undertaken by a distribution network operator (DNO). Resource management considers all the involved costs, power flows, and electricity prices, allowing the use of network reconfiguration and load curtailment. Locational Marginal Prices (LMP) are evaluated and used in specific situations to apply Demand Response (DR) programs on a global or a local basis. The paper includes a case study using a 114 bus distribution network and load demand based on real data.

Design and implementation of an autonomous, proactive, and reactive software infrastructure to help improving the management level of projects

Dissertação apresentada na Faculdade de Ciências e Tecnologia da Universidade Nova de Lisboa para obtenção do grau de Mestre em Engenharia Electrotécnica e de Computadores

Mining social individuals movements and friends based on mobile devices

Trabalho de Projeto realizado para obtenção do grau de Mestre em Engenharia Informática e de Computadores

A Communication and Resources Management Scheme to Support the Smart Grid Integration of Multiplayers Access to Resources Information

The increasing and intensive integration of distributed energy resources into distribution systems requires adequate methodologies to ensure a secure operation according to the smart grid paradigm. In this context, SCADA (Supervisory Control and Data Acquisition) systems are an essential infrastructure. This paper presents a conceptual design of a communication and resources management scheme based on an intelligent SCADA with a decentralized, flexible, and intelligent approach, adaptive to the context (context awareness). The methodology is used to support the energy resource management considering all the involved costs, power flows, and electricity prices leading to the network reconfiguration. The methodology also addresses the definition of the information access permissions of each player to each resource. The paper includes a 33-bus network used in a case study that considers an intensive use of distributed energy resources in five distinct implemented operation contexts.

A flexible navigation system for autonomous robots operating in heterogeneous environments

Dissertação para obtenção do Grau de Mestre em Engenharia Electrotécnica e de Computadores

Adapter module for self-learning production systems

Dissertação para obtenção do Grau de Mestre em Engenharia Electrotécnica, Sistemas e Computadores

Personalization platform for multimodal ubiquitous computing applications

Dissertação para obtenção do Grau de Mestre em Engenharia Informática

Kontekstitietoisen mobiilipelin suunnittelu ja toteutus

Kontekstitietoisuuden katsotaan voivan parantaa sovellusten ja palvelujen käytettävyyttä matkapuhelimissa. Kontekstitietoisuuden tekniikoita voidaan käyttää myös peleissä, joko siksi, että ne mahdollistavat uudenlaisia pelejä, tai siksi, että peleillä voidaan havainnollistaa ja testata eri tekniikoiden toimintaa. Diplomityössä esitellään prototyyppi monen pelaajan kontekstitietoisesta mobiilipelistä, jossa pelivälineinä käytetään kamerapuhelimella luettavia tavallisia viivakoodeja. Viivakoodit on yhdistetty palvelimella sijaitsevan pelimaailman kohteisiin, joiden omistuksesta pelaajat kilpailevat. Peliä on tarkoitus arvioida myöhemmin pelattavuuden ja idean kiinnostavuuden kannalta. Prototyypin toinen tehtävä on havainnollistaa Multi-User Publishing Environment (MUPE) -sovellusalustan tukea kontekstitietoisuudelle. Työ kuvaa pelin suunnittelun, toteutuksen ja arvioinnin alkaen varhaisimmista ideoista ja päättyen osittaiseen prototyyppiin. Prototyypissä on toteutettu osa pelilogiikasta ja käyttöliittymästä, mutta sitä ei ole integroitu kontekstitietoa kerääviin sensoreihin. Pelin suunnittelussa käytettiin apuna heuristista arviointia ja kahta fokusryhmähaastattelua.

