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- research-articleApril 2024
End-Edge-Cloud Collaborative Computing for Deep Learning: A Comprehensive Survey
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 26, Issue 4Pages 2647–2683https://doi.org/10.1109/COMST.2024.3393230The booming development of deep learning applications and services heavily relies on large deep learning models and massive data in the cloud. However, cloud-based deep learning encounters challenges in meeting the application requirements of ...
- research-articleMarch 2024
Empowering Cloud Computing With Network Acceleration: A Survey
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 26, Issue 4Pages 2729–2768https://doi.org/10.1109/COMST.2024.3377531Modern interactive and data-intensive applications must operate under demanding time constraints, prompting a shift toward the adoption of specialized software and hardware network acceleration technologies. This specialization, however, poses significant ...
- research-articleFebruary 2024
Vehicle as a Service (VaaS): Leverage Vehicles to Build Service Networks and Capabilities for Smart Cities
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 26, Issue 3Pages 2048–2081https://doi.org/10.1109/COMST.2024.3370169Smart cities demand resources for rich immersive sensing, ubiquitous communications, powerful computing, large storage, and high intelligence (SCCSI) to support various kinds of applications, such as public safety, connected and autonomous driving, smart ...
- research-articleNovember 2023
AI-Empowered Fog/Edge Resource Management for IoT Applications: A Comprehensive Review, Research Challenges, and Future Perspectives
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 26, Issue 1Pages 619–669https://doi.org/10.1109/COMST.2023.3338015The proliferation of ubiquitous Internet of Things (IoT) sensors and smart devices in several domains embracing healthcare, Industry 4.0, transportation and agriculture are giving rise to a prodigious amount of data requiring ever-increasing computations ...
- research-articleOctober 2023
Edge Video Analytics: A Survey on Applications, Systems and Enabling Techniques
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 25, Issue 4Pages 2951–2982https://doi.org/10.1109/COMST.2023.3323091Video, as a key driver in the global explosion of digital information, can create tremendous benefits for human society. Governments and enterprises are deploying innumerable cameras for a variety of applications, e.g., law enforcement, emergency ...
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- research-articleSeptember 2023
Enabling Resource-Efficient AIoT System With Cross-Level Optimization: A Survey
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 26, Issue 1Pages 389–427https://doi.org/10.1109/COMST.2023.3319952The emerging field of artificial intelligence of things (AIoT, AI+IoT) is driven by the widespread use of intelligent infrastructures and the impressive success of deep learning (DL). With the deployment of DL on various intelligent infrastructures ...
- research-articleSeptember 2023
Combining Federated Learning and Edge Computing Toward Ubiquitous Intelligence in 6G Network: Challenges, Recent Advances, and Future Directions
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 25, Issue 4Pages 2892–2950https://doi.org/10.1109/COMST.2023.3316615Full leverage of the huge volume of data generated on a large number of user devices for providing intelligent services in the 6G network calls for Ubiquitous Intelligence (UI). A key to developing UI lies in the involvement of the large number of network ...
- research-articleSeptember 2023
Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges
- Enrique Tomás Martínez Beltrán,
- Mario Quiles Pérez,
- Pedro Miguel Sánchez Sánchez,
- Sergio López Bernal,
- Gérôme Bovet,
- Manuel Gil Pérez,
- Gregorio Martínez Pérez,
- Alberto Huertas Celdrán
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 25, Issue 4Pages 2983–3013https://doi.org/10.1109/COMST.2023.3315746In recent years, Federated Learning (FL) has gained relevance in training collaborative models without sharing sensitive data. Since its birth, Centralized FL (CFL) has been the most common approach in the literature, where a central entity creates a ...
- research-articleJuly 2023
A Survey on Digital Twin for Industrial Internet of Things: Applications, Technologies and Tools
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 25, Issue 4Pages 2569–2598https://doi.org/10.1109/COMST.2023.3297395Digital twin for the industrial Internet of Things (DT-IIoT) creates a high-fidelity, fine-grained, low-cost digital replica of the cyber-physical integrated Internet for industry. Powered by artificial intelligence (AI) and security technologies, DT-IIoT ...
- research-articleJanuary 2020
QoE Management of Multimedia Streaming Services in Future Networks: A Tutorial and Survey
- Alcardo Alex Barakabitze,
- Nabajeet Barman,
- Arslan Ahmad,
- Saman Zadtootaghaj,
- Lingfen Sun,
- Maria G. Martini,
- Luigi Atzori
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 22, Issue 1Pages 526–565https://doi.org/10.1109/COMST.2019.2958784The highly demanding Over-The-Top (OTT) multimedia applications pose increased challenges to Internet Service Providers (ISPs) for assuring a reasonable Quality of Experience (QoE) to their customers due to lack of flexibility, agility and scalability in ...
