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Deep Reinforcement Learning-Based Resource Allocation for Satellite Internet of Things with Diverse QoS Guarantee

Siqi Tang, Zhisong Pan, Guyu Hu, Yang Wu, Yunbo Li
2022 Sensors  
Large-scale terminals' various QoS requirements are key challenges confronting the resource allocation of Satellite Internet of Things (S-IoT).  ...  In addition, this method can be transferred and deployed to a space environment by merely 100 onboard training steps.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/s22082979 pmid:35458964 pmcid:PMC9024869 fatcat:qaq45lkoxrfljbdbfvgpolmnue

Supply and Demand Oriented Energy Management in the Internet of Things

Qingjuan Li, Hong Liu, Huansheng Ning, Yang Fu, Songde Hu, Shunkun Yang
2016 Advances in Internet of Things  
The Internet of Things (IoT) is emerging as an attractive paradigm involving physical perceptions, cyber interactions, social correlations and even cognitive thinking through a cyber-physical-social-thinking  ...  In this context, energy management with the purposes of energy saving and high efficiency is a challenging issue.  ...  In particular, it was supported by the Science and Technology Foundation of Beijing (Z141100002714003, Z151100002115041) and Cybermatics and Cyberspace International Science and Technology Cooperation  ... 
doi:10.4236/ait.2016.61001 fatcat:6tlbn7x4wfablgjs7etpkkscci

Space-Terrestrial Integrated Internet of Things: Challenges and Opportunities [article]

Juan A. Fraire, Oana Iova, Fabrice Valois
2022 arXiv   pre-print
Sparse and dense constellations of near-Earth orbit satellites can bridge this gap by providing Internet of Things (IoT) connectivity on a world-wide scale in a flexible and cost-effective manner.  ...  Large geographical regions of our planet remain uncovered by terrestrial network connections.  ...  We argued that both LoRaWAN and NB-IoT are the best IoT networks for the space-terrestrial integrated Internet of Things.  ... 
arXiv:2110.11518v3 fatcat:4dkaplr4avc5vndbjo6murqmua

When things matter: A survey on data-centric internet of things

Yongrui Qin, Quan Z. Sheng, Nickolas J.G. Falkner, Schahram Dustdar, Hua Wang, Athanasios V. Vasilakos
2016 Journal of Network and Computer Applications  
With the recent advances in radio-frequency identification (RFID), low-cost wireless sensor devices, and Web technologies, the Internet of Things (IoT) approach has gained momentum in connecting everyday  ...  A fundamental challenge centers around managing IoT data, typically produced in dynamic and volatile environments, which is not only extremely large in scale and volume, but also noisy, and continuous.  ...  This means the generated data will change overtime due to the failure of things. Thirdly, the connections between things could be intermittent.  ... 
doi:10.1016/j.jnca.2015.12.016 fatcat:4roub2ifdjgide4kxhmqqrk44i

Guest Editorial: Special Issue on Energy Efficiency for Internet of Things

Michela Meo
2020 IEEE Transactions on Green Communications and Networking  
Energy is often one of the key variables in the design space of these applications and their technological solutions.  ...  , for society and resource management in urban environments.  ...  Guest Editorial: Special Issue on Energy Efficiency for Internet of Things T HE NUMBER of IoT devices is increasing at a tremendous rate.  ... 
doi:10.1109/tgcn.2020.3035220 fatcat:lgnbaace4jbc7e5tnmt3thngk4

When Things Matter: A Data-Centric View of the Internet of Things [article]

Yongrui Qin, Quan Z. Sheng, Nickolas J.G. Falkner, Schahram Dustdar, Hua Wang, Athanasios V. Vasilakos
2014 arXiv   pre-print
With the recent advances in radio-frequency identification (RFID), low-cost wireless sensor devices, and Web technologies, the Internet of Things (IoT) approach has gained momentum in connecting everyday  ...  A fundamental challenge centers around managing IoT data, typically produced in dynamic and volatile environments, which is not only extremely large in scale and volume, but also noisy, and continuous.  ...  But how to generalize such algorithms to IoT would be challenging as things in IoT normally only maintain low transmission rates and connections are usually intermittent.  ... 
arXiv:1407.2704v2 fatcat:crbago2kqrbsbaoaig63yfvbua

Survey on Multi-Access Edge Computing for Internet of Things Realization

Pawani Porambage, Jude Okwuibe, Madhusanka Liyanage, Mika Ylianttila, Tarik Taleb
2018 IEEE Communications Surveys and Tutorials  
The 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.  ...  In this survey, we provide a holistic overview on the exploitation of MEC technology for the realization of IoT applications and their synergies.  ...  Industrial Internet The Industrial Internet of Things (IIoT), also known as Industry 4.0 [92] is an application of IoT in the domain of manufacturing.  ... 
doi:10.1109/comst.2018.2849509 fatcat:fnksr3dbqfakzfvnopyyxjdlfm

The NebulaStream Platform: Data and Application Management for the Internet of Things [article]

Steffen Zeuch and Ankit Chaudhary and Bonaventura Del Monte and Haralampos Gavriilidis and Dimitrios Giouroukis and Philipp M. Grulich and Sebastian Bress and Jonas Traub and Volker Markl
2020 arXiv   pre-print
The Internet of Things (IoT) presents a novel computing architecture for data management: a distributed, highly dynamic, and heterogeneous environment of massive scale.  ...  In our evaluation, we demonstrate the effectiveness of our approach by providing early results on partial aspects.  ...  ACKNOWLEDGMENTS This work was funded by the EU projects E2Data (780245), DFG Priority Program "Scalable Data Management for Future Hardware" (MA4662-5), FogGuru (Horizon 2020 under Marie Sk lodowska-Curie  ... 
arXiv:1910.07867v3 fatcat:7cysqjgsa5co3ktsvw5wtfdnzm

