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NUMA-Aware Thread Scheduling for Big Data Transfers over Terabits Network Infrastructure

Taeuk Kim, Awais Khan, Youngjae Kim, Preethika Kasu, Scott Atchley
2018 Scientific Programming  
LADS (Layout-Aware Data Scheduling) is an end-to-end data transfer tool optimized for terabit network using a layout-aware data scheduling via PFS.  ...  In this paper, we propose a NUMA-aware thread and resource scheduling for optimized data transfer in terabit network.  ...  LADS [1] , an end-to-end data transfer tool, exploits the underlying storage architecture for optimizing the bulk data movement between data centers connected via high-speed terabit network.  ... 
doi:10.1155/2018/4120561 fatcat:woa7yvup7rh6rfipqfnma4vffu

Development of A Fully Data-Driven Artificial Intelligence and Deep Learning for URLLC Application in 6G Wireless Systems: A Survey [article]

Adeeb Salh, Lukman Audah, Qazwan Abdullah, Abdullah Noorsaliza, Nor Shahida Mohd Shah, Jameel Mukred, Shipun Hamzah
2021 arXiv   pre-print
Artificial Intelligence provides a new technique to design wireless networks by apply learning, predicting, and make decisions to manage the stream of big data training individuals, which provides more  ...  The key constraint is the amount of computing power available to spread massive data and well-designed artificial neural networks.  ...  Multi-Level Storage for Resources Allocation Depending on the complete realization of IoT and DL in big data analytics in 6G networks, substantially more data can be transferred.  ... 
arXiv:2108.10076v1 fatcat:b753qbfwjrdujca6spguxobaxq

Traffic Optimization in Multi-layered WANs Using SDN

Henrique Rodrigues, Inder Monga, Abhinava Sadasivarao, Sharfuddin Syed, Chin Guok, Eric Pouyoul, Chris Liou, Tajana Rosing
2014 2014 IEEE 22nd Annual Symposium on High-Performance Interconnects  
In this paper we discuss the design and implementation of a system that uses unmodified OpenFlow to optimize network utilization across layers, enabling practical bandwidth virtualization.  ...  Wide area networks (WAN) forward traffic through a mix of packet and optical data planes, composed by a variety of devices from different vendors.  ...  We would like to thank Andrew Lake, and Sivaram Balakrishnan for their help and support.  ... 
doi:10.1109/hoti.2014.23 dblp:conf/hoti/RodriguesMSSGPLR14 fatcat:zlafloyoozappf6r3fexndg374

High speed scientific data transfers using software defined networking

Harvey Newman, Azher Mughal, Dorian Kcira, Iosif Legrand, Ramiro Voicu, Julian Bunn
2015 Proceedings of the Second Workshop on Innovating the Network for Data-Intensive Science - INDIS '15  
experienced a 70% growth in peak data transfer rates over the last 12 months alone.  ...  The development of new methods for fast, efficient and reliable data transfers over national and global distances, and a new generation of intelligent, software-driven networks capable of supporting multiple  ...  The team's SC15 demonstrations will also include first uses of Named Data Networking (NDN) for HEP data analysis including object collection extraction, building on experience in the NDN project and the  ... 
doi:10.1145/2830318.2830320 dblp:conf/sc/NewmanMKLVB15 fatcat:6u35krpdazhd5lr6trh224viaa

Re-designing Dynamic Content Delivery in the Light of a Virtualized Infrastructure [article]

Giuseppe Siracusano, Roberto Bifulco, Martino Trevisan, Tobias Jacobs, Simon Kuenzer, Stefano Salsano, Nicola Blefari-Melazzi, Felipe Huici
2017 arXiv   pre-print
Our system, named MOSTO, provides performance levels comparable to that of a regular CDN, but does not require the deployment of a large distributed infrastructure.  ...  We explore the opportunities and design options enabled by novel SDN and NFV technologies, by re-designing a dynamic Content Delivery Network (CDN) service.  ...  Here, notice that a shortest path algorithm is preferred when the transfer size is very small, since it optimizes the end-to-end delay.  ... 
arXiv:1709.04437v1 fatcat:rrpf4hrsxvh4rdpn5bbdsfimoe

A Survey of Big Data Machine Learning Applications Optimization in Cloud Data Centers and Networks [article]

Sanaa Hamid Mohamed, Taisir E.H. El-Gorashi, Jaafar M.H. Elmirghani
2019 arXiv   pre-print
Wide ranging efforts were devoted to optimize systems that handle big data in terms of various applications performance metrics and/or infrastructure energy efficiency.  ...  This survey article reviews the challenges associated with deploying and optimizing big data applications and machine learning algorithms in cloud data centers and networks.  ...  All data are provided in full in the results section of this paper.  ... 
arXiv:1910.00731v1 fatcat:kvi3br4iwzg3bi7fifpgyly7m4

TeraComms: Wireless Communications in the THz Band

George Tsoulos, Georgia Athanasiadou
2019 International Journal of Computer & Software Engineering  
distance by means of beam forming and diversity, or the achievable data rates by means of spatial-beam multiplexing.  ...  increases the pathloss and limits the available bandwidth for distances above several meters, a fact that combined with the very low output power of current THz transceivers, makes high-gain antennas at both ends  ...  On a similar basis, disk space has increased dramatically and has outgrown the wide-area bandwidth, e.g. 1 TByte stored data requires almost nine days to transfer it over a 10 Mbps wireless connection,  ... 
doi:10.15344/2456-4451/2019/151 fatcat:iwv3hjbpmrbapc5pcpdtjcj3ga

