Section outline

  • 1. teden: Uvod v računalništvo v megli. Računalništvo v megli in z njimi povezani koncepti. Virtualizacija, federacije in druge oblike združevanja ponudnikov računalništva v oblaku. Računalniški kontinuum: internet stvari, računalništvo na robu, v megli in v oblaku. Motivacija za računalništvo v megli: tokovi masovnih podatkov - Problem štirih “V”-jev masovnih podatkov. Organizacijski in nadzorni slogi. Možnosti decentralizacije. Primeri razplastenih arhitektur. Dinamično spreminjanje obratovalnih pogojev aplikacij računalništva v megli. Energetska učinkovitost, zasebnost, varnost in druge visokonivojske zahteve. DevOps proces za razvoj aplikacij računalništva v megli. Vloga semantike pri procesu integracije. Laboratorijske vaje: Delo se bo začelo s preizkusom algoritmov in modelov globokega učenja (npr. s TensorFlow). Študentje bodo pozvani k izvedbi predloga projekta do konca tretjega tedna.

    Week 1: Introduction to fog computing. Fog computing and related concepts. Virtualisation and multi-cloud environments. The computing continuum: the Internet of Things, edge, fog and cloud computing. Motivation for fog computing: Big Data pipelines – the four Vs of the Big Data problem. Organisation and control styles. Prospects of decentralisation. Related layered architectures and examples. Variability in fog computing. Energy efficiency and other high-level concerns. Overall DevOps process for delivering fog computing applications. The role of semantics in the integration process. Laboratory work: The work will begin by trying out ML models (e.g. with TensorFlow). The students will be reminded about the requirement to submit a project proposal by the end of the third week.

    Unit 1: Meeting in _Lectures-2024_-20240221_084957-Meeting Recording.mp4

    Unit 2: Meeting in _Meeting in _Lectures-2024_ _-20240222_174725-Meeting Recording.mp4

    Unit 3: Meeting in _Lectures-2024_-20240222_184630-Meeting Recording.mp4 (sharepoint.com)

    Reference raziskovalne skupine: 

