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Configuration optimization remains a critical bottleneck in machine learning, requiring coordinated tuning across model architecture, training strategy, feature engineering, and hyperparameters. Traditional approaches treat these dimensions…

Artificial Intelligence · Computer Science 2025-08-22 Yuxing Lu , Yucheng Hu , Nan Sun , Xukai Zhao

The construction of Low Earth Orbit (LEO) satellite constellations has recently attracted tremendous attention from both academia and industry. The 5G and 6G standards have identified LEO satellite networks as a key component of future…

Networking and Internet Architecture · Computer Science 2025-07-11 Jiasheng Wu , Shaojie Su , Wenjun Zhu , Xiong Wang , Jingjing Zhang , Xingqiu He , Yue Gao

This paper covers the practical aspects of commercial long term evolution (LTE) network design and deployment. The end-to-end architecture of the LTE network and different deployment scenarios are presented. Moreover, the LTE coverage and…

Networking and Internet Architecture · Computer Science 2018-10-09 Ayman Elnashar

The problem of improving the handover performance in Long Term Evolution-Advanced (LTE-A) networks has not been fully solved yet. Traditionally, the selection of the target Evolved Node B (TeNB) in the handover procedure is based on the…

Emerging Technologies · Computer Science 2024-05-24 Sayan Kumar Ray , NZ Jhanjhi , Akbar Hossain

We consider the problem of transmission energy op- timization via range assignment for Low Power Nodes (LPNs) in Long Term Evolution (LTE) Heterogenous Networks (HetNets). The optimization is subject to the load coupling model, where the…

Information Theory · Computer Science 2017-06-23 Lei You , Lei Lei , Di Yuan

Autotuning is an established technique for optimizing the performance of parallel applications. However, programmers must prepare applications for autotuning, which is tedious and error prone coding work. We demonstrate how applications…

Software Engineering · Computer Science 2014-05-14 Thomas Karcher , Christopher Guckes , Walter F. Tichy

The Internet of Things (IoT) signifies a revolutionary technological advancement, enhancing various applications through device interconnectivity while introducing significant challenges due to these devices' limited hardware and…

Networking and Internet Architecture · Computer Science 2025-12-08 Mohammadhossein Homaei

In this paper, we consider the automated planning of optimal paths for a robotic team satisfying a high level mission specification. Each robot in the team is modeled as a weighted transition system where the weights have associated…

Robotics · Computer Science 2015-03-13 Alphan Ulusoy , Stephen L. Smith , Calin Belta

The emerging paradigm of 6G multiple Radio Access Technology (multi-RAT) networks, where cellular and Wireless Fidelity (WiFi) transmitters coexist, requires mobility decisions that remain reliable under fast channel dynamics, interference,…

Machine Learning · Computer Science 2025-10-17 Maria Lamprini A. Bartsioka , Anastasios Giannopoulos , Sotirios Spantideas

Mobility management in cellular networks, especially the handover (HO) process, plays a key role in providing seamless and ubiquitous Internet access. The wide-scale deployment of 5G and the resulting co-existence of 4G/5G in the past six…

Networking and Internet Architecture · Computer Science 2025-11-19 Moinak Ghoshal , Imran Khan , Phuc Dinh , Z. Jonny Kong , Omar Basit , Sizhe Wang , Yufei Feng , Y. Charlie Hu , Dimitrios Koutsonikolas

In this letter, we study a cellular-connected unmanned aerial vehicle (UAV) which aims to complete a mission of flying between two pre-determined locations while maintaining satisfactory communication quality with the ground base stations…

Information Theory · Computer Science 2025-02-27 Xiangming Du , Shuowen Zhang , Francis C. -M. Lau

Deep learning has recently become one of the most compute/data-intensive methods and is widely used in many research areas and businesses. One of the critical challenges of deep learning is that it has many parameters that can be adjusted,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-12 JooYoung Park , DoangJoo Synn , XinYu Piao , Jong-Kook Kim

Due to the dramatic growth in mobile data traffic on one hand and the scarcity of the licensed spectrum on the other hand, mobile operators are considering the use of unlicensed bands (especially those in 5 GHz) as complementary spectrum…

Networking and Internet Architecture · Computer Science 2017-02-28 Ursula Challita , Mahesh K. Marina

Emerging standardization of Geo Mobile Radio (GMR-1) for satellite system is having strong resemblance to terrestrial GSM (Global System for Mobile communications) at the upper protocol layers and TCP (Transmission Control Protocol) is one…

Networking and Internet Architecture · Computer Science 2015-06-05 Preetida Vinayakray-Jani , Sugata Sanyal

Telecommunications networks generate extensive performance and environmental telemetry, yet most LTE and 5G-NR deployments still rely on static, manually engineered configurations. This limits adaptability in rural, nomadic, and…

Networking and Internet Architecture · Computer Science 2026-02-04 Simran Saxena , Arpad Kovesdy

The efficient deployment of Internet of Things (IoT) over cellular networks, such as Long Term Evolution (LTE) or the next generation 5G, entails several challenges. For massive IoT, reducing the energy consumption on the device side…

Networking and Internet Architecture · Computer Science 2017-07-18 Pilar Andres-Maldonado , Pablo Ameigeiras , Jonathan Prados-Garzon , Juan J. Ramos-Munoz , Juan M. Lopez-Soler

Offloading time-sensitive, computationally intensive tasks-such as advanced learning algorithms for autonomous driving-from vehicles to nearby edge servers, vehicle-to-infrastructure (V2I) systems, or other collaborating vehicles via…

Networking and Internet Architecture · Computer Science 2024-08-08 Nazish Tahir , Ramviyas Parasuraman , Haijian Sun

To ensure reliable and effective mobility management for aerial user equipment (UE), estimating the speed of cellular-connected unmanned aerial vehicles (UAVs) carries critical importance since this can help to improve the quality of…

Signal Processing · Electrical Eng. & Systems 2022-06-28 Md Moin Uddin Chowdhury , Priyanka Sinha , Kim Mahler , Ismail Guvenc

This paper addresses the optimization of human-robot collaborative work-cells before their physical deployment. Most of the times, such environments are designed based on the experience of the system integrators, often leading to…

Robotics · Computer Science 2025-03-05 Christian Cella , Matteo Bruce Robin , Marco Faroni , Andrea Maria Zanchettin , Paolo Rocco

Handover optimization in O-RAN faces growing challenges due to heterogeneous user mobility patterns and rapidly varying radio conditions. Existing ML-based handover schemes typically operate at the near-RT layer, which lack awareness of the…

Networking and Internet Architecture · Computer Science 2026-03-19 Abdul Wadud , Fatemeh Golpayegani , Nima Afraz
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