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Existing communication systems exhibit inherent limitations in translating theory to practice when handling the complexity of optimization for emerging wireless applications with high degrees of freedom. Deep learning has a strong potential…

网络与互联网体系结构 · 计算机科学 2020-05-14 Tugba Erpek , Timothy J. O'Shea , Yalin E. Sagduyu , Yi Shi , T. Charles Clancy

The marriage of wireless big data and machine learning techniques revolutionizes the wireless system by the data-driven philosophy. However, the ever exploding data volume and model complexity will limit centralized solutions to learn and…

机器学习 · 计算机科学 2020-03-03 Yue Xu , Feng Yin , Wenjun Xu , Chia-Han Lee , Jiaru Lin , Shuguang Cui

The rapidly growing wave of wireless data service is pushing against the boundary of our communication network's processing power. The pervasive and exponentially increasing data traffic present imminent challenges to all the aspects of the…

网络与互联网体系结构 · 计算机科学 2016-11-17 Suzhi Bi , Rui Zhang , Zhi Ding , Shuguang Cui

Just like power, water, and transportation systems, wireless networks are a crucial societal infrastructure. As natural and human-induced disruptions continue to grow, wireless networks must be resilient. This requires them to withstand and…

网络与互联网体系结构 · 计算机科学 2025-07-01 Mehdi Bennis , Sumudu Samarakoon , Tamara Alshammari , Chathuranga Weeraddana , Zhoujun Tian , Chaouki Ben Issaid

In this paper, we model the various wireless users in a cognitive radio network as a collection of selfish, autonomous agents that strategically interact in order to acquire the dynamically available spectrum opportunities. Our main focus…

机器学习 · 计算机科学 2007-09-18 Fangwen Fu , Mihaela van der Schaar

Artificial intelligence (AI) is envisioned to play a key role in future wireless technologies, with deep neural networks (DNNs) enabling digital receivers to learn to operate in challenging communication scenarios. However, wireless…

信息论 · 计算机科学 2023-05-15 Tomer Raviv , Sangwoo Park , Osvaldo Simeone , Yonina C. Eldar , Nir Shlezinger

Dynamical systems can autonomously adapt their organization so that the required target dynamics is reproduced. In the previous Rapid Communication [Phys. Rev. E 90,030901(R) (2014)], it was shown how such systems can be designed using…

适应与自组织系统 · 物理学 2016-11-04 Pablo Kaluza , Alexander S. Mikhailov

Following a brief historical introduction of the notions of chaos in dynamical systems, we will present recent developments that attempt to profit from the rich structure and complexity of the chaotic dynamics. In particular, we will…

混沌动力学 · 物理学 2009-10-31 Louis J. Dube' , Philippe Despres

The Internet of Things (IoT), hailed as the enabler of the next industrial revolution, will require ubiquitous connectivity, context-aware and dynamic service mobility, and extreme security through the wireless network infrastructure.…

网络与互联网体系结构 · 计算机科学 2021-01-15 Ijaz Ahmad , Shahriar Shahabuddin , Tanesh Kumar , Erkki Harjula , Marcus Meisel , Markku Juntti , Thilo Sauter , Mika Ylianttila

Driven by the advent of sophisticated and ubiquitous applications, and the ever-growing need for information, wireless networks are without a doubt steadily evolving into profoundly more complex and dynamic systems. The user demands are…

网络与互联网体系结构 · 计算机科学 2016-11-15 Amr El-Mougy , Mohamed Ibnkahla , Ghaith Hattab , Waleed Ejaz

Chaotic systems which are due to nonlinearity have attracted a great concern in the current world and chaotic models. Systems for a wide range of operation conditions have their application in almost all branches of engineering and science.…

物理与社会 · 物理学 2022-09-09 Amin Gasmi

The recent revival of artificial intelligence (AI) is revolutionizing almost every branch of science and technology. Given the ubiquitous smart mobile gadgets and Internet of Things (IoT) devices, it is expected that a majority of…

信息论 · 计算机科学 2018-09-05 Guangxu Zhu , Dongzhu Liu , Yuqing Du , Changsheng You , Jun Zhang , Kaibin Huang

Mathematical optimization is now widely regarded as an indispensable modeling and solution tool for the design of wireless communications systems. While optimization has played a significant role in the revolutionary progress in wireless…

信息论 · 计算机科学 2024-06-10 Ya-Feng Liu , Tsung-Hui Chang , Mingyi Hong , Zheyu Wu , Anthony Man-Cho So , Eduard A. Jorswieck , Wei Yu

The design and optimization of wireless networks have mostly been based on strong mathematical and theoretical modeling. Nonetheless, as novel applications emerge in the era of 5G and beyond, unprecedented levels of complexity will be…

信息论 · 计算机科学 2023-07-11 Rawan Alkurd , Ibrahim Abualhaol , Halim Yanikomeroglu

Recently, big artificial intelligence models (BAIMs) represented by chatGPT have brought an incredible revolution. With the pre-trained BAIMs in certain fields, numerous downstream tasks can be accomplished with only few-shot or even…

网络与互联网体系结构 · 计算机科学 2024-03-04 Zirui Chen , Zhaoyang Zhang , Zhaohui Yang

Multiple access technology played an important role in wireless communication in the last decades: it increases the capacity of the channel and allows different users to access the system simultaneously. However, the conventional multiple…

信息论 · 计算机科学 2020-02-26 Yongpeng Wu , Xiqi Gao , Shidong Zhou , Wei Yang , Yury Polyanskiy , Giuseppe Caire

The fifth generation (5G) of wireless communication is in its infancy, and its evolving versions will be launched over the coming years. However, according to exposing the inherent constraints of 5G and the emerging applications and…

网络与互联网体系结构 · 计算机科学 2020-10-07 Md. Jalil Piran , Doug Young Suh

Dynamics of arbitrary communication system is analysed as unreduced interaction process. The applied generalised, universally nonperturbative method of effective potential reveals the phenomenon of dynamic multivaluedness of competing…

综合物理 · 物理学 2007-05-23 Andrei P. Kirilyuk

Integrated Sensing and Communications (ISAC) is emerging as a foundational paradigm for next-generation wireless networks, enabling communication infrastructures to simultaneously support data transmission and environment sensing. By…

网络与互联网体系结构 · 计算机科学 2026-01-07 S. Zhang , M. Feizarefi , A. F. Mirzaei

Artificial intelligence (AI) has become a key enabler for next-generation wireless communication systems, offering powerful tools to cope with the increasing complexity, dynamics, and heterogeneity of modern wireless environments. To…

信号处理 · 电气工程与系统科学 2026-05-01 Peng Yi , Ying-Chang Liang