    1. GEC, Sandi, STANKOVSKI, Vlado, LAVBIČ, Dejan, KOCHOVSKI, Petar. A recommender system for robust smart contract template classification. Sensors. Jan. 2023, vol. 23, iss. 2, [article no.] 639, str. 1-17, ilustr. ISSN 1424-8220. https://www.mdpi.com/1424-8220/23/2/639, DOI: 10.3390/s23020639. [COBISS.SI-ID 136941315], [JCR, SNIP, WoS, Scopus]
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    financer: EC, H2020-815141, EU, DECENTER
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    6. BREŽNIK, Janez, KOCHOVSKI, Petar, STANKOVSKI, Vlado. Uporaba platforme računalništva v megli pri razvoju aplikacij za pametno in varno gradnjo = The use of a fog computing platform for the development of applications for smart and safe construction. Gradbeni vestnik : glasilo Zveze društev gradbenih inženirjev in tehnikov Slovenije. [Tiskana izd.]. jul. 2020, letn. 69, str. 194-200, ilustr. ISSN 0017-2774. http://www.zveza-dgits.si/uporaba-platforme-racunalnistva-v-megli-pri-razvoju-aplikacij-za-pametno-in-varno-gradnjo. [COBISS.SI-ID 24155651]
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    8. ŠTEFANIČ, Polona, STANKOVSKI, Vlado. Multi-Criteria decision-making approach for container-based cloud applications : the SWITCH and ENTICE workbenches. Tehnički vjesnik : znanstveno-stručni časopis tehničkih fakulteta Sveučilišta u Osijeku. 2020, letn. 27, št. 3, str. 1006-1013, ilustr. ISSN 1330-3651. DOI: 10.17559/TV-20190105200327. [COBISS.SI-ID 8858465], [JCR, SNIP, WoS do 26. 10. 2022: št. citatov (TC): 1, čistih citatov (CI): 1, čistih citatov na avtorja (CIAu): 0,50, Scopus do 8. 8. 2022: št. citatov (TC): 2, čistih citatov (CI): 2, čistih citatov na avtorja (CIAu): 1,00]
    9. TAHERIZADEH, Salman, STANKOVSKI, Vlado. Dynamic multi-level auto-scaling rules for containerized applications. The computer journal. [Online ed.]. febr. 2019, letn. 62, št. 2, str. 174-197, ilustr. ISSN 1460-2067. https://academic.oup.com/comjnl/advance-article/doi/10.1093/comjnl/bxy043/4993728, https://academic.oup.com/comjnl/search-results?f_TocHeadingTitle=Section B: Computer and Communications Networks and Systems, DOI: 10.1093/comjnl/bxy043. [COBISS.SI-ID 8415073], [JCR, SNIP, WoS do 11. 11. 2022: št. citatov (TC): 37, čistih citatov (CI): 33, čistih citatov na avtorja (CIAu): 16,50, Scopus do 13. 2. 2023: št. citatov (TC): 45, čistih citatov (CI): 45, čistih citatov na avtorja (CIAu): 22,50]
    10. ŠTEFANIČ, Polona, CIGALE, Matej, JONES, Andrew C., KNIGHT, Louise, TAYLOR, Ian, ISTRATE, Cristiana, SUCIU, George, ULISSES, Alexandre, STANKOVSKI, Vlado, TAHERIZADEH, Salman, SALADO, Guadalupe Flores, KOULOUZIS, Spiros, MARTIN, Paul, ZHAO, Zhiming. SWITCH workbench - a novel approach for the development and deployment of time-critical microservice-based cloud-native applications. Future generation computer systems. [Print ed.]. 2019, letn. 99, št. okt., str. 197-212, ilustr. ISSN 0167-739X. https://www.sciencedirect.com/science/article/pii/S0167739X1831094X?via%3Dihub, DOI: 10.1016/j.future.2019.04.008. [COBISS.SI-ID 8790113], [JCR, SNIP, WoS do 6. 11. 2022: št. citatov (TC): 50, čistih citatov (CI): 46, čistih citatov na avtorja (CIAu): 4,01, Scopus do 13. 2. 2023: št. citatov (TC): 56, čistih citatov (CI): 56, čistih citatov na avtorja (CIAu): 4,89]
    11. KOCHOVSKI, Petar, GEC, Sandi, STANKOVSKI, Vlado, BAJEC, Marko, DROBINTSEV, Pavel D. Trust management in a blockchain based fog computing platform with trustless Smart Oracles. Future generation computer systems. [Print ed.]. Dec. 2019, vol. 101, str. 747-759, ilustr. ISSN 0167-739X. https://www.sciencedirect.com/science/article/pii/S0167739X19301281?via%3Dihub, DOI: 10.1016/j.future.2019.07.030. [COBISS.SI-ID 1538278083], [JCR, SNIP, WoS do 9. 2. 2023: št. citatov (TC): 78, čistih citatov (CI): 73, čistih citatov na avtorja (CIAu): 14,60, Scopus do 13. 2. 2023: št. citatov (TC): 97, čistih citatov (CI): 97, čistih citatov na avtorja (CIAu): 19,40]
    12. KOCHOVSKI, Petar, DROBINTSEV, Pavel D., STANKOVSKI, Vlado. Formal quality of service assurances, ranking and verification of cloud deployment options with a probabilistic model checking method. Information and software technology. [Print ed.]. maj 2019, letn. 109, str. 14-25, ilustr. ISSN 0950-5849. https://www.sciencedirect.com/journal/information-and-software-technology/articles-in-press, DOI: 10.1016/j.infsof.2019.01.003. [COBISS.SI-ID 8665441], [JCR, SNIP, WoS do 5. 2. 2023: št. citatov (TC): 21, čistih citatov (CI): 14, čistih citatov na avtorja (CIAu): 4,67, Scopus do 13. 2. 2023: št. citatov (TC): 26, čistih citatov (CI): 26, čistih citatov na avtorja (CIAu): 8,67]
