Past Projects | Department of Intelligent Systems

Past Projects

2013 – 2016: COPCAMS – COgnitive & Perceptive CAMeraS

B. Filipič, E. Dovgan, T. Tušar

The COPCAMS project leveraged recent advances in embedded computing platforms to design, prototype and field-test full large scale vision systems. It aimed at exploiting many-core programmable accelerator platforms to power a new generation of vision related devices (smart cameras and gateways) able to extract relevant information from captured images and autonomously react to the sensed environment by interoperating at large scale in a distributed manner.
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2011 – 2014: CHIRON – Cyclic and person-centric Health management: Integrated appRoach for hOme, mobile and clinical eNvironments

M. Luštrek, B. Cvetković, S. Kozina, H. Gjoreski, R. Piltaver

The project will develop an integrated framework for personalized healthcare at home, in a nomadic environment and in the hospital. A patient is equipped with wearable sensors, which continuously monitor his condition. The sensors are connected to a smartphone, which issues warnings and advises the patient based on a personalized health assessment model. The data from the sensors, together with the data from the patient’s health record and novel medical imaging solutions, is accessible to medical professionals. Their work is supported by an advanced health assessment model, which is continuously modified by incoming data and experts’ input. Our department is developing this system, as well as activity recognition and human energy expenditure estimation methods for patient monitoring. view site

2011 – 2014: Advanced modeling and simulation of liquid-solid process

B. Filipič, T. Tušar, M. Mlakar

The goal of this research project was to enhance the physical modeling capabilities and development of numerical methods for liquid-solid processes. Our participation in the project was focused on optimization of the alloy solidification process where the task is to determine process parameters such that the required structure of the material is obtained in the shortest possible time. Using an evolutionary multiobjective algorithm coupled with a process simulator, we minimized the concentration and structural inhomogeneities in the solidifying material and the duration of the solidification process by influencing the cooling process dynamics. Dealing with this problem was a source of motivation for our work on improving the multiobjective optimization methodology by involving surrogate models and visualizing the results, while the produced results are of practical importance for metallurgical production. The project was funded by the Slovenian Research Agency.

2010 – 2014: Simulation and optimization of casting, rolling and heat treatment processes for competitive production of topmost steels

B. Filipič, T. Tušar, M. Mlakar

Funded by the Slovenian Research Agency and co-funded by the Štore Steel company, this project was dealing with multiscale through-process modeling of the steel production sequence consisting of continuous casting, rolling, and heat treatment. Our role in the project was to formulate and provide a tool for solving the problem of tuning the process parameter settings for continuous casting to result in the highest possible quality of cast steel. We designed and implemented a program that accepts boundary constraints and discretization steps of the considered process parameters, and boundary constraints and target values of the selected metallurgical criteria as input. Since the criteria are conflicting, the program returns a set of trade-off solutions according to the principles of multiobjective optimization and displays them in parallel coordinates. Optimization is carried out using the DEMO (Differential Evolution for Multiobjective Optimization) algorithm, and the solutions are evaluated via an external numerical simulator of the casting process. The program is in use in the Štore Steel company.

2012 – 2013: e-Turist – The easiest way to plan your perfect trip

M. Luštrek, B. Kaluža, B. Cvetković, H. Gjoreski

E-Turist is a mobile application that will attempt to provide a tourist with an experience comparable to that offered by a professional tour guide, but tailored specifically to him/her. The tourist will enter his interests, the available time and any special requirements he/she may have. Based on these, the application prepares a personalized sightseeing program using a recommender system. Afterwards, the application guides the tourist using the GPS, providing a multilingual description accompanied by photos. The description will be available on the mobile phone screen and via synthesized voice. The tourist may comment and rate each sight, which is then used by the recommendar system and tourism workers to improve their services. The mobile application is accmpanied by a web application through which tourism workers may enter information on sights of interest and track the activity of their visitors.

2012 – 2013: e-Pedius – Crowdsourcing support for the reassembly of wall-painting fragments

B. Filipič, T. Tušar, E. Dovgan

Fragment reassembling with e-PediusFollowing the award-winning Pedius project, e-Pedius employs crowdsourcing for the reassembly of digitalized wall painting fragments. Implemented in the form of a web and mobile game (for iOS, Android and Windows tablets), e-Pedius engages users with an affinity for solving jigsaw puzzles in the Slovene cultural heritage preservation process. Leader boards, achievements and the possibility to continue compositions from other users encourage users to compete as well as collaborate in order to achieve the final goal – reassembly of all fragmented wall paintings.
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2012 – 2013: e-Assistant

M. Gams, D. Kužnar, A. Tavčar, B. Pogorelc
Conversation with the Virtual Assistant.
Na javnem razpisu za sofinanciranje projektov razvoja e-storitev in mobilnih aplikacij za javne in zasebne neprofitne organizacije 2012-13 je bil sprejet projekt Asistent, v katerem sodelujemo kot partnerji. Cilj projekta je vzpostavitev spletne storitve za brezplačno izdelavo in urejanje prilagojenega virtualnega asistenta, ki bo sposoben odgovarjanja na vprašanja uporabnikov v naravnem jeziku. Društva in občine si bodo lahko storitev brezplačno namestile na svoje spletne strani ali ponudile v obliki aplikacije za mobilne telefone. Več informacij je dosegljivih na spletnem naslovu e-Asistent.

