skip to main content
DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Power systems big data analytics: An assessment of paradigm shift barriers and prospects

Publication Date:
Sponsoring Org.:
OSTI Identifier:
Grant/Contract Number:  
EE0008001; 1405330; 1462530
Resource Type:
Published Article
Journal Name:
Energy Reports
Additional Journal Information:
Journal Name: Energy Reports Journal Volume: 4 Journal Issue: C; Journal ID: ISSN 2352-4847
Country of Publication:
United States

Citation Formats

Akhavan-Hejazi, Hossein, and Mohsenian-Rad, Hamed. Power systems big data analytics: An assessment of paradigm shift barriers and prospects. United States: N. p., 2018. Web.
Akhavan-Hejazi, Hossein, & Mohsenian-Rad, Hamed. Power systems big data analytics: An assessment of paradigm shift barriers and prospects. United States.
Akhavan-Hejazi, Hossein, and Mohsenian-Rad, Hamed. Thu . "Power systems big data analytics: An assessment of paradigm shift barriers and prospects". United States.
title = {Power systems big data analytics: An assessment of paradigm shift barriers and prospects},
author = {Akhavan-Hejazi, Hossein and Mohsenian-Rad, Hamed},
abstractNote = {},
doi = {10.1016/j.egyr.2017.11.002},
journal = {Energy Reports},
number = C,
volume = 4,
place = {United States},
year = {2018},
month = {11}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 15 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Chance-Constrained AC Optimal Power Flow for Distribution Systems With Renewables
journal, September 2017

  • DallAnese, Emiliano; Baker, Kyri; Summers, Tyler
  • IEEE Transactions on Power Systems, Vol. 32, Issue 5
  • DOI: 10.1109/TPWRS.2017.2656080

Power System State Estimation and Bad Data Detection by Means of Conic Relaxation
conference, January 2017

  • Madani, Ramtin; Lavaei, Javad; Baldick, Ross
  • Proceedings of the Annual Hawaii International Conference on System Sciences
  • DOI: 10.24251/HICSS.2017.375

Business Intelligence and Analytics: From Big Data to Big Impact
journal, January 2012

Unsupervised Disaggregation of Photovoltaic Production From Composite Power Flow Measurements of Heterogeneous Prosumers
journal, September 2018

  • Sossan, Fabrizio; Nespoli, Lorenzo; Medici, Vasco
  • IEEE Transactions on Industrial Informatics, Vol. 14, Issue 9
  • DOI: 10.1109/TII.2018.2791932

Forecasting of preprocessed daily solar radiation time series using neural networks
journal, December 2010

Wind turbine SCADA alarm analysis for improving reliability: Improving wind turbine reliability
journal, December 2011

  • Qiu, Yingning; Feng, Yanhui; Tavner, Peter
  • Wind Energy, Vol. 15, Issue 8
  • DOI: 10.1002/we.513

The internet of energy: a web-enabled smart grid system
journal, January 2012

Monitoring wind turbine gearboxes: Monitoring wind turbine gearboxes
journal, July 2012

  • Feng, Yanhui; Qiu, Yingning; Crabtree, Christopher J.
  • Wind Energy, Vol. 16, Issue 5
  • DOI: 10.1002/we.1521

Data-Driven Targeting of Customers for Demand Response
journal, September 2016

An unsupervised training method for non-intrusive appliance load monitoring
journal, December 2014

A data-driven analysis of lightning-initiated contingencies at a distribution grid with a PV farm using Micro-PMU data
conference, September 2017

  • Shahsavari, Alireza; Farajollahi, Mohammad; Stewart, Emma
  • 2017 North American Power Symposium (NAPS)
  • DOI: 10.1109/NAPS.2017.8107307

Zero Duality Gap in Optimal Power Flow Problem
journal, February 2012

MAD skills: new analysis practices for big data
journal, August 2009

  • Cohen, Jeffrey; Dolan, Brian; Dunlap, Mark
  • Proceedings of the VLDB Endowment, Vol. 2, Issue 2
  • DOI: 10.14778/1687553.1687576

The Smart Grid's Data Generating Potentials
conference, September 2014

  • Aiello, Marco; Pagani, Giuliano Andrea
  • 2014 Federated Conference on Computer Science and Information Systems, Annals of Computer Science and Information Systems
  • DOI: 10.15439/2014F509

ScaLAPACK: a portable linear algebra library for distributed memory computers — design issues and performance
journal, August 1996

Mobile social media for smart grids customer engagement: Emerging trends and challenges
journal, January 2016

  • Moreno-Munoz, A.; Bellido-Outeirino, F. J.; Siano, P.
  • Renewable and Sustainable Energy Reviews, Vol. 53
  • DOI: 10.1016/j.rser.2015.09.077

