@article{klei1,
    year = {2026},
    author = {Kleimt, Bernd and Kannisto, Petri and Chandgude, Akhilesh and García Martínez, Irene and Guardiola Luna, Irene and García Crespo, Nicolás},
    title = {Application of Federated Learning to enhance model-based Decision Support for {EAF} online Monitoring and Control at multiple plants},
    journal = {La Metallurgia Italiana},
    issn = {0026-0843},
    publisher = {Associazione Italiana di Metallurgia},
    note = {In press}
}

@article{kann27,
    year = {2026},
    author = {Kannisto, Petri and Kleimt, Bernd and Chandgude, Akhilesh and García Crespo, Nicolás and Guardiola Luna, Irene and Lazcano, Raquel and Perea Escribano, Carmen and Dettori, Stefano and Zaccara, Antonella and Vannini, Lorenzo and Colla, Valentina and Blazquez, David and Fernandez, Bárbara and García Martínez, Irene},
    title = {Digital Twin Framework and Federated Learning for Multi-plant Knowledge Sharing in Decision Support for Electric Steelmaking and Beyond},
    pages = {25-36},
    journal = {La Metallurgia Italiana},
    volume = {117},
    number = {1},
    issn = {0026-0843},
    publisher = {Associazione Italiana di Metallurgia},
    doi = {10.36146/2026_01_25},
    url = {https://doi.org/10.36146/2026_01_25}
}

@inproceedings{kann26,
    year = {2025},
    author = {Kannisto, Petri and Kleimt, Bernd and Chandgude, Akhilesh and García Crespo, Nicolás and Guardiola Luna, Irene and Dettori, Stefano and Colla, Valentina and Fernandez, Bárbara},
    title = {Framework with Digital Twins and Federated Learning for Decision Support in Multi-plant Schemes for Electric Steelmaking and Beyond},
    booktitle = {International Workshop Carlo Longaretti on Digital Tools for the Metallurgical Industry},
    publisher = {Associazione Italiana di Metallurgia},
    doi = {10.5281/zenodo.17734117},
    url = {https://doi.org/10.5281/zenodo.17734117}
}

@article{kann25,
    year = {2025},
    author = {Kannisto, Petri and Kleimt, Bernd and Dettori, Stefano and Laid, Laura and Vannini, Lorenzo and Cateni, Silvia and Branca, Teresa Annunziata and Colla, Valentina and Alcazar Fernandez, Aitor},
    title = {Optimizing Steelmaking with Models, {AI}, and Federated and Continual Learning},
    pages = {22-24},
    journal = {Automaatioväylä},
    volume = {41},
    number = {1},
    issn = {0784-6428},
    publisher = {Finnish Society of Automation},
    doi = {10.5281/zenodo.14741719},
    url = {https://doi.org/10.5281/zenodo.14741719}
}

@article{kann24,
    year = {2024},
    author = {Kannisto, Petri and Kargar, Zeinab and Alvarez, Gorka and Kleimt, Bernd and Arteaga, Asier},
    title = {Resilient, Adaptive Industrial {S}elf-{X} {AI} Pipeline with External {AI} Services: A Case Study on Electric Steelmaking},
    pages = {2877},
    journal = {Processes},
    volume = {12},
    number = {12},
    issn = {2227-9717},
    publisher = {MDPI},
    doi = {10.3390/pr12122877},
    url = {https://doi.org/10.3390/pr12122877}
}

@article{kann23,
    year = {2023},
    author = {Kannisto, Petri and Gümrükcü, Erdem and Ponci, Ferdinanda and Monti, Antonello and Repo, Sami and Hästbacka, David},
    title = {Distributed Service Choreography Framework for Interoperability Among Prosumers and Electric Power System},
    pages = {137969-137989},
    journal = {IEEE Access},
    volume = {11},
    issn = {2169-3536},
    publisher = {IEEE},
    doi = {10.1109/ACCESS.2023.3339766},
    url = {https://doi.org/10.1109/ACCESS.2023.3339766}
}