Paikka- ja tilannetiedon hyödyntäminen sovelluksissa

Erilaisten mobiiliverkkojen käytön yleistyessä nousee esiin uudenlaisia sovellusalueita, kuten esimerkiksi paikkatietoiset sovellukset. Mobiiliudesta johtuen sovellusten käyttötilanteet vaihtelevat. Käyttötilanteista voidaan kerätä tietoa ja käyttää tätä hyödyksi. Tilannetiedolla tarkoitetaan sovelluksen käyttötilanteeseen tai käyttäjään liittyvää lisätietoa. Paikka- ja tilannetietoisten sovellusten kehittäminen vaati monia ohjelmistokehitystä tukevia järjestelmiä. Tilannetiedon väljän määritelmän takia tilannetietoisten sovellusten kehitykselle ei ole vielä selkeitä toimintamalleja. Tilannetietoisten sovellusten kehitystä avustavia järjestelmiä on luotu etenkin tutkimuksessa, mutta nämä eivät ole vielä yleistyneet laajempaan käyttöön. Paikkatiedon käyttö sen sijaan on hyvinkin standardoitua, mutta paikkatieto nähdään vain osana tilannetietoa. Tässä diplomityössä toteutettiin paikka- ja tilannetiedon sovelluskehitystä tukevia järjestelmiä, joilla paikka- ja tilannetiedon hyödyntäminen sovelluksissa mahdollistettiin. WLAN - verkosta saadun paikkatiedon hyödyntämiseen toteutettiin SOAP -palvelurajapinta. Tilannetiedon hyödyntämiseksi toteutettiin MUPE -sovellusympäristöön välittäjäkomponentteja paikka-, sää- ja kuntopyörän harjoitustiedolle sekä RFID -havaintotiedoille. Näitä komponetteja käytettiin tilannetietoisten sovellusten luomiseen sekä tietoliikennetekniikan laitoksen codecamp -kursseilla, että tilannetietoisessa pelisovelluksessa. Työn tuloksena saatiin toimivia sovelluksia, ja välittäjäkomponentit sovellusten luomiseen. Työn tuloksena voidaan todeta, että ilman tilannetietoista sovelluskehitystä tukevia komponentteja, olisi tämäntyyppinen sovelluskehitys huomattavasti vaativampaa. Tukevat komponentit helpottavat sovelluskehitystä, mutta helposti myös rajaavat kehitysmahdollisuuksia.

From 'Security for Privacy' to 'Privacy for Security'

This article envisions the use of context-awareness to improve single sign-on solutions (SSO) for mobile users. The attribute-based SSO is expected to increase users' perceived ease of use of the system and service providers' authentication security of the application. From these two features we derive two value propositions for a new business model for mobile platforms. The business model can be considered as an instantiation of the privacy-friendly business model pattern presented in our previous work, reinforcing our claim that privacy-friendly value propositions are possible and can be used to obtain a competitive advantage.

Adaptive Protocol Stacks for Mobile Devices

Tulevaisuudessa siirrettävät laitteet, kuten matkapuhelimet ja kämmenmikrot, pystyvät muodostamaan verkkoyhteyden käyttäen erilaisia yhteysmenetelmiä eri tilanteissa. Yhteysmenetelmillä on toisistaan poikkeavat viestintäominaisuudet mm. latenssin, kaistanleveyden, virhemäärän yms. suhteen. Langattomille yhteysmenetelmille on myös ominaista tietoliikenneyhteyden ominaisuuksien voimakas muuttuminen ympäristön suhteen. Parhaan suorituskyvyn ja käytettävyyden saavuttamiseksi, on siirrettävän laitteen pystyttävä mukautumaan käytettyyn viestintämenetelmään ja viestintäympäristössä tapahtuviin muutoksiin. Olennainen osa tietoliikenteessä ovat protokollapinot, jotka mahdollistavat tietoliikenneyhteyden järjestelmien välillä tarjoten verkkopalveluita päätelaitteen käyttäjäsovelluksille. Jotta protokollapinot pystyisivät mukautumaan tietyn viestintäympäristön ominaisuuksiin, on protokollapinon käyttäytymistä pystyttävä muuttamaan ajonaikaisesti. Perinteisesti protokollapinot ovat kuitenkin rakennettu muuttumattomiksi niin, että mukautuminen tässä laajuudessa on erittäin vaikeaa toteuttaa, ellei jopa mahdotonta. Tämä diplomityö käsittelee mukautuvien protokollapinojen rakentamista käyttäen komponenttipohjaista ohjelmistokehystä joka mahdollistaa protokollapinojen ajonaikaisen muuttamisen. Toteuttamalla esimerkkijärjestelmän, ja mittaamalla sen suorituskykyä vaihtelevassa tietoliikenneympäristössä, osoitamme, että mukautuvat protokollapinot ovat mahdollisia rakentaa ja ne tarjoavat merkittäviä etuja erityisesti tulevaisuuden siirrettävissä laitteissa.

