Research on Heuristic Optimization and Operations in IoT
J.UCS Special Issue
Dominik Ślęzak
(Institute of Informatics, University of Warsaw, Poland
slezak@mimuw.edu.pl)
Dobroslav Kováč
(Faculty of Electrical Engineering and Informatics, Technical
University of Košice, Slovakia
dobroslav.kovac@tuke.sk)
Mauro Iacono
(Dipartimento di Matematica e Fisica, Università degli Studi della
Campania "Luigi Vanvitelli", Caserta, Italy
mauro.iacono@unicampania.it)
Jacek M. Czerniak
(Institute of Computer Science, Casimir the Great University in
Bydgoszcz, Poland
jczerniak@ukw.edu.pl)
Nowadays, many Internet of Things solutions require heuristic
optimization and operations techniques. Nonetheless, there are still
many challenges to overcome. In particular, the majority of practical
applications of optimization methods should be investigated with the
emphasis on artificial intelligence methods and techniques, machine
learning elements and image processing, as well as their applications
in the broadly understood IoT. The main problems are related to
decision making under conditions of uncertainty and with incomplete
data. This often requires the design, implementation and
solution/execution of models that represent the system subject to
tests.
Therefore, in this Special Issue, we covered recent solutions to the
abovementioned problems, novel methods and algorithms, advances,
challenges, as well as practical applications of optimization and
operations techniques for IoT systems.
All submissions were peer-reviewed by top experts in the domain. After
revision and re-review, based on the reviews and the opinion of the
guest editors, 8 articles were selected for publication in this
special issue to represent the breadth of the field.
Sathishkumar Natesan and Rajakumar Krishnan present Energy
Efficient Composite Metric Routing (EECMR) protocol for Low Power and
Lossy Networks used by IoT systems.
Izabela Rojek, Dariusz Mikołajewski, Piotr Kotlarz and Alžbeta
Sapietova show the evolution of databases from classical
relational databases to distributed databases and data warehouses to
fuzzy databases used in a production enterprise, which could be used
also by IoT systems.
Tibor Vince, Matej Bereš, Irena Kováčova, Ján Molnár, Branislav Fecko,
Jozef Dziak, Iveta Tomčiková and Milan Guzan present analyses of the
implementation of IoT in the patent technology of the remote measuring
laboratory (VMLab). The technology allows to create a new electrical
connection between different devices, where the connection diagram has
not been defined before.
Vibekanaanda Dutta, Michał Choraś, Marek Pawlicki and Rafal Kozik
cover the security problems of IoT systems by testing modern machine
learning approaches on a novel cybersecurity benchmark IoT dataset.
Łukasz Apiecionek and Mateusz Biedziak also show the security
problems of IoT systems by presenting the fuzzy adaptive algorithm
using Ordered Fuzzy Numbers for predicting amount of packets which
could be passed over the network boarder gateway to minimize the DDoS
attacks.
Lelio Campanile, Mauro Iacono, Fiammetta Marulli, Michele Mastroianni,
and Nicola Mazzocca present a fuzzy logic based power management
strategy for IoT subsystem that aims at maximizing the duration of the
network by locally migrating part of the computing tasks between
nodes.
Dawid Ewald, Hubert Zarzycki, Łukasz Apiecionek and Jacek M. Czerniak
show an innovative OFNBee optimization method based on combining
the swarm intelligence with the use of ordered fuzzy numbers OFN.
Ján Molnár, Simona Kirešová, Tibor Vince, Dobroslav Kováč, Patrik
Jacko, Matej Bereš and Peter Hrabovský describe IoT issues and
communication protocols used in IoT, and the design and implementation
of an educational model of IoT system - the Weather station with the
ThingSpeak cloud support.
We would like to express our thankfulness to Christian Gutl
(Managing Editor) and Dana Kaiser (Head of Editorial Team) for
permitting us to organize this special issue under the auspices of the
Journal of Universal Computer Science.
We would also like to thank all reviewers who facilitated the review
process, namely: Stefka Fidanova, Ján Perdulak, Vijayakumar
Varadarajan, Michael Schuh, Mauro Iacono, Hubert Zarzycki, Dariusz
Mikołajewski, Katarzyna Wegrzyn-Wolska, Rytis Maskeliunas, Grzegorz
M. Wojcik, Olena Slavko, Viacheslav Melnykov, Wojciech Mazurczyk,
Konstantinos Demestichas, Mariusz Dramski, Karthik Ganesan Pillai,
Dobroslav Kováč, Michał Choraś, Ján Molnár, Tibor Vince,
Marcin Paprzycki, Fabrizio Maturo, Arcangelo Castiglione, Francesco
Mercaldo, Krzysztof Dyczkowski, Dmytro Mamchur, Łukasz Apiecionek,
Pasquale Cantiello.
|