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In recent years, autonomous networks have been designed with Predictive Quality of Service (PQoS) in mind, as a means for applications operating in the industrial and/or automotive sectors to predict unanticipated Quality of Service (QoS)…

网络与互联网体系结构 · 计算机科学 2022-02-07 Federico Mason , Matteo Drago , Tommaso Zugno , Marco Giordani , Mate Boban , Michele Zorzi

Network capacity expansion is a critical challenge for telecom operators, requiring strategic placement of new cell sites to ensure optimal coverage and performance. Traditional approaches, such as manual drive tests and static…

网络与互联网体系结构 · 计算机科学 2025-07-29 Sowmiyan Morri , Joy Bose , L Raghunatha Reddy , Sai Hareesh Anamandra

Knowledge transfer-based evolutionary optimization has garnered significant attention, such as in multi-task evolutionary optimization (MTEO), which aims to solve complex problems by simultaneously optimizing multiple tasks. While this…

神经与进化计算 · 计算机科学 2025-10-10 Jie Zhao , Kang Hao Cheong , Yaochu Jin

To accommodate diverse Quality-of-Service (QoS) requirements in the 5th generation cellular networks, base stations need real-time optimization of radio resources in time-varying network conditions. This brings high computing overheads and…

信号处理 · 电气工程与系统科学 2020-04-02 Rui Dong , Changyang She , Wibowo Hardjawana , Yonghui Li , Branka Vucetic

The rapid development and deployment of network services has brought a series of challenges to researchers. On the one hand, the needs of Internet end users/applications reflect the characteristics of travel alienation, and they pursue…

网络与互联网体系结构 · 计算机科学 2022-02-04 Chao Wang , Ranbir Singh Batth , Peiying Zhang , Gagangeet Singh Aujla , Youxiang Duan , Lihua Ren

Due to the pervasive diffusion of personal mobile and IoT devices, many ``smart environments'' (e.g., smart cities and smart factories) will be, among others, generators of huge amounts of data. Currently, this is typically achieved through…

分布式、并行与集群计算 · 计算机科学 2021-09-28 Lorenzo Valerio , Andrea Passarella , Marco Conti

Data-driven evolutionary optimization has witnessed great success in solving complex real-world optimization problems. However, existing data-driven optimization algorithms require that all data are centrally stored, which is not always…

神经与进化计算 · 计算机科学 2021-02-17 Jinjin Xu , Yaochu Jin , Wenli Du , Sai Gu

A current trend in networking and cloud computing is to provide compute resources over widely dispersed places exemplified by initiatives like Network Function Virtualisation. This paves the way for a widespread service deployment and can…

网络与互联网体系结构 · 计算机科学 2016-05-31 Matthias Keller , Holger Karl

In today's world, the use of cloud data centers for easy access to data and processing resources is expanding rapidly. Rapid technology growth and increasing number of users make hardware and software architectures upgrade a constant need.…

网络与互联网体系结构 · 计算机科学 2023-11-30 Hamid Reza Naji , Reza Esmaeili

Due to emerging real-time and multimedia applications, efficient routing of information packets in dynamically changing communication network requires that as the load levels, traffic patterns and topology of the network change, the routing…

网络与互联网体系结构 · 计算机科学 2008-12-18 Said Hoceini , Abdelhamid Mellouk , Hayet Hafi

We wish to minimize the resources used for network coding while achieving the desired throughput in a multicast scenario. We employ evolutionary approaches, based on a genetic algorithm, that avoid the computational complexity that makes…

网络与互联网体系结构 · 计算机科学 2016-11-15 Minkyu Kim , Muriel Medard , Varun Aggarwal , Una-May O'Reilly , Wonsik Kim , Chang Wook Ahn , Michelle Effros

This paper studies the uplink and downlink power allocation for interactive augmented reality (AR) services, where the live video captured by an AR device is uploaded to the network edge, and then the augmented video is subsequently…

机器学习 · 计算机科学 2025-09-23 Shiyong Chen , Yuwei Dai , Shengqian Han

Multi-objective evolutionary algorithms (MOEAs) are widely used to solve multi-objective optimization problems. The algorithms rely on setting appropriate parameters to find good solutions. However, this parameter tuning could be very…

神经与进化计算 · 计算机科学 2022-11-18 Remco Coppens , Robbert Reijnen , Yingqian Zhang , Laurens Bliek , Berend Steenhuisen

Despite rapid advancements in sensor networks, conventional battery-powered sensor networks suffer from limited operational lifespans and frequent maintenance requirements that severely constrain their deployment in remote and inaccessible…

网络与互联网体系结构 · 计算机科学 2025-10-27 Bowei Tong , Hui Kang , Jiahui Li , Geng Sun , Jiacheng Wang , Yaoqi Yang , Bo Xu , Dusit Niyato

Task scheduling as an effective strategy can improve application performance on computing resource-limited devices over distributed networks. However, existing evaluation mechanisms fail to depict the complexity of diverse applications,…

分布式、并行与集群计算 · 计算机科学 2024-01-01 Xuwei Fan , Zhipeng Cheng , Ning Chen , Lianfen Huang , Xianbin Wang

In virtual desktop infrastructure (VDI) environments, the remote display protocol has a big responsibility to transmit video data from a data center-hosted desktop to the endpoint. The protocol must ensure a high level of client perceived…

机器学习 · 计算机科学 2022-03-14 Huu-Quoc Nguyen , Tien-Dung Nguyen , Van-Nam Pham , Xuan-Qui Pham , Quang-Thai Ngo , Eui-Nam Huh

With the development of cloud computing, service computing, IoT(Internet of Things) and mobile Internet, the diversity and sociality of services are increasingly apparent. To meet the customized user demands, Service Ecosystem is emerging…

其他计算机科学 · 计算机科学 2020-08-04 Xiao Xue , Deyu Zhou , Yaodan Guo , Zhiyong Feng , Lejun Zhang , Lin Meng

Many real-world problems are usually computationally costly and the objective functions evolve over time. Data-driven, a.k.a. surrogate-assisted, evolutionary optimization has been recognized as an effective approach for tackling expensive…

神经与进化计算 · 计算机科学 2022-11-08 Ke Li , Renzhi Chen , Xin Yao

Variational Quantum Algorithms (VQAs) employ parameterized quantum circuits optimized using classical methods to minimize a cost function. While VQAs have found broad applications, certain challenges persist. Notably, a significant…

量子物理 · 物理学 2025-03-06 Lucas Friedrich , Jonas Maziero

Modern Cloud/Edge architectures need to orchestrate multiple layers of heterogeneous computing nodes, including pervasive sensors/actuators, distributed Edge/Fog nodes, centralized data centers and quantum devices. The optimal assignment…

量子物理 · 物理学 2024-05-27 Carlo Mastroianni , Francesco Plastina , Jacopo Settino , Andrea Vinci