Advanced Data Analytics for Improving the Situational Awareness of the Peak Reliability System: Cooperative Research and Development Final Report, CRADA Number CRD-17-00706

Venkat Krishnan; Jason Ausmus; Yingchen Zhang

Advanced Data Analytics for Improving the Situational Awareness of the Peak Reliability System: Cooperative Research and Development Final Report, CRADA Number CRD-17-00706

Venkat Krishnan, Jason Ausmus, Yingchen Zhang

Power Systems Engineering

Peak Reliability

Research output: NREL › Technical Report

Abstract

NREL will collaborate with Peak to develop advanced data analytics methods to improve the situational awareness of its RC area by utilizing measurement data. The main objective is to develop accurate load forecasting methods to predict system loads at different temporal scales.

Original language	American English
Number of pages	8
State	Published - 2021

NREL Publication Number

NREL/TP-5D00-78902

Keywords

clustering
CRADA
load forecasting methods
neural networks
reliability coordinator (RC) area
SCADA
sensor data

Access to Document

https://www.nrel.gov/docs/fy21osti/78902.pdf

Cite this

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title = "Advanced Data Analytics for Improving the Situational Awareness of the Peak Reliability System: Cooperative Research and Development Final Report, CRADA Number CRD-17-00706",

abstract = "NREL will collaborate with Peak to develop advanced data analytics methods to improve the situational awareness of its RC area by utilizing measurement data. The main objective is to develop accurate load forecasting methods to predict system loads at different temporal scales.",

keywords = "clustering, CRADA, load forecasting methods, neural networks, reliability coordinator (RC) area, SCADA, sensor data",

author = "Venkat Krishnan and Jason Ausmus and Yingchen Zhang",

year = "2021",

language = "American English",

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AU - Krishnan, Venkat

AU - Ausmus, Jason

AU - Zhang, Yingchen

PY - 2021

Y1 - 2021

N2 - NREL will collaborate with Peak to develop advanced data analytics methods to improve the situational awareness of its RC area by utilizing measurement data. The main objective is to