Software-Defined Network Controlled Switching between Millimeter Wave and Terahertz Small Cells [article]

Angela Sara Cacciapuoti, Ramanathan Subramanian, Kaushik Roy Chowdhury, Marcello Caleffi
2017 arXiv   pre-print
Small cells are a cost-effective way to reliably expand network coverage and provide significantly increased capacity for end users.  ...  We then formulate the optimal procedure for scheduling multiple vehicles at a given infrastructure tower, with regards to practical road congestion scenarios.  ...  Finally, we quantified the actual end to end data transfer rates possible for two tower locations within the Boston area.  ... 
arXiv:1702.02775v1 fatcat:rz4vrhzhhjfw7nw5s7aql2hmrm

Energy Efficient Cloud-Fog Architecture [article]

Hatem A. Alharbi, Taisir E.H. Elgorashi, Jaafar M.H. Elmirghani
2020 arXiv   pre-print
Fog computing was proposed to address the limitations of cloud computing, in terms of delay and high bandwidth requirements, by extending the on-demand resources of clouds to the edge of the network bringing  ...  Additionally, we give a brief overview of the role of Virtual Machine (VM) placement in optimally using cloud-fog resources in a dynamic manner.  ...  The first author would like to  ... 
arXiv:2001.06328v1 fatcat:niqkurwvtnd7hghbwsvnhdr2zm

Toward 6G Network: Requirements, Key Technologies, and Challenges in Future Research

Ahmed Shamil Mustafa, Adib Habbala
2021 Zenodo  
Terahertz communications, artificial intelligence, optical networking, blockchain, dynamic holography, big data, free-space optical networking and real-time hyperspectral slicing all support and contribute  ...  Future wireless networking occurs over long distances and across large areas of the globe.  ...  The AI-based MEEC would leverage the computation on system control and big data an-alytics to the edge.  ... 
doi:10.5281/zenodo.4943210 fatcat:cckx75rti5dfrpohcuxii3rjgy

Broadband Non-Geostationary Satellite Communication Systems: Research Challenges and Key Opportunities [article]

Hayder Al-Hraishawi and Symeon Chatzinotas and Björn Ottersten
2021 arXiv   pre-print
However, there are still many deployment challenges to be tackled to ensure seamless integration not only with GSO systems but also with terrestrial networks.  ...  Finally, this paper identifies multiple important open issues and research directions to inspire further studies towards the next generation of satellite networks.  ...  Furthermore, utilizing NGSO satellites for data storage can offer more flexibility to some cloud networks that designed to transfer data globally regardless the geographical boundaries and terrestrial  ... 
arXiv:2101.08051v2 fatcat:kqarmahrtbh6xntsk35wlz3qii

Broadband Non-Geostationary Satellite Communication Systems: Research Challenges and Key Opportunities

Hayder Al-Hraishawi, Symeon Chatzinotas, Bjorn Ottersten
2021 2021 IEEE International Conference on Communications Workshops (ICC Workshops)  
However, there are still many deployment challenges to be tackled to ensure seamless integration not only with GSO systems but also with terrestrial networks.  ...  Finally, this paper identifies multiple important open issues and research directions to inspire further studies towards the next generation of satellite networks.  ...  Furthermore, utilizing NGSO satellites for data storage can offer more flexibility to some cloud networks that designed to transfer data globally regardless the geographical boundaries and terrestrial  ... 
doi:10.1109/iccworkshops50388.2021.9473786 fatcat:wo7qkxs2gbeanlqycakky6ryv4

Terabit switching: a survey of techniques and current products

Amit Singhal, Raj Jain
2002 Computer Communications  
This survey paper explains the issues in designing terabit routers and the solutions for them.  ...  When the 64 bit data chunks are transferred over the 32 £ 32 switch, the scheduler uses a heuristic algorithm called iSLIP.  ...  Terabit routing technologies are required to convert massive amounts of raw bandwidth into usable bandwidth. Present day network infrastructure is shown in Fig. 1 .  ... 
doi:10.1016/s0140-3664(01)00423-6 fatcat:6wtgrfumqbfsdgit6ztkefk3s4

Energy-Efficient Big Data Analytics in Datacenters [chapter]

Farhad Mehdipour, Hamid Noori, Bahman Javadi
2016 Advances in Computers  
Future datacenters infrastructure including interconnection network, storage and servers should be able to handle big data applications in an energy-efficient way.  ...  However big data requires datacenters with promoted infrastructure capable of undertaking more responsibilities for handling and analyzing data.  ...  Big data applications transfer large-scale data to datacenters for processing and analysis.  ... 
doi:10.1016/bs.adcom.2015.10.002 fatcat:xpecmdmje5avvphkdrdnyv4fqi

A Dynamic Programmable Network for Large-Scale Scientific Data Transfer Using AmoebaNet

Syed Asif Raza Shah, Seo-Young Noh
2019 Applied Sciences  
To support large scale data transfer for extreme-scale distributed science, there is the need of high performance, scalable, end-to-end, and programmable networks that enable scientific applications to  ...  A major goal of the AmoebaNet project is to apply software-defined networking (SDN) technology to provide "Application-aware" network to facilitate bulk data transfer.  ...  and terabit wide area networks.  ... 
doi:10.3390/app9214541 fatcat:s3bxotbc2ve7jlgrdq26sps5s4
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