Jun 2026· Educational Data Mining· pp. 1-4· 0 citations· 10 references
Abstract
The exponential growth in mobile data traffic has driven a corresponding increase in Radio Access Network (RAN) energy consumption, making energy efficiency a critical priority for mobile operators. This paper presents a large-scale empirical evaluation of multi-generation (3G-5G) power-saving features deployed in a live commercial network. Using a controlled sample of 45 sites equipped with remote power meters, we quantify the individual and cumulative energy savings of four commercially available features. Through baseline measurements, sequential activation, and controlled rollback experiments, we isolate the contribution of each feature and assess its impact on key performance indicators and user experience. The combined activation offsets the power increase from network modernization, achieving a net saving of 15.78% in regional lower-load areas without measurable degradation in accessibility, retainability, or throughput. The micro-DTX feature emerges as the dominant contributor, delivering load-dependent savings of 7-12.5%. Comparative analysis between lower-load regional and higher-load urban environments reveals a strong dependency of achievable savings on traffic load and activation window configuration. These findings provide a replicable, data-driven framework for operators implementing energy-efficient RAN strategies while maintaining quality of service, and highlight critical trade-offs between aggressive power reduction and user experience.
We introduce an open live multi-technology cellular network dataset derived from real, operational base stations of a commercial mobile operator in Slovakia. It provides a rare look inside live 2G, 4G and 5G Radio Access Networks (RANs) through Performance Management (PM) counters collected at 15-minute intervals and m...
Peter Lehoczký, Matúš Turcsány, L. Krajčovičová et al.· Scientific Data· 0 citations
This review systematically traces how mobile network technology has evolved from second-generation (2G) through fifth-generation (5G) systems, looks at how each generation has been applied in smart grid settings, and sets out what each generation could and could not do.
Musaab Abdelmageed Abdelraheem Abdalla· International Journal of Sci...· 0 citations
—To reduce power consumption and extend network lifespan, academic and industrial groups have focused on energy-efficiency approaches for Next Generation Networks (NGNs). Fifth-generation (5G) networks offer a large number of services at high data rates, low latency, and massive connectivity. Increasing volumes of hete...
P. Raddy, Sudhanva A M, Arathi R. Shankar· Journal of Communications So...· 0 citations
As network traffic grows, reducing energy costs and $\mathbf{C O}_{2}$ emissions is essential for sustainable telecom operations. Energy efficiency (EE) is therefore a key design objective in 5G Radio Access Networks (RAN), where computing resources in the Central Unit (CU) and Distributed Unit (DU) must be managed whi...
Ramagiddaiah Eediga, Preethi G V, Anand Svr et al.· International Conference on...· 0 citations
A comprehensive survey and quantitative analysis of network architectures for enabling future sixth-generation (6G) services in rural and underserved regions and identifies emerging technologies, including direct-to-device non-terrestrial access, programmable radio environments, and intelligent RAN control that are exp...
Souradeep Deb, Nishith D. Tripathi, Jeffrey H. Reed· IEEE Open Journal of the Com...· 0 citations
MEC is validated as a key enabling complementary technology for 6G networks with its supporting use cases for Ultra-Reliable Low-Latency Communication (URLLC); and the paper also reveals open research challenges in adaptive resource allocation, security and AI-based orchestration for future edge architectures in 6G.
Jayant Pratap, Amandeep, Dharmender Kumar, Suraj S· International Journal of Adv...· 0 citations
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