2010 – 2013: EUSAS – European Urban Simulation for Asymmetric Scenarios

A. Tavčar, D. Kužnar, E. Dovgan, V. Mirchevska, B. Mahnič

The main objective of the EUSAS project is to develop methods for multi-agent modeling of asymetric conflicts. The aim is to develop a new approach to mission analysis and training for low level units facing asymmetric threats in an urban environment. Our task is to discover the common agent strategy by knowing only low-level agent behaviour and basic domain knowledge. Moreover, the objective is to transfer some of the observed behaviour patterns into highly realistic and reusable models of human behaviour in riots. The constructed models will be later used in simulations to provide a more realistic behaviour for training peace-keeping personnel.

2010 – 2013: MIRABEL – Micro-Request-Based Aggregation, Forecasting and Scheduling of Energy Demand, Supply and Distribution

B. Filipič, T. Tušar, E. Dovgan

Supported by the European Commission’s Seventh Framework Programme (FP7), this project was aimed at developing a conceptual and infrastructual approach that allows energy distribution companies to efficiently manage higher amounts of renewable energy and balance energy supply and demand. Specifically, we worked on a concept of micro-requests with time shifts to handle the demand and supply of energy on a household level. Further, we defined methods to predict the energy supply and demand in the small (i.e., for households) and in the large and to update predictions over time. We aggregated (and disaggregated) the micro-requests on a regional level, and we developed a scheduling approach for energy production and consumption based on aggregated requests.

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2008 – 2011: CONFIDENCE – Ubiquitous Care System to Support Independent Living

M. Gams, B. Kaluža, M. Luštrek, V. Mirchevska, R. Piltaver, E. Dovgan, B. Cvetković, B. Pogorelc, B. Strle, L. Jelenkovič, D. Kužnar

The main objective of project Confidence (Ubiquitous Care System to Support Independent Living) is the development and integration of innovative technologies to build a care system for the detection of abnormal events (such as falls) or unexpected behaviours that may be related to a health problem in elderly people. view site

2010 – 2011: Pedius

B. Filipič, M. Mlakar, E. Dovgan, T. Tušar
The goal of the project for the Restoration centre of the Institute for the Protection of Cultural Heritage of Slovenia was to develop computer-aided support for restoration of wall paintings from fragments. We developed a system called Pedius that enables digitalization, recording and assistance in putting the fragments together to form the original wall painting. The system considerably shortens the time needed for restoration and prevents further damage to the fragments.
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2009 – 2010: UVID – Universal Interface for Intelligent Home (Univerzalni vmesnik za inteligentni dom)

M. Gams, M. Ožek, D. Kužnar

UVID is a project financed partially by Slovenia and partly by EU. In collaboration with Špica, Amebis and Iskratel we are developing new intelligent interface for management of home entertainment appliances.

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2009 – 2010: i-lab – Intelligent laboratory system for healthcare (Inteligentni informacijski sistem laboratorijev v zdravstvu)

M. Gams, D. Marinčič, R. Piltaver, B. Mahnič, D. Kužnar

iLab System Overview

i-lab is a project financed partially by Slovenia and partly by EU. In collaboration with companies LOTRIČ laboratory for metrology d.o.o. and IMS MERILNI SISTEMI d.o.o. we developed an intelligent information system for health care laboratories. Our contribution to the project was an intelligent module that is capable of detecting anomalous operation of laboratory equipment with focus on the refrigeration systems. The main features of intelligent module are intelligent laboratory equipment monitoring and quality prediction of laboratory samples which are both based on anomalous event detection from environment parameters data streams (e.g. temperature, humidity). In 2011 the project was awarded with TARAS at the 3rd Industrial Forum of Innovation, R&D and Technology (IRT) for successful collaboration between research institution and industry.

2007 – 2010: PDR – Commanders right hand (Poveljnikova desna roka)

M. Gams, R. Piltaver, E. Dovgan, B. Pogorelc

Commanders right hand is a Targeted Research Project financed by the goal research program “Science for security and peace 2006 – 2010” in collaboration with Špica d.o.o., Faculty of Electrical Engineering and Slovenian Ministry of Defense. The project begun in April 2007 and will last until December 2009. The goal of the project is to prepare a prototype of intelligent system for surveillance of movement of personnel and equipment that will alarm the commander about unusual and forbidden activities and will enable centralized overview of monitored environment and analysis of past events. Tagging of all personnel and important equipment with tags that enable real-time localization with high accuracy in connection with intelligent video surveillance will enable the system to learn about the usual behavior and to recognize the unusual behavior while the expert system module will enable a simple way of specifying prohibited behavior. The Commanders Right Hand intelligent system will be able to alarm the commander about terrorist attacks, sabotages, thefts, staff negligence and insubordination, fire in the building and similar incidents. Video demonstrations: overall system demonstration, video module, statistics & macro modules and fuzzy logic.

