Resolving energy consumption issues and spectrum allocation for future broadband networks
Yükleniyor...
Tarih
2021
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
IEEE Access
Erişim Hakkı
info:eu-repo/semantics/openAccess
Özet
With the fast and rapid pace of developments in wireless technology, energy consumption
has become a problem of great significance for future networks. Over the past few years, several energy
monitoring policies have been initiated to promote energy efficiency emphasizing the active and important
role of consumers to realize this goal. This study resolves the energy consumption issues of broadband
networks and determines the energy usage associated with high spectrum allocation in future broadband
networks by leveraging clustering from the data mining domain. For analyzing the overall patterns of energy
consumption in broadband networks, this study segments the broadband networks based on the similarities
of their electrical load profiles and the proportion of energy usage per hour (%) as a common framework and
divides the users into different groups. The prime objective for the segmentation is to provide personalized
recommendations to each group to reduce the energy consumption and associated costs thereby fostering
energy efficiency measures and improving consumer engagement. The segmentation is obtained by an
iterative process based on computational clusters calculation which is finalized by a post clustering analysis.
Post clustering analysis involves visualization and statistical data mining techniques to analyze the energy
consumption patterns and reallocating to a more appropriate group. The K-Means clustering technique is
utilized for this purpose which provides the best prediction accuracy of 98.46% for energy load profiles at
the spectrum of 100GHz. The energy consumption segmentation of the consumers provides knowledge and
a better understanding of the consumer for optimizing energy consumption for future broadband.
Açıklama
Anahtar Kelimeler
Broadband Networks, Clustering, Energy Consumption, Segmentation, K-means
Kaynak
IEEE Access
WoS Q Değeri
Q2
Scopus Q Değeri
Q1
Cilt
Sayı
Künye
Azzah, S. N., Din, S., Ilyas, M., Ashraf, I., Choi, G. S. (2021). Resolving energy consumption issues and spectrum allocation for future broadband networks. IEEE Access.