- research-articleOctober 2019
Defense Mechanisms Against DDoS Attacks in a Cloud Computing Environment: State-of-the-Art and Research Challenges
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 21, Issue 4Pages 3769–3795https://doi.org/10.1109/COMST.2019.2934468The salient features of cloud computing (such as on-demand self-service, resource pooling, broad network access, rapid elasticity, and measured service) are being exploited by attackers to launch the severe Distributed Denial of Service (DDoS) attack. ...
- research-articleOctober 2019
A Vademecum on Blockchain Technologies: When, Which, and How
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 21, Issue 4Pages 3796–3838https://doi.org/10.1109/COMST.2019.2928178Blockchain is a technology making the shared registry concept from distributed systems a reality for a number of application domains, from the cryptocurrency one to potentially any industrial system requiring decentralized, robust, trusted, and automated ...
- research-articleOctober 2019
Ubiquitous Localization (UbiLoc): A Survey and Taxonomy on Device Free Localization for Smart World
- Rathin Chandra Shit,
- Suraj Sharma,
- Deepak Puthal,
- Philip James,
- Biswajeet Pradhan,
- Aad van Moorsel,
- Albert Y. Zomaya,
- Rajiv Ranjan
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 21, Issue 4Pages 3532–3564https://doi.org/10.1109/COMST.2019.2915923The “Smart World” envisioned by technology will be achieved by the penetration of intelligence into ubiquitous things, including physical objects, cyber-entities, social-elements or individuals, and human thinking. The development of Smart ...
- research-articleOctober 2018
Cluster Frameworks for Efficient Scheduling and Resource Allocation in Data Center Networks: A Survey
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 20, Issue 4Pages 3560–3580https://doi.org/10.1109/COMST.2018.2857922Data centers are widely used for big data analytics, which often involve data-parallel jobs, including query and web service. Meanwhile, cluster frameworks are rapidly developed for data-intensive applications in data center networks (DCNs). To promote ...
- research-articleOctober 2018
Survey on Multi-Access Edge Computing for Internet of Things Realization
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 20, Issue 4Pages 2961–2991https://doi.org/10.1109/COMST.2018.2849509The Internet of Things (IoT) has recently advanced from an experimental technology to what will become the backbone of future customer value for both product and service sector businesses. This underscores the cardinal role of IoT on the journey toward ...
- research-articleOctober 2018
Middleware Architectures for the Smart Grid: A Survey on the State-of-the-Art, Taxonomy and Main Open Issues
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 20, Issue 4Pages 2992–3033https://doi.org/10.1109/COMST.2018.2846284The integration of small-scale renewable energy sources in the smart grid depends on several challenges that must be overcome. One of them is the presence of devices with very different characteristics present in the grid or how they can interact among ...
- research-articleOctober 2018
Software-Defined Architectures and Technologies for Underwater Wireless Sensor Networks: A Survey
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 20, Issue 4Pages 2855–2888https://doi.org/10.1109/COMST.2018.2842060The ocean covers nearly two-thirds of the surface on the Earth, and there has been great interest in developing underwater wireless sensor networks (UWSNs) to help us explore the ocean realm. A great deal of efforts have been devoted to it, and ...
- research-articleOctober 2018
Localization Prediction in Vehicular Ad Hoc Networks
- Leandro N. Balico,
- Antonio A. F. Loureiro,
- Eduardo F. Nakamura,
- Raimundo S. Barreto,
- Richard W. Pazzi,
- Horacio A. B. F. Oliveira
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 20, Issue 4Pages 2784–2803https://doi.org/10.1109/COMST.2018.2841901Localization systems play a major role in many applications for vehicular ad hoc networks (VANETs). One of the most interesting problems to be solved in vehicular networks is how to provide anywhere and anytime highly accurate and reliable localization ...
- research-articleJuly 2017
On Multi-Access Edge Computing: A Survey of the Emerging 5G Network Edge Cloud Architecture and Orchestration
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 19, Issue 3Pages 1657–1681https://doi.org/10.1109/COMST.2017.2705720Multi-access edge computing (MEC) is an emerging ecosystem, which aims at converging telecommunication and IT services, providing a cloud computing platform at the edge of the radio access network. MEC offers storage and computational resources at the ...
- research-articleJuly 2017
A Survey on Network Methodologies for Real-Time Analytics of Massive IoT Data and Open Research Issues
IEEE Communications Surveys & Tutorials (IEEE_ICST), Volume 19, Issue 3Pages 1457–1477https://doi.org/10.1109/COMST.2017.2694469With the widespread adoption of the Internet of Things (IoT), the number of connected devices is growing at an exponential rate, which is contributing to ever-increasing, massive data volumes. Real-time analytics on the massive IoT data, referred to as ...