Internet of Things (IoT) and Cloud Computing Enabled Disaster Management [article]

Raj Gaire, Chigulapalli Sriharsha, Deepak Puthal, Hendra Wijaya, Jongkil Kim, Prateeksha Keshari, Rajiv Ranjan, Rajkumar Buyya, Ratan K. Ghosh, R.K. Shyamasundar, Surya Nepal
2018 arXiv   pre-print
On the other hand, the growing ubiquity of social media and mobile devices, and pervasive nature of the Internet-of-Things means that there are more sources of outbound traffic, which ultimately results  ...  We utilize cloud computing, Internet of Things and social computing technologies to achieve a scalable, effi-cient, and usable situation-aware application called Cloud4BigData.  ...  We also acknowledge the contribution of Rodrigo Calheiros and Aadel Naadjaran Toosi for this work.  ... 
arXiv:1806.07530v1 fatcat:nbxbajg57fcllpb25priaxvvoi

Deep Reinforcement Learning for Autonomous Internet of Things: Model, Applications and Challenges [article]

Lei Lei, Yue Tan, Kan Zheng, Shiwen Liu, Kuan Zhang, Xuemin Shen
2020 arXiv   pre-print
The Internet of Things (IoT) extends the Internet connectivity into billions of IoT devices around the world, where the IoT devices collect and share information to reflect status of the physical world  ...  In this paper, we first provide a tutorial of DRL, and then propose a general model for the applications of RL/DRL in AIoT.  ...  Autonomous Internet of Things The Internet of Things (IoT) connects a huge number of IoT devices to the Internet, where the IoT devices generate massive amount of sensory data to reflect status of the  ... 
arXiv:1907.09059v3 fatcat:z7yksnu4wve7norrjijnu43kvi

Connectivity Technologies for IoT [chapter]

Sunil Cheruvu, Anil Kumar, Ned Smith, David M. Wheeler
2019 Demystifying Internet of Things Security  
Internet of Things (IoT) is a set of technologies that are enabling new use cases and delivering services across a wide variety of markets and applications.  ...  network and enterprise/information technology network -a concept that is at the heart of the Industrial Internet of Things (IIoT).  ...  Because the spectrum allocation isn't shared with other RF transmissions, the coexistence between connected devices is much easier to manage.  ... 
doi:10.1007/978-1-4842-2896-8_5 fatcat:h2qsa6ofuveqxcl2bfijrxjc3y

Internet of Things in Space: A Review of Opportunities and Challenges from Satellite-Aided Computing to Digitally-Enhanced Space Living [article]

Jonathan Kua, Chetan Arora, Seng W. Loke, Niroshinie Fernando, Chathurika Ranaweera
2021 arXiv   pre-print
Emerging research and developments of connectivity and computing technologies in IoT for space/non-terrestrial environments is expected to yield significant benefits in the near future.  ...  Recent scientific and technological advancements driven by the Internet of Things (IoT), Machine Learning (ML) and Artificial Intelligence (AI), distributed computing and data communication technologies  ...  The shaping of the future of space will involve new information communication technologies (ICT) involving today's collection of technologies often termed as the Internet of Things (IoT), with connectivity  ... 
arXiv:2109.05971v1 fatcat:r23j6lfqyzayfphor5p7itnpni

Internet of Things in Space: A Review of Opportunities and Challenges from Satellite-Aided Computing to Digitally-Enhanced Space Living

Jonathan Kua, Seng W. Loke, Chetan Arora, Niroshinie Fernando, Chathurika Ranaweera
2021 Sensors  
Emerging research and developments of connectivity and computing technologies in IoT for space/non-terrestrial environments is expected to yield significant benefits in the near future.  ...  Recent scientific and technological advancements driven by the Internet of Things (IoT), Machine Learning (ML) and Artificial Intelligence (AI), distributed computing and data communication technologies  ...  Indeed, the Internet of Things (present mostly on earth) might become massively extended with the things in space also connecting in.  ... 
doi:10.3390/s21238117 pmid:34884122 fatcat:hmyn35kvsracxmllimsepckaiq

Building Novel VHF-Based Wireless Sensor Networks for the Internet of Marine Things

Rabab Al-Zaidi, John C. Woods, Mohammed Al-Khalidi, Huosheng Hu
2018 IEEE Sensors Journal  
This paper proposes a novel Internet of Marine Things (IoMaT) data acquisition and cartography system in the marine environment using Very High Frequency (VHF) available on the majority of ships.  ...  Other proposals involve GSM or GPRS that provide a higher communication coverage of about 35 km.  ...  of Essex, UK.  ... 
doi:10.1109/jsen.2018.2791487 fatcat:o374gssxszfi7nfspjllyeozgi

Design and implementation of a data storage abstraction layer for the Internet of Things

Lucas Jenß
2016 Figshare  
But research on usable and reusable storage systems for embedded Operating Systems has stagnated, while the emergence of the Internet of Things (IoT) has yielded new storage requirements, which existing  ...  The usage of persistent flash storage to overcome the memory limitations of Wireless Sensor Network nodes emerged in the early 2000s.  ...  The Internet of Things (IoT) is an evolution of WSNs, where sensors are connected to the Internet and can act autonomously based on their environment, possibly interacting with other nodes of the IoT or  ... 
doi:10.6084/m9.figshare.3362734.v1 fatcat:6v3g6rnxenchdpzfzouk6qccou
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