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Detection with high dimensional multimodal data is a challenging problem when there are complex inter- and intra- modal dependencies. While several approaches have been proposed for dependent data fusion (e.g., based on copula theory),…

应用统计 · 统计学 2018-02-14 Thakshila Wimalajeewa , Pramod K. Varshney

Massive machine-type communication (mMTC) has been regarded as one of the most important use scenarios in the fifth generation (5G) and beyond wireless networks, which demands scalable access for a large number of devices. While grant-free…

信号处理 · 电气工程与系统科学 2021-02-18 Xinyu Bian , Yuyi Mao , Jun Zhang

We consider a dense small cell (DSC) network where multi-antenna small cell base stations (SBSs) transmit data to single-antenna users over a shared frequency band. To enhance capacity, a state-of-the-art technique known as noncoherent…

信号处理 · 电气工程与系统科学 2024-09-12 Shaozhuang Bai , Zhenzhen Gao , Xuewen Liao

This paper presents several analytic closed-form approximations of the aggregated interference statistics within the framework of uplink massive machine-type communications (mMTC), taking into account the random activity of the sensors.…

信号处理 · 电气工程与系统科学 2024-12-10 Sergi Liesegang , Antonio Pascual-Iserte , Olga Muñoz

In this work, based on the hybrid generalized approximate message passing (HyGAMP) algorithm, we propose the message-scheduling GAMP (MSGAMP) algorithm in order to address the problem of joint active device detection and channel estimation…

信息论 · 计算机科学 2021-06-15 R. B. Di Renna , R. C. de Lamare

The problem of decentralized detection in a sensor network subjected to a total average power constraint and all nodes sharing a common bandwidth is investigated. The bandwidth constraint is taken into account by assuming non-orthogonal…

信息论 · 计算机科学 2007-07-13 Sudharman K. Jayaweera

Massive MIMO is considered a key enabler to support massive machine-type communication (mMTC). While massive access schemes have been extensively analyzed for co-located massive MIMO arrays, this paper explores activity detection in…

信号处理 · 电气工程与系统科学 2025-03-14 Ali Elkeshawy , Haifa Fares , Amor Nafkha

We consider multitarget detection and tracking problem for a class of multipath detection system where one target may generate multiple measurements via multiple propagation paths, and the association relationship among targets,…

计算机视觉与模式识别 · 计算机科学 2018-12-12 Hua Lan , Shuai Sun , Zengfu Wang , Quan Pan , Zhishan Zhang

The multi-panel array, as a state-of-the-art antenna-in-package technology, is very suitable for millimeter-wave (mmWave)/terahertz (THz) systems, due to its low-cost deployment and scalable configuration. But in the context of nonuniform…

信息论 · 计算机科学 2022-09-13 Hanlin Xiu , Zhen Gao , Anwen Liao , Yikun Mei , Dezhi Zheng , Shufeng Tan , Marco Di Renzo , Lajos Hanzo

In this paper, we study the problem of \textit{activity detection} (AD) in a massive MIMO setup, where the Base Station (BS) has $M \gg 1$ antennas. We consider a block fading channel model where the $M$-dim channel vector of each user…

信息论 · 计算机科学 2018-06-20 Saeid Haghighatshoar , Peter Jung , Giuseppe Caire

Future cellular networks will support a massive number of devices as a result of emerging technologies such as Internet-of-Things and sensor networks. Enhanced by machine type communication (MTC), low-power low-complex devices in the order…

信息论 · 计算机科学 2017-09-18 Kamil Senel , Erik G. Larsson

With the increasing number of Internet of Things (IoT) devices, Machine Type Communication (MTC) has become an important use case of the Fifth Generation (5G) communication systems. Since MTC devices are mostly disconnected from Base…

网络与互联网体系结构 · 计算机科学 2022-01-14 Junseok Kim , Seongwon Kim , T. Taleb , Sunghyun Choi

Most existing studies on joint activity detection and channel estimation for grant-free massive random access (RA) systems assume perfect synchronization among all active users, which is hard to achieve in practice. Therefore, this paper…

信号处理 · 电气工程与系统科学 2023-05-23 Xinyu Bian , Yuyi Mao , Jun Zhang

Massive machine-type communication (mMTC) is a newly introduced service category in 5G wireless communication systems to support a variety of Internet-of-Things (IoT) applications. In recovering sparsely represented multi-user vectors,…

信号处理 · 电气工程与系统科学 2019-04-02 Jinyoup Ahn , Byonghyo Shim , Kwang Bok Lee

This paper investigates the fundamental tradeoff between communication and quickest change detection (QCD) in integrated sensing and communication (ISAC) systems under a monostatic setup. We introduce a novel Joint Communication and…

信息论 · 计算机科学 2025-12-10 Sung Hoon Lim , Daewon Seo

User activity detection in grant-free random access massive machine type communication (mMTC) using pilot-hopping sequences can be formulated as solving a non-negative least squares (NNLS) problem. In this work, two architectures using…

信号处理 · 电气工程与系统科学 2020-12-08 Narges Mohammadi Sarband , Ema Becirovic , Mattias Krysander , Erik G. Larsson , Oscar Gustafsson

This paper investigates the grant-free random access with massive IoT devices. By embedding the data symbols in the signature sequences, joint device activity detection and data decoding can be achieved, which, however, significantly…

机器学习 · 计算机科学 2020-01-29 Jialin Dong , Jun Zhang , Yuanming Shi , Jessie Hui Wang

In this paper, we propose joint sequencing and scheduling optimization for uplink machine-type communication (MTC). We consider multiple energy-constrained MTC devices that transmit data to a base station following the time division…

信息论 · 计算机科学 2021-04-23 Sheeraz A. Alvi , Xiangyun Zhou , Salman Durrani , Duy T. Ngo

A great amount of endeavor has recently been devoted to activity detection for massive machine-type communications in cell-free massive MIMO. However, in practice, as the number of antennas at the access points (APs) increases, the Rayleigh…

信号处理 · 电气工程与系统科学 2025-10-09 Jingreng Lei , Yang Li , Zeyi Ren , Qingfeng Lin , Ziyue Wang , Ya-Feng Liu , Yik-Chung Wu

This paper presents a tractable model for analyzing non-coherent joint transmission base station (BS) cooperation, taking into account the irregular BS deployment typically encountered in practice. Besides cellular-network specific aspects…

信息论 · 计算机科学 2014-09-22 Ralph Tanbourgi , Sarabjot Singh , Jeffrey G. Andrews , Friedrich K. Jondral