@conference {16779,
	title = {Synergizing Fuzzy-based Task Offloading with Machine Learning-driven Forecasting for IoT},
	booktitle = {2024 IEEE 8th International Conference on Fog and Edge Computing (ICFEC)},
	year = {2024},
	pages = {71-78},
	abstract = {Nowadays IoT applications play an increasing role in our lives, which require adaptive solutions to meet an acceptable level of quality. To support this need, IoT is often coupled with fog and cloud services, especially for real-time applications, where short latency and fast data integration matter the most. To manage such IoT-Fog-Cloud systems effectively, task offloading methods are needed, which represent an NP-hard problem, to be addressed by scheduling algorithms using some sort of heuristics. In this paper, we present a fuzzy-based offloading algorithm improved by machine learning-based time-series prediction to boost its decision making, and thus to reach efficient system usage. We also extend and use the DISSECT-CF-Fog simulator to evaluate our proposed approach on a real-world-based IoT use case. Our results showed improvements by reducing execution time of the considered IoT application with essentially the same utilisation cost, energy consumption and network usage.},
	keywords = {edge computing, energy consumption, fog computing, Forecasting, Internet of Things, machine learning, Machine learning algorithms, NP-hard problem, Prediction, Prediction algorithms, Real-time systems, Scheduling algorithms, simulation, Task Offloading, Time series analysis},
	doi = {10.1109/ICFEC61590.2024.00015},
	url = {https://ieeexplore.ieee.org/document/10707224},
	author = {M{\'a}rkus, Andr{\'a}s and Heged{\H u}s, Valentin D{\'a}niel and Dombi, J{\'o}zsef D{\'a}niel and Kert{\'e}sz, Attila}
}
@article {Kertesz201641,
	title = {A Pliant-based Virtual Machine Scheduling Solution to Improve the Energy Efficiency of IaaS Clouds},
	journal = {Journal of Grid Computing},
	volume = {14},
	number = {1},
	year = {2016},
	note = {cited By 0},
	pages = {41-53},
	doi = {10.1007/s10723-015-9336-9},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84928623040\&doi=10.1007\%2fs10723-015-9336-9\&partnerID=40\&md5=d9b31d1217fd1528c28baa3fdff354be},
	author = {Attila Kert{\'e}sz and J D Dombi and Benyi, A.}
}
@conference {Benyi2014519,
	title = {Energy-aware VM scheduling in IaaS clouds using pliant logic},
	booktitle = {CLOSER 2014 - Proceedings of the 4th International Conference on Cloud Computing and Services Science},
	year = {2014},
	note = {cited By 3},
	pages = {519-526},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84902335921\&partnerID=40\&md5=952c7168ba5b385800201e585ee529e2},
	author = {Benyi, A. and J D Dombi and Attila Kert{\'e}sz}
}
@conference {Kertesz2014138,
	title = {Multi-job meta-brokering in distributed computing infrastructures using pliant logic},
	booktitle = {Proceedings - 2014 22nd Euromicro International Conference on Parallel, Distributed, and Network-Based Processing, PDP 2014},
	year = {2014},
	note = {cited By 1},
	pages = {138-145},
	doi = {10.1109/PDP.2014.33},
	url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-84899461734\&doi=10.1109\%2fPDP.2014.33\&partnerID=40\&md5=5fec5c7fb3caf6ef20092778e86cb176},
	author = {Attila Kert{\'e}sz and Maros, G. and J D Dombi}
}
@inbook {springerlink:10.1007/978-3-642-19890-8_13,
	title = {Advanced Scheduling Techniques with the Pliant System for High-Level Grid Brokering},
	booktitle = {Agents and Artificial Intelligence},
	series = {Communications in Computer and Information Science},
	volume = {129},
	year = {2011},
	pages = {173-185},
	publisher = {Springer Berlin Heidelberg},
	organization = {Springer Berlin Heidelberg},
	isbn = {978-3-642-19890-8},
	url = {http://dx.doi.org/10.1007/978-3-642-19890-8_13},
	author = {J D Dombi and Attila Kert{\'e}sz},
	editor = {Filipe, Joaquim and Fred, Ana and Sharp, Bernadette}
}
@conference {daniel_dombi:scheduling,
	title = {Scheduling Solution for Grid Meta-Brokering using the Pliant System.},
	booktitle = {ICAART (2){\textquoteright}10},
	year = {2010},
	pages = {46-53},
	author = {J D Dombi and Attila Kert{\'e}sz}
}
@article {journals/actaC/KerteszDD09,
	title = {Adaptive Scheduling Solution for Grid Meta-Brokering.},
	journal = {Acta Cybern.},
	volume = {19},
	number = {1},
	year = {2009},
	pages = {105-123},
	keywords = {dblp},
	url = {http://dblp.uni-trier.de/db/journals/actaC/actaC19.html$\#$KerteszDD09},
	author = {Attila Kert{\'e}sz and J D Dombi and J. Dombi}
}
@conference {BiDo06a,
	title = {Building a framework for the consistency management of the distributed applications},
	booktitle = {Proceedings of the 4th International Conference on .NET Technologies},
	year = {2006},
	pages = {55-63},
	author = {V. Bilicki and J D Dombi}
}
@conference {BiDo06,
	title = {Paxos with multiple leaders},
	booktitle = {Volume of Extended Abstracts of the 5th Conference of PhD Students in Computer Science},
	year = {2006},
	pages = {28},
	author = {V. Bilicki and J D Dombi}
}