PeerHood as UMSIC middleware module

The UMSIC project will produce an application for social inclusion of children. This application will run on Nokia N810 internet tablet. PeerHood is an implementation of Peer-to-Peer neighborhood and communication concept, it is going to be used as a part of middleware in the project. PeerHood is responsible for providing neighboring information and connections to nearby devices. This thesis will present the requirements that the project sets to PeerHood including the general state of the art middleware requirements and the requirements set by the target device. These requirements will not be analyzed further. One main focus of this thesis is to analyze PeerHood from the UMSIC project point of view. In this thesis the results of PeerHood analysis are presented, including memory consumption testing, performance testing and testing of networking components of PeerHood. As a result of these tests modifications for PeerHood are introduced. The modifications are related to PeerHood usage in real mobile environment. Based on these requirements a framework was implemented that, when used properly, will enhance the context awareness of PeerHood, especially in mobile devices. The techniques used in framework are presented and instructions about how to use the framework are given. The approaches used in the implemented framework are analysed in this thesis. As an outcome of this thesis the context awareness of PeerHood is improved. As an additional outcome the guidelines for future development of PeerHood are introduced that are based on the results of the analysis of both PeerHood and the implemented framework.

Determining the location for a mobile device by utilization of local resources of the environment

The subject being analyzed of this Master’s Thesis is a development of a service that is used to define a current location of a mobile device. The service utilized data that is obtained from own GPS receiver in some possible cases and as well data from mobile devices which can be afforded for the current environment for acquisition of more precise position of the device. The computation environment is based on context of a mobile device. The service is implemented as an application for communicator series Nokia N8XX. The Master’s Thesis presents theoretical concept of the method and its practical implementation, architecture of the application, requirements and describes a process of its functionality. Also users’ work with application is presented and recommendations for possible future improvements are made.

Usable Privacy Preservation in Mobile Electronic Personality

Personalised ubiquitous services have rapidly proliferated due technological advancements in sensing, ubiquitous and mobile computing. Evolving societal trends, business and the economic potential of Personal Information (PI) have overlapped the service niches. At the same time, the societal thirst for more personalised services has increased and are met by soliciting deeper and more privacy invasive PI from customers. Consequentially, reinforcing traditional privacy challenges and unearthed new risks that render classical safeguards ine ective. The absence of solutions to criticise personalised ubiquitous services from privacy perspectives, aggravates the situation. This thesis presents a solution permitting users' PI, stored in their mobile terminals to be disclosed to services in privacy preserving manner for personalisation needs. The approach termed, Mobile Electronic Personality Version 2 (ME2.0), is compared to alternative mechanisms. Within ME2.0, PI handling vulnerabilities of ubiquitous services are identi ed and sensitised on their practices and privacy implications. Vulnerability where PI may leak through covert solicits, excessive acquisitions and legitimate data re-purposing to erode users privacy are also considered. In this thesis, the design, components, internal structures, architectures, scenarios and evaluations of ME2.0 are detailed. The design addresses implications and challenges leveraged by mobile terminals. ME2.0 components and internal structures discusses the functions related to how PI pieces are stored and handled by terminals and services. The architecture focusses on di erent components and their exchanges with services. Scenarios where ME2.0 is used are presented from di erent environment views, before evaluating for performance, privacy and usability.