A novel design approach for NB-IoT networks using hybrid teaching-learning optimization

A novel design approach for NB-IoT networks using hybrid teaching-learning optimization. Goudos, S., K., Deruyck, M., Plets, D., Martens, L., & Joseph, W. In IET Conference Publications, volume 2018, 2018.
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In this paper, we present and address the problem of designing green LTE networks with Internet of Things (IoT) nodes. We consider the new NarrowBand-IoT (NB-IoT) wireless technology that will emerge in current and future access networks. The main objective is to reduce power consumption by responding to the instantaneous bit rate demand by the user and the IoT node. In this context, we apply emerging evolutionary algorithms to the above problem. More specifcally, we apply the Teaching-Learning-Optimization (TLBO), the Jaya algorithm, and a hybrid algorithm. This hybrid algorithm named TLBO-Jaya uses concepts from both algorithms in an effective way. We compare and discuss the preliminary results of these algorithms.

@inproceedings{
 title = {A novel design approach for NB-IoT networks using hybrid teaching-learning optimization},
 type = {inproceedings},
 year = {2018},
 keywords = {Evolutionary algorithms,Green networks,LTE,NB-IoT,Power consumption,Teaching- learning optimization},
 volume = {2018},
 issue = {CP741},
 id = {10f9f811-3684-3201-be8b-46a3959c8e20},
 created = {2020-02-29T16:57:43.882Z},
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 profile_id = {c69aa657-d754-373c-91b7-64154b7d5d91},
 last_modified = {2023-02-11T18:54:04.062Z},
 read = {false},
 starred = {false},
 authored = {true},
 confirmed = {true},
 hidden = {false},
 citation_key = {Goudos2018a},
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 abstract = {In this paper, we present and address the problem of designing green LTE networks with Internet of Things (IoT) nodes. We consider the new NarrowBand-IoT (NB-IoT) wireless technology that will emerge in current and future access networks. The main objective is to reduce power consumption by responding to the instantaneous bit rate demand by the user and the IoT node. In this context, we apply emerging evolutionary algorithms to the above problem. More specifcally, we apply the Teaching-Learning-Optimization (TLBO), the Jaya algorithm, and a hybrid algorithm. This hybrid algorithm named TLBO-Jaya uses concepts from both algorithms in an effective way. We compare and discuss the preliminary results of these algorithms.},
 bibtype = {inproceedings},
 author = {Goudos, Sotirios K. and Deruyck, Margot and Plets, David and Martens, Luc and Joseph, Wout},
 doi = {10.1049/cp.2018.1056},
 booktitle = {IET Conference Publications}
}

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