2007 – 2009: IHT – Intelligent Home Telekom

M. Gams, M. Ožek, R. Blatnik

Within »Intelligent home Telekom« project we have developed a universal virtual interface for interactive user communication in various services and applications of the national telecom operator Telekom Slovenije. The virtual interface is implemented in a web-based intelligent conversational robot prototype and is experimentally available at The conversational robot interactively answers visitors’ questions in natural language. The main advantage of our virtual user interface over similar commercially available applications is its adaptability for quick implementation in various applications where any kind of user interaction takes place, such as television, telemedicine, technical support help desks, web portals, etc. Applied research project was founded by the Slovenian government and partly financed by the Slovenian national telecom operator Telekom Slovenije, d.d.

2007 – 2008: PAT Implementation

M. Gams, M. Ožek, J. Krivec, T. Tušar

Process Analytical Technology (PAT) is a system for designing, analyzing and controlling manufacturing through timely measurements of critical quality and performance attributes of materials and processes, with the goal of ensuring final product quality. The goal for the PAT Implementation project for the Slovene pharmaceutical company Lek (part of Sandoz) was to achieve higher flexibility, better understanding and efficient control of the tablet-manufacturing process. For this purpose we designed and implemented a new method for process analysis as well as an application for process visualization and modeling. This contributed to a better understanding of the manufacturing process and achieving a higher quality for the produced tablets.

2006 – 2007: CIVaBiS- Intelligent Biometric Access Control System

M. Gams, T. Tušar, E. Dovgan, B. Kaluža, A. Tavčar, J. Krivec, A. Bežek

Targeted Research Project was founded by the Slovenian Ministry of Defence and partly by the Slovenian Research Agency.
Biometric and smart card access points are increasingly becoming equipped with additional input sensors, integrated intelligent video surveillance systems and advanced intelligent methods that learn from experience. We have designed a flexible modular system based on integration of arbitrary access control sensors and an arbitrary number of stand-alone modules. The system was tested with four sensors (door sensor, identity card reader, fingerprint reader, camera) and four independent modules (expert-defined rules, micro learning, macro learning and visual learning). Preliminary tests of the designed prototype show encouraging results and justifies integration of intelligent detection of unusual behavior in future access control systems for intelligent homes, industry facilities, offices, hospitals, military campuses etc.

2006 – 2008: We-Go- Enhancing Western Balkan eGovernment Expertise

M. Gams, V. Vidulin, A. Pivk

The main objective of the FP6 CA project We-Go was to enable public administration in Western Balkan Countries to reach higher productivity and equity by first establishing of an “We-Go” Interoperability Framework with focus on transactional cross-border services and providing best practices for corresponding transactional application domains delivered as trial prototypes in order to enable follow-up implementation projects; second, by establishing “We-Go” Academies offering training courses as accompanying measures for the selected applications as well as foundation for future regional eGovernment course program deployments; third, by establishing of an “We-Go” Knowledge Net built by a system of federated registries which will ensure sustainability and further improvements beyond the end of the project. Services that were addressed by the project included eCustoms – New Computerised Transit System, eFinance – VAT Information Exchange System, eJustice cross border cases – Automation of Court Procedures, European Companies Register and European Land Information System, eAdministration – Electronic Filing System and eTrade Facilitation for European waste transport.
Together with partners from Austria and Estonia, our role was to gather the best eGovernment practices and to transfer them to the Western Balkan Countries.

2004 – 2006: Alvis – Superpeer Semantic Search Engine

M. Gams, V. Vidulin, M. Luštrek, A. Pivk

ALVIS was FP6 STREP project that conducted research in the design, use and interoperability of topic-specific search engines with the goal to develop an open source prototype of a distributed, semantic-based search engine. Our role in the project was to develop a prototype of genre classifier, which classifies web pages into categories such as, e.g., blog, frequently asked questions, shopping. The classifier was implemented in the search engine, where it enabled the user to search the pages not only by specifying their content (e.g., with the keyword “iPhone”), but also by specifying their genres (e.g., by specifying genre “shopping”, pages with reviews and subjective comments are excluded). In this manner, the engine returns a set of pages that are closer to user’s interests than the pages returned by the keyword-based search engines.

2004 – 2006: WINDECT – Wireless Local Area Network with Integration of Professional-Quality DECT Telephony

M. Špegel, P. Reinhardt, R. Blatnik

WINDECT is a novel approach to merge wireless networks by integrating professional quality telephony into WLANs to get high quality “voice over WLAN”. The result is an innovative application in the field of wireless and mobile communications. Our contribution in the project was development and construction of a research test-bed for metricsbased testing of the quality of voice communication in VoWLAN/VoIP communications. The measurements using this test-bed have provided determination of PESQ MOS, delay, jitter and packet loss derived from the analysis of analogue voice signal as well as voice packet streams. A handover tests were also performed by emulation of mobile phone’s roaming using hand attenuation of RF signals in so called »open air« from involved two access points. In the final phase of the project the test-bed was used for the performance evaluation of WINDECT-enabled mobile phones and access points in the form of demonstrator environment. The results confirm the advanages of the WINDECT approach over standard VoIP/WLAN solutions are achievable in practice. Here is the web site of the project.