    13. GILL, Sukhpal Singh, TULI, Shreshth, XU, Minxian, SINGH, Inderpreet, SINGH, Karan Vijay, LINDSAY, Dominic, TULI, Shikhar, SMIRNOVA, Daria, SINGH, Manmeet, JAIN, Udit, PERVAIZ, Haris, SEHGAL, Bhanu, KAILA, Sukhwinder Singh, MISHRA, Sanjay, ASLANPOUR, Mohammad Sadegh, MEHTA, Harshit, STANKOVSKI, Vlado, GARRAGHAN, Peter. Transformative effects of IoT, blockchain and artificial intelligence on cloud computing : evolution, vision,trends and open challenges. Internet of things. [Online ed.]. dec. 2019, letn. 8, str. 1-26, ilustr. ISSN 2542-6605. https://www.sciencedirect.com/science/article/pii/S2542660519302331?via%3Dihub, DOI: 10.1016/j.iot.2019.100118. [COBISS.SI-ID 8910433], [JCR, SNIP, WoS do 12. 2. 2023: št. citatov (TC): 123, čistih citatov (CI): 121, čistih citatov na avtorja (CIAu): 9,64, Scopus do 13. 2. 2023: št. citatov (TC): 172, čistih citatov (CI): 172, čistih citatov na avtorja (CIAu): 13,70]
    14. GILL, Sukhpal Singh, GARRAGHAN, Peter, STANKOVSKI, Vlado, CASALE, Giuliano, THULASIRAM, Ruppa K., GHOSH, Soumya K., RAMAMOHANARAO, Kotagiri, BUYYA, Rajkumar. Holistic resource management for sustainable and reliable cloud computing - an innovative solution to global challenge. The Journal of Systems and Software. [Print ed.]. sept. 2019, letn. 155, str. 104-129, ilustr. ISSN 0164-1212. https://doi.org/10.1016/j.jss.2019.05.025, DOI: 10.1016/j.jss.2019.05.025. [COBISS.SI-ID 8801633], [JCR, SNIP, WoS do 20. 1. 2023: št. citatov (TC): 27, čistih citatov (CI): 26, čistih citatov na avtorja (CIAu): 3,25, Scopus do 13. 2. 2023: št. citatov (TC): 38, čistih citatov (CI): 38, čistih citatov na avtorja (CIAu): 4,75]
    15. ŠTEFANIČ, Matej, STANKOVSKI, Vlado. A review of technologies and applications for smart construction. Proceedings of the Institution of Civil Engineers - Civil Engineering. [Print ed.]. maj 209, letn. 172, št. 2, str. 83-87, ilustr. ISSN 0965-089X. DOI: 10.1680/jcien.17.00050. [COBISS.SI-ID 8602209], [JCR, SNIP, WoS do 13. 2. 2023: št. citatov (TC): 24, čistih citatov (CI): 21, čistih citatov na avtorja (CIAu): 10,50, Scopus do 13. 2. 2023: št. citatov (TC): 30, čistih citatov (CI): 30, čistih citatov na avtorja (CIAu): 15,00]
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    17. PAŠČINSKI, Uroš, TRNKOCZY, Jernej, STANKOVSKI, Vlado, CIGALE, Matej, GEC, Sandi. QoS-aware orchestration of network intensive software utilities within software defined data centres - an architecture and implementation of a global cluster nmanager. Journal of grid computing. mar. 2018, letn. 16, št. 1, str. 85-112, ilustr. ISSN 1570-7873. https://link.springer.com/article/10.1007/s10723-017-9415-1, DOI: 10.1007/s10723-017-9415-1. [COBISS.SI-ID 8208993], [JCR, SNIP, WoS do 26. 10. 2022: št. citatov (TC): 16, čistih citatov (CI): 12, čistih citatov na avtorja (CIAu): 2,40, Scopus do 13. 2. 2023: št. citatov (TC): 21, čistih citatov (CI): 21, čistih citatov na avtorja (CIAu): 4,20]
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    21. GEC, Sandi, STANKOVSKI, Vlado. Analiza nefunkcionalnih zahtev na primeru uporabe priporočilnega sistema pametnih pogodb. Uporabna informatika. [Tiskana izd.]. 2024, letn. 32, št. 1, str. 3-12, ilustr. ISSN 1318-1882. https://uporabna-informatika.si/ui/article/view/222, Digitalna knjižnica Slovenije - dLib.si, DOI: 10.31449/upinf.222. [COBISS.SI-ID 212212739]
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    kategorija: 1A2 (Z, A1/2); uvrstitev: SCIE, Scopus, MBP (COMPENDEX, INSPEC, METADEX, PUBMED); tip dela je verificiral OSICT
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    27. KISS, Tamas, ULLAH, Amjad, TERSTYANSZKY, Gabor, KAO, Odej, BECKER, Sören, VERGINADIS, Yiannis, MICHALAS, Antonis, STANKOVSKI, Vlado, KERTESZ, Attila, RICCI, Elisa, ALTMANN, Jörn, EGGER, Bernhard, TUSA, Francesco, KOVACS, Jozsef, LOVAS, Robert. Swarmchestrate : towards a fully decentralised framework for orchestrating applications in the cloud-to-edge continuum. V: BAROLLI, Leonard (ur.). Advanced information networking and applications. Vol. 5 : proceedings of the 38th International Conference on Advanced Information Networking and Applications (AINA-2024) : [Kitakyushu, Japan, April 17 to April 19, 2024]. Cham: Springer, cop. 2024. Str. 89-100, ilustr. Lecture notes on data engineering and communications technologies, 203. ISBN 978-3-031-57931-8. ISSN 2367-4520. https://link.springer.com/chapter/10.1007/978-3-031-57931-8_9, DOI: 10.1007/978-3-031-57931-8_9. [COBISS.SI-ID 225554435]
    28. MIRI, Pouriya, STANKOVSKI, Vlado. Blockchain-powered IoT for smarter infrastructure : structural health monitoring use-case. V: ICCCI 2024 : 2024 6th International Conference on Computer Communication and the Internet : June 14-16, 2024, Tokyo, Japan. [S. l.]: Institute of Electrical and Electronics Engineers, cop. 2024. Str. 145-149, ilustr. ... IEEE International Conference on Computer Communication and the Internet (Online). ISBN 979-8-3503-5176-7. ISSN 2833-2350. https://ieeexplore.ieee.org/document/10674173, DOI: 10.1109/ICCCI62159.2024.10674173. [COBISS.SI-ID 208409091]
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    Reference so dostopne tudi v javnih repozitorijih