@inproceedings{hast5,
    year = {2023},
    author = {Hästbacka, David and Tran, Minh and Kannisto, Petri and Filppula, Mikael and Varga, Pal},
    title = {External Token-based Authorization of Data-driven Integrations and Service Compositions in {MQTT} 5},
    pages = {1-6},
    booktitle = {49th Annual Conference of the IEEE Industrial Electronics Society (IECON)},
    publisher = {IEEE},
    doi = {10.1109/IECON51785.2023.10311779},
    url = {https://doi.org/10.1109/IECON51785.2023.10311779}
}

@misc{noel1,
    year = {2023},
    author = {Nölle, Christoph and Kannisto, Petri},
    title = {Timeseries on {II}o{T} Platforms: Requirements and Survey for Digital Twins in Process Industry},
    doi = {10.48550/arXiv.2310.03761},
    url = {https://doi.org/10.48550/arXiv.2310.03761}
}

@inproceedings{filp1,
    year = {2023},
    author = {Filppula, Mikael and Kannisto, Petri and Hästbacka, David},
    title = {Open Data Platform Tools for Energy Service Ecosystem in Urban Superblocks},
    pages = {1-5},
    booktitle = {IEEE International Conference on Industrial Informatics (INDIN)},
    doi = {10.1109/INDIN51400.2023.10217855},
    url = {https://doi.org/10.1109/INDIN51400.2023.10217855}
}

@article{kann22,
    year = {2023},
    author = {Kannisto, Petri and Supponen, Antti and Repo, Sami and Hästbacka, David},
    title = {Electricity System Built on Cyber-physical Enterprises: Architecture Analysis},
    pages = {8197-8202},
    journal = {IFAC-PapersOnLine},
    volume = {56},
    number = {2},
    issn = {2405-8963},
    publisher = {Elsevier},
    doi = {10.1016/j.ifacol.2023.10.1000},
    note = {22nd World Congress of the International Federation of Automatic Control},
    url = {https://doi.org/10.1016/j.ifacol.2023.10.1000}
}

@inproceedings{kann21,
    year = {2023},
    author = {Kannisto, Petri and Juntunen, Teijo and Heikkilä, Robert and Vilkko, Matti and Hästbacka, David},
    title = {Communication Approach and Framework for Distributed Path Planning Optimization of Industrial Vehicles},
    booktitle = {Automaatiopäivät 2023},
    isbn = {13 978-952-5183-62-7},
    publisher = {Finnish Society of Automation},
    url = {https://www.automaatioseura.fi/site/assets/files/3870/communication_approach_and_framework_for.pdf}
}

@inproceedings{kann20,
    year = {2022},
    author = {Kannisto, Petri and Hästbacka, David},
    title = {Digitalized Cross-organizational Interoperability in Industrial Business Ecosystems: Implications and Models for Process Industry},
    pages = {233-241},
    booktitle = {Proceedings of the 3rd International Conference on Innovative Intelligent Industrial Production and Logistics - Volume 1: EI2N (IN4PL/EI2N)},
    issn = {2184-9285},
    isbn = {978-989-758-612-5},
    publisher = {SCITEPRESS},
    doi = {10.5220/0011543900003329},
    url = {https://doi.org/10.5220/0011543900003329}
}

@inproceedings{hast4,
    year = {2022},
    author = {Hästbacka, David and Kannisto, Petri and Kätkytniemi, Antti},
    title = {Interoperability of {OPC} {UA} {P}ub{S}ub with Existing Message Broker Integration Architectures},
    pages = {1-6},
    booktitle = {48th Annual Conference of the IEEE Industrial Electronics Society (IECON)},
    publisher = {IEEE},
    doi = {10.1109/IECON49645.2022.9969039},
    url = {https://doi.org/10.1109/IECON49645.2022.9969039}
}

@inproceedings{kann19,
    year = {2022},
    author = {Kannisto, Petri and Hästbacka, David},
    title = {Data Autonomy in Message Brokers in Edge and Cloud for Mobile Machinery: Requirements and Technology Survey},
    pages = {1-4},
    booktitle = {27th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)},
    publisher = {IEEE},
    doi = {10.1109/ETFA52439.2022.9921693},
    url = {https://doi.org/10.1109/ETFA52439.2022.9921693}
}