Exploiting massive PMU data analysis for LV distribution network model validation
conference, September 2015

  • Shand, Corinne; McMorran, Alan; Stewart, Emma
  • 2015 50th International Universities Power Engineering Conference (UPEC)
  • DOI: 10.1109/UPEC.2015.7339798

A formal definition of Big Data based on its essential features
journal, April 2016

Modeling and Optimization for Big Data Analytics: (Statistical) learning tools for our era of data deluge
journal, September 2014

  • Slavakis, Konstantinos; Giannakis, Georgios B.; Mateos, Gonzalo
  • IEEE Signal Processing Magazine, Vol. 31, Issue 5
  • DOI: 10.1109/MSP.2014.2327238

Household Energy Consumption Segmentation Using Hourly Data
journal, January 2014

  • Kwac, Jungsuk; Flora, June; Rajagopal, Ram
  • IEEE Transactions on Smart Grid, Vol. 5, Issue 1
  • DOI: 10.1109/TSG.2013.2278477

Intra-hour forecasting with a total sky imager at the UC San Diego solar energy testbed
journal, November 2011

Optimal Dispatch of Residential Photovoltaic Inverters Under Forecasting Uncertainties
journal, January 2015

  • Dall'Anese, Emiliano; Dhople, Sairaj V.; Johnson, Brian B.
  • IEEE Journal of Photovoltaics, Vol. 5, Issue 1
  • DOI: 10.1109/JPHOTOV.2014.2364125

Accelerating the Benders decomposition for network-constrained unit commitment problems
journal, June 2010

Event detection and localization in distribution grids with phasor measurement units
conference, July 2017

  • Ardakanian, Omid; Yuan, Ye; Dobbe, Roel
  • 2017 IEEE Power & Energy Society General Meeting (PESGM)
  • DOI: 10.1109/PESGM.2017.8273895

Fully Distributed State Estimation for Wide-Area Monitoring Systems
journal, September 2012

The Internet of Energy: Smart Sensor Networks and Big Data Management for Smart Grid
journal, January 2015

Applying thermophysics for wind turbine drivetrain fault diagnosis using SCADA data
journal, May 2016

An Approach of Quantifying Gear Fatigue Life for Wind Turbine Gearboxes Using Supervisory Control and Data Acquisition Data
journal, July 2017

  • Qiu, Yingning; Chen, Lang; Feng, Yanhui
  • Energies, Vol. 10, Issue 8
  • DOI: 10.3390/en10081084

Addressing the challenges for integrating micro-synchrophasor data with operational system applications
conference, July 2014

  • Stewart, E. M.; Kiliccote, S.; Shand, C. M.
  • 2014 IEEE Power & Energy Society General Meeting, 2014 IEEE PES General Meeting | Conference & Exposition
  • DOI: 10.1109/PESGM.2014.6938994

E-Sketch: Gathering large-scale energy consumption data based on consumption patterns
conference, October 2014

Energy Big Data Analytics and Security: Challenges and Opportunities
journal, September 2016

Social networking for Smart Grid users
conference, April 2015

  • Huang, Yilin; Warnier, Martijn; Brazier, Frances
  • 2015 IEEE 12th International Conference on Networking, Sensing and Control (ICNSC)
  • DOI: 10.1109/ICNSC.2015.7116077

The US National Lightning Detection Network/sup TM/ and applications of cloud-to-ground lightning data by electric power utilities
journal, January 1998

  • Cummins, K. L.; Krider, E. P.; Malone, M. D.
  • IEEE Transactions on Electromagnetic Compatibility, Vol. 40, Issue 4
  • DOI: 10.1109/15.736207

Stochastic Optimal Power Flow Based on Data-Driven Distributionally Robust Optimization
conference, June 2018

Fuzzy ART Neural Network Algorithm for Classifying the Power System Faults
journal, April 2005

A decomposition method for network-constrained unit commitment with AC power flow constraints
journal, August 2015

Data-Driven Wind Turbine Power Generation Performance Monitoring
journal, October 2015

  • Long, Huan; Wang, Long; Zhang, Zijun
  • IEEE Transactions on Industrial Electronics, Vol. 62, Issue 10
  • DOI: 10.1109/TIE.2015.2447508

Distribution Grid Reliability Versus Regulation Market Efficiency: An Analysis Based on Micro-PMU Data
journal, November 2017

  • Shahsavari, Alireza; Sadeghi-Mobarakeh, Ashkan; Stewart, Emma M.
  • IEEE Transactions on Smart Grid, Vol. 8, Issue 6
  • DOI: 10.1109/TSG.2017.2718560