    Npr. v Evropski digitalni knjižnici: https://zenodo.org/

    1. SWITCH Workbench: https://www.sciencedirect.com/science/article/abs/pii/S0167739X1831094X

    2. ENTICE VM and container images repository: https://onlinelibrary.wiley.com/doi/abs/10.1002/cpe.4264

    3. Smart and safe construction applications: https://www.sciencedirect.com/science/article/abs/pii/S0926580521000133

    4. Trust management in fog computing: https://www.sciencedirect.com/science/article/abs/pii/S0167739X19301281

    5. Smart contracts for Service Level Agreements: https://link.springer.com/article/10.1007/s10723-020-09534-y

    6. Requirements specification for the ENTICE environment: https://ec.europa.eu/research/participants/documents/downloadPublic?documentIds=080166e5ad2fc9c0&appId=PPGMS

    7. Multi-criteria decision making for Edge-to-Cloud computing: https://hrcak.srce.hr/239113

    8. Current and future challenges in software engineering for services and applications: https://www.sciencedirect.com/science/article/pii/S1877050916320944?via%3Dihubs should also include analysis of the work of the cluster of software engineering including future outlook: https://eucloudclusters.files.wordpress.com/2017/11/se4sa-contribution-to-wp-2020-2027.pdf, projects: https://eucloudclusters.wordpress.com/software-engineering-for-services-and-applications/ 

    9. Data mining in grid computing environments: https://www.sciencedirect.com/science/article/abs/pii/S0167739X07000933

    10. Experiences in building a mOSAIC of clouds: https://link.springer.com/article/10.1186/2192-113X-2-12

    11. EBSI use cases analysis and other relevant literature, https://ec.europa.eu/cefdigital/wiki/display/CEFDIGITAL/EBSI 

    12. Formal QoS assurances, ranking, and verification of cloud deployment options: https://www.sciencedirect.com/science/article/abs/pii/S0950584919300059?via%3Dihub

    13. Monitoring self-adaptive applications in edge computing frameworks: https://www.sciencedirect.com/science/article/pii/S016412121730256X

    14. Auto-scaling rules for containerized applications: https://academic.oup.com/comjnl/article/62/2/174/4993728

    15. QoS for video streams: https://link.springer.com/article/10.1007/s10723-017-9415-1

    16. Multi-party smart contract for an AI services ecosystem: https://onlinelibrary.wiley.com/doi/10.1002/cpe.6895

    Glejte še seznam projektov: https://www.fri.uni-lj.si/sl/o-fakulteti/osebje/vlado-stankovski