Application of opposition-based learning concepts in reducing the power consumption in wireless access networks

Application of opposition-based learning concepts in reducing the power consumption in wireless access networks. Goudos, S., K., Deruyck, M., Plets, D., Martens, L., & Joseph, W. In 2016 23rd International Conference on Telecommunications, ICT 2016, 2016.
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The reduction of power consumption in wireless access networks is a challenging and important issue. In this paper, we apply Opposition-Based Learning (OBL) concepts for reducing the power consumption of LTE base stations. More specifically, we present a new Modified Biogeography Based Optimization (BBO) algorithm enhanced with OBL techniques. We apply both the original BBO and the new Modified Opposition BBO (MOBBO) to network design cases to the city of Ghent, Belgium, with 75 possible LTE base station locations. We optimize the network towards two objectives: coverage maximization and power consumption minimization. Preliminary results indicate the advantages and applicability of our approach.

@inproceedings{
 title = {Application of opposition-based learning concepts in reducing the power consumption in wireless access networks},
 type = {inproceedings},
 year = {2016},
 id = {4e821804-cc63-3d8d-99c9-1b589475f103},
 created = {2020-02-29T16:57:44.194Z},
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 profile_id = {c69aa657-d754-373c-91b7-64154b7d5d91},
 last_modified = {2023-02-11T18:54:05.785Z},
 read = {false},
 starred = {false},
 authored = {true},
 confirmed = {true},
 hidden = {false},
 citation_key = {Goudos2016a},
 private_publication = {false},
 abstract = {The reduction of power consumption in wireless access networks is a challenging and important issue. In this paper, we apply Opposition-Based Learning (OBL) concepts for reducing the power consumption of LTE base stations. More specifically, we present a new Modified Biogeography Based Optimization (BBO) algorithm enhanced with OBL techniques. We apply both the original BBO and the new Modified Opposition BBO (MOBBO) to network design cases to the city of Ghent, Belgium, with 75 possible LTE base station locations. We optimize the network towards two objectives: coverage maximization and power consumption minimization. Preliminary results indicate the advantages and applicability of our approach.},
 bibtype = {inproceedings},
 author = {Goudos, Sotirios K. and Deruyck, Margot and Plets, David and Martens, Luc and Joseph, Wout},
 doi = {10.1109/ICT.2016.7500426},
 booktitle = {2016 23rd International Conference on Telecommunications, ICT 2016}
}

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