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Recently, deep learning has achieved promising results in the calculation of Estimated Time of Arrival (ETA), which is considered as predicting the travel time from the start point to a certain place along a given path. ETA plays an…

机器学习 · 计算机科学 2021-10-11 Vadim Porvatov , Natalia Semenova , Andrey Chertok

An end-to-end communications system based on Orthogonal Frequency Division Multiplexing (OFDM) is modeled as an autoencoder (AE) for which the transmitter (coding and modulation) and receiver (demodulation and decoding) are represented as…

信息论 · 计算机科学 2022-01-06 Kemal Davaslioglu , Tugba Erpek , Yalin E. Sagduyu

Embedding models have been an effective learning paradigm for high-dimensional data. However, one open issue of embedding models is that their representations (latent factors) often result in large parameter space. We observe that existing…

机器学习 · 计算机科学 2021-12-15 Xupeng Miao , Hailin Zhang , Yining Shi , Xiaonan Nie , Zhi Yang , Yangyu Tao , Bin Cui

An alternative approach for the panel second stage of data envelopment analysis (DEA) is presented in this paper. Instead of efficiency scores, we propose to model rankings in the second stage using a dynamic ranking model in the…

应用统计 · 统计学 2024-05-09 Vladimír Holý

Dense Networks (DenseNet) and Multi-Radio Access Technologies (Multi-RATs) are considered as key features of the emerging fifth generation (5G) wireless systems. A Multi-RAT DenseNet is characterized by a very dense deployment of low-power…

网络与互联网体系结构 · 计算机科学 2015-10-07 Antonino Orsino , Giuseppe Araniti , Antonella Molinaro , Antonio Iera

Energy harvesting (EH) in wireless communications has become the focus of recent transmission technology studies. Herein, energy storage modeling is one of the crucial design benchmarks that must be treated carefully. Understanding the…

信息论 · 计算机科学 2019-08-06 Sami Akın , M Cenk Gursoy

Device mobility in dense Wi-Fi networks offers several challenges. Two well-known problems related to device mobility are handover prediction and access point selection. Due to the complex nature of the radio environment, analytical models…

网络与互联网体系结构 · 计算机科学 2022-05-31 Muhammad Asif Khan , Ridha Hamila , Adel Gastli , Serkan Kiranyaz , Nasser Ahmed Al-Emadi

Vehicle-to-infrastructure and vehicle-to-vehicle communications has been introduced to provide high rate Internet connectivity to vehicles to meet the ubiquitous coverage and increasing high-data rate internet and multimedia demands by…

网络与互联网体系结构 · 计算机科学 2020-08-24 Aytül Bozkurt

This study proposes a learning-based method with domain adaptability for input estimation of vehicle suspension systems. In a crowdsensing setting for bridge health monitoring, vehicles carry sensors to collect samples of the bridge's…

机器学习 · 计算机科学 2021-04-05 Liam M. Cronin , Soheil Sadeghi Eshkevari , Debarshi Sen , Shamim N. Pakzad

The vertical handover decision is considered an NP-Hard problem. For that reason, a large variety of vertical handoff algorithms (VHA) have been proposed to help the user to select dynamically the best access network in terms of quality of…

网络与互联网体系结构 · 计算机科学 2012-06-11 Mohamed Lahby , Leghris Cherkaoui , Abdellah Adib

In High Speed Train Communications (HSTC), the most challenging issue is coping with the extremely fast fading channel. Compared with its static counterpart, channel estimation on the move consumes excessive energy and spectrum to achieve…

信息论 · 计算机科学 2014-04-01 Chunxu Jiao , Zhaoyang Zhang , Huazi Zhang , Liangliang Zhu

Mobile apps are increasingly relying on high-throughput and low-latency content delivery, while the available bandwidth on wireless access links is inherently time-varying. The handoffs between base stations and access modes due to user…

网络与互联网体系结构 · 计算机科学 2021-04-28 Lifan Mei , Jinrui Gou , Yujin Cai , Houwei Cao , Yong Liu

The demand for a broadband wireless connection is nowadays no longer limited to stationary situations, but also required while traveling. Therefore, there exist combined efforts to provide wireless access also on High Speed Trains (HSTs),…

网络与互联网体系结构 · 计算机科学 2015-06-18 Martin Klaus Müller , Martin Taranetz , Markus Rupp

End-to-end learning of communications systems is a fascinating novel concept that has so far only been validated by simulations for block-based transmissions. It allows learning of transmitter and receiver implementations as deep neural…

机器学习 · 统计学 2018-03-14 Sebastian Dörner , Sebastian Cammerer , Jakob Hoydis , Stephan ten Brink

Language models are increasingly used not only as standalone predictors but also as components in larger inference systems, from test-time reasoning to multi-model collaboration. We study language model networks, where pre-trained language…

人工智能 · 计算机科学 2026-05-14 Shiguang Wu , Yaqing Wang , Quanming Yao

In future drone applications fast moving unmanned aerial vehicles (UAVs) will need to be connected via a high throughput ultra reliable wireless link. MmWave communication is assumed to be a promising technology for UAV communication, as…

信号处理 · 电气工程与系统科学 2020-10-08 Achiel Colpaert , Evgenii Vinogradov , Sofie Pollin

Communication networks are important infrastructures in contemporary society. There are still many challenges that are not fully solved and new solutions are proposed continuously in this active research area. In recent years, to model the…

网络与互联网体系结构 · 计算机科学 2022-01-03 Weiwei Jiang

The rapid developments of high-speed trains (HSTs) introduce new challenges to HST wireless communication systems. Realistic HST channel models play a critical role in designing and evaluating HST communication systems. Due to the length…

网络与互联网体系结构 · 计算机科学 2017-01-02 Yu Liu , Ammar Ghazal , Cheng-Xiang Wang , Xiaohu Ge , Yang Yang , Yapei Zhang

In the near future, Internet-of-Things (IoT) is expected to connect billions of devices (e.g., smartphones and sensors), which generate massive real-time data at the network edge. Intelligence can be distilled from the data to support…

信息论 · 计算机科学 2019-12-04 Qiao Lan , Zezhong Zhang , Yuqing Du , Zhenyi Lin , Kaibin Huang

In this paper, we propose a two-layer framework to learn the optimal handover (HO) controllers in possibly large-scale wireless systems supporting mobile Internet-of-Things (IoT) users or traditional cellular users, where the user mobility…

网络与互联网体系结构 · 计算机科学 2018-05-09 Zhi Wang , Lihua Li , Yue Xu , Hui Tian , Shuguang Cui