Tensor-based big data management scheme for dimensionality reduction problem in smart grid systems: SDN perspective

D Kaur, GS Aujla, N Kumar, AY Zomaya… - … on Knowledge and …, 2018 - ieeexplore.ieee.org
Smart grid (SG) is an integration of traditional power grid with advanced information and
communication infrastructure for bidirectional energy flow between grid and end users. A …

A unified framework for big data acquisition, storage, and analytics for demand response management in smart cities

A Jindal, N Kumar, M Singh - Future Generation Computer Systems, 2020 - Elsevier
With an increased usage of information and communication technologies (ICT) in the smart
cities, the data generated from different smart devices has increased manifolds. This data is …

A tensor-based approach for big data representation and dimensionality reduction

L Kuang, F Hao, LT Yang, M Lin… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
Variety and veracity are two distinct characteristics of large-scale and heterogeneous data. It
has been a great challenge to efficiently represent and process big data with a unified …

A holistic approach for distributed dimensionality reduction of big data

L Kuang, LT Yang, J Chen, F Hao… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
With the exponential growth of data volume, big data have placed an unprecedented burden
on current computing infrastructure. Dimensionality reduction of big data attracts a great deal …

Temporal, functional and spatial big data computing framework for large-scale smart grid

W Hou, Z Ning, L Guo, X Zhang - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
With the deployment of monitoring devices, the smart grid is collecting large amounts of
energy-related data at an unprecedented speed. The smart grid has become data-driven …

Big data management in smart grids: Technologies and challenges

A Zainab, A Ghrayeb, D Syed, H Abu-Rub… - IEEE …, 2021 - ieeexplore.ieee.org
Smart grids are re-engineering the electricity transmission and distribution system
throughout the world. It is an amalgam of increased digital information with the electrical …

Big data analytics for dynamic energy management in smart grids

PD Diamantoulakis, VM Kapinas, GK Karagiannidis - Big Data Research, 2015 - Elsevier
The smart electricity grid enables a two-way flow of power and data between suppliers and
consumers in order to facilitate the power flow optimization in terms of economic efficiency …

Big Data management in smart grid: concepts, requirements and implementation

H Daki, A El Hannani, A Aqqal, A Haidine, A Dahbi - Journal of Big Data, 2017 - Springer
A smart grid is an intelligent electricity grid that optimizes the generation, distribution and
consumption of electricity through the introduction of Information and Communication …

Enabling the big data analysis in the smart grid

F Luo, ZY Dong, J Zhao, X Zhang… - 2015 IEEE Power & …, 2015 - ieeexplore.ieee.org
Smart grid has become the most complicated interconnected system in human society. With
the advanced sensor infrastructure, the smart grid will continuously generate unprecedented …

An incremental tensor-train decomposition for cyber-physical-social big data

H Liu, LT Yang, Y Guo, X Xie… - IEEE Transactions on Big …, 2018 - ieeexplore.ieee.org
Cyber-physical-social big data generated from ubiquitous devices and diverse spaces
generally are multi-source, heterogeneous, and deeply intertwined. To efficiently analyze …