@article{kann18,
    year = {2022},
    author = {Kannisto, Petri and Heikkilä, Ville and Hylli, Otto and Attar, Mehdi and Repo, Sami and Systä, Kari},
    title = {{S}im{CES} platform for modular simulation: Featuring platform independence, container ecosystem, and development toolkit},
    pages = {101189},
    journal = {SoftwareX},
    volume = {19},
    issn = {2352-7110},
    publisher = {Elsevier},
    doi = {10.1016/j.softx.2022.101189},
    url = {https://doi.org/10.1016/j.softx.2022.101189}
}

@article{tanj1,
    year = {2022},
    author = {Tanjimuddin, Md and Kannisto, Petri and Jafary, Peyman and Filppula, Mikael and Repo, Sami and Hästbacka, David},
    title = {A comparative study on multi-agent and service-oriented microgrid automation systems from energy internet perspective},
    pages = {100856},
    journal = {Sustainable Energy, Grids and Networks},
    volume = {32},
    issn = {2352-4677},
    publisher = {Elsevier},
    doi = {10.1016/j.segan.2022.100856},
    url = {https://doi.org/10.1016/j.segan.2022.100856}
}

@article{kann17,
    year = {2022},
    author = {Kannisto, Petri and Hästbacka, David and Gutiérrez, Teresa and Suominen, Olli and Vilkko, Matti and Craamer, Peter},
    title = {Plant-wide interoperability and decoupled, data-driven process control with message bus communication},
    pages = {100253},
    journal = {Journal of Industrial Information Integration},
    volume = {26},
    issn = {2452-414X},
    publisher = {Elsevier},
    doi = {10.1016/j.jii.2021.100253},
    url = {https://doi.org/10.1016/j.jii.2021.100253}
}

@inproceedings{kann16,
    year = {2021},
    author = {Kannisto, Petri and Hylli, Otto and Heikkilä, Ville and Supponen, Antti and Aaltonen, Timo and Repo, Sami and Systä, Kari and Keski-Koukkari, Antti and Safdarian, Amir and Kulmala, Anna},
    title = {Software and Communications Platform for Simulation Environment of Complex Energy System ({S}im{CES})},
    pages = {1-6},
    booktitle = {2021 IEEE Madrid PowerTech},
    isbn = {978-1-6654-3597-0},
    publisher = {IEEE},
    doi = {10.1109/PowerTech46648.2021.9495020},
    url = {https://doi.org/10.1109/PowerTech46648.2021.9495020}
}

@article{kann15,
    year = {2021},
    author = {Kannisto, Petri and Kätkytniemi, Antti and Vilkko, Matti and Hästbacka, David},
    title = {Software Toolkit for Development of Interoperable Communications in Data-driven Systems},
    pages = {845-850},
    journal = {IFAC-PapersOnLine},
    volume = {54},
    number = {1},
    issn = {2405-8963},
    publisher = {Elsevier},
    doi = {10.1016/j.ifacol.2021.08.099},
    note = {17th IFAC Symposium on Information Control Problems in Manufacturing INCOM 2021},
    url = {https://doi.org/10.1016/j.ifacol.2021.08.099}
}

@article{kann14,
    year = {2020},
    author = {Kannisto, Petri and Hästbacka, David and Marttinen, Arto},
    title = {Information Exchange Architecture for Collaborative Industrial Ecosystem},
    pages = {655-670},
    journal = {Information Systems Frontiers},
    volume = {22},
    number = {3},
    issn = {1572-9419},
    publisher = {Springer Nature},
    doi = {10.1007/s10796-018-9877-0},
    url = {https://doi.org/10.1007/s10796-018-9877-0}
}

@article{kann13,
    year = {2019},
    author = {Kannisto, Petri and Hästbacka, David and Rainio, Kari and Leinonen, Jussi and Savolainen, Jouni and Vilkko, Matti},
    title = {{ICT}-arkkitehtuuri suurten laitosten koordinoivaan optimointiin},
    pages = {18-20},
    journal = {Automaatioväylä},
    volume = {35},
    number = {5},
    issn = {0784-6428},
    publisher = {Suomen automaatioseura},
    url = {http://urn.fi/URN:NBN:fi:tuni-202005205519}
}

@phdthesis{kann12,
    year = {2019},
    author = {Kannisto, Petri},
    title = {Distributed Industrial System Architectures: Exploiting Information and Knowledge to Increase Efficiency},
    school = {Tampere University},
    isbn = {978-952-03-1221-3},
    url = {http://urn.fi/URN:ISBN:978-952-03-1221-3}
}

@inproceedings{kann11,
    year = {2019},
    author = {Kannisto, Petri and Hästbacka, David and Rainio, Kari and Leinonen, Jussi and Alarotu, Matias and Pajula, Tiina and Savolainen, Jouni and Vilkko, Matti},
    title = {Plant-wide Communication Architecture Enabling Online Life Cycle Assessment},
    booktitle = {Automaatiopäivät 23},
    publisher = {Finnish Society of Automation},
    url = {http://urn.fi/URN:NBN:fi:tuni-202102112034}
}

@incollection{kann10,
    year = {2019},
    author = {Kannisto, Petri and Hästbacka, David},
    title = {Cloud-based Management of Machine Learning Generated Knowledge for Fleet Data Refinement},
    pages = {267-286},
    booktitle = {Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2016; Communications in Computer and Information Science, vol 914) (CCIS)},
    editor = {Fred, Ana and Dietz, Jan and Aveiro, David and Liu, Kecheng and Bernardino, Jorge and Filipe, Joaquim},
    isbn = {978-3-319-99701-8},
    publisher = {Springer International Publishing},
    doi = {10.1007/978-3-319-99701-8_13},
    url = {https://doi.org/10.1007/978-3-319-99701-8_13}
}

@inproceedings{hast3,
    year = {2018},
    author = {Hästbacka, David and Kannisto, Petri and Vilkko, Matti},
    title = {Data-driven and Event-driven Integration Architecture for Plant-wide Industrial Process Monitoring and Control},
    pages = {2979-2985},
    booktitle = {44th Annual Conference of the IEEE Industrial Electronics Society (IECON)},
    issn = {2577-1647},
    publisher = {IEEE},
    doi = {10.1109/IECON.2018.8591323},
    url = {https://doi.org/10.1109/IECON.2018.8591323}
}

@inproceedings{hast2,
    year = {2018},
    author = {Hästbacka, David and Kannisto, Petri and Vilkko, Matti},
    title = {Information Models and Information Exchange in Plant-wide Monitoring and Control of Industrial Processes},
    pages = {216-222},
    booktitle = {Proceedings of the 10th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K KMIS)},
    issn = {2184-3228},
    isbn = {978-989-758-330-8},
    publisher = {SCITEPRESS},
    doi = {10.5220/0006960602160222},
    url = {https://doi.org/10.5220/0006960602160222}
}

@article{kann9,
    year = {2018},
    author = {Kannisto, Petri and Hästbacka, David},
    title = {Asynchronous Communication Platform Concept to Coordinate Large-scale Industrial Processes},
    pages = {1403-1408},
    journal = {IFAC-PapersOnLine},
    volume = {51},
    number = {11},
    issn = {2405-8963},
    publisher = {Elsevier},
    doi = {10.1016/j.ifacol.2018.08.325},
    note = {16th IFAC Symposium on Information Control Problems in Manufacturing INCOM 2018},
    url = {https://doi.org/10.1016/j.ifacol.2018.08.325}
}

@article{kann8,
    year = {2017},
    author = {Kannisto, Petri and Hästbacka, David and Kuikka, Seppo},
    title = {System Architecture for Mastering Machine Parameter Optimisation},
    pages = {39-47},
    journal = {Computers in Industry},
    volume = {85},
    issn = {0166-3615},
    publisher = {Elsevier},
    doi = {10.1016/j.compind.2016.12.006},
    url = {https://doi.org/10.1016/j.compind.2016.12.006}
}

@inproceedings{kann7,
    year = {2016},
    author = {Kannisto, Petri and Hästbacka, David},
    title = {Enabling Centralised Management of Local Sensor Data Refinement in Machine Fleets},
    pages = {21-30},
    booktitle = {Proceedings of the 8th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K KMIS)},
    issn = {2184-3228},
    isbn = {978-989-758-203-5},
    publisher = {SCITEPRESS},
    doi = {10.5220/0006045600210030},
    url = {https://doi.org/10.5220/0006045600210030}
}

@article{kann6,
    year = {2015},
    author = {Kannisto, Petri and Hästbacka, David and Vilkko, Matti and Kuikka, Seppo},
    title = {Service Architecture and Interface Design for Mobile Machine Parameter Optimization System},
    pages = {848-854},
    journal = {IFAC-PapersOnLine},
    volume = {48},
    number = {3},
    issn = {2405-8963},
    publisher = {Elsevier},
    doi = {10.1016/j.ifacol.2015.06.189},
    note = {15th IFAC Symposium on Information Control Problems in Manufacturing INCOM 2015},
    url = {https://doi.org/10.1016/j.ifacol.2015.06.189}
}

@inproceedings{kann5,
    year = {2015},
    author = {Kannisto, Petri and Hästbacka, David and Kuikka, Seppo},
    title = {Teollista {I}nternetiä työkoneissa -- palveluarkkitehtuuri suorituskyvyn optimointiin},
    booktitle = {Automaatio XXI},
    publisher = {Suomen automaatioseura},
    url = {https://www.automaatioseura.fi/site/assets/files/1550/f2040.pdf}
}

@inproceedings{kann4,
    year = {2014},
    author = {Kannisto, Petri and Hästbacka, David and Palmroth, Lauri and Kuikka, Seppo},
    title = {Distributed Knowledge Management Architecture and Rule Based Reasoning for Mobile Machine Operator Performance Assessment},
    pages = {440-449},
    booktitle = {Proceedings of the 16th International Conference on Enterprise Information Systems (ICEIS)},
    issn = {2184-4992},
    isbn = {978-989-758-027-7},
    publisher = {SCITEPRESS},
    doi = {10.5220/0004870004400449},
    url = {https://doi.org/10.5220/0004870004400449}
}

@inproceedings{kann3,
    year = {2013},
    author = {Kannisto, Petri and Hästbacka, David and Kuikka, Seppo},
    title = {Improving Asset Management: Plant Models Supported by Composite Services},
    booktitle = {Automaatio XX},
    publisher = {Finnish Society of Automation}
}

@inproceedings{hast1,
    year = {2011},
    author = {Hästbacka, David and Kannisto, Petri and Kuikka, Seppo},
    title = {Business Process Modeling and {SOA} in Industrial {O}\&{M} Application Development},
    pages = {277-285},
    booktitle = {Proceedings of the 13th International Conference on Enterprise Information Systems (ICEIS)},
    issn = {2184-4992},
    isbn = {978-989-8425-55-3},
    publisher = {SCITEPRESS},
    doi = {10.5220/0003507202770285},
    url = {https://doi.org/10.5220/0003507202770285}
}

@inproceedings{kann2,
    year = {2011},
    author = {Kannisto, Petri and Hästbacka, David and Kuikka, Seppo},
    title = {Laitteiden ympäristövaikutusten arviointi palvelukeskeisillä liiketoimintaprosesseilla},
    booktitle = {Automaatio XIX},
    publisher = {Suomen automaatioseura}
}

@mastersthesis{kann1,
    year = {2011},
    author = {Kannisto, Petri},
    title = {Service-Oriented Business Process Modeling in Operations and Maintenance},
    school = {Tampere University of Technology},
    url = {http://urn.fi/URN:NBN:fi:tty-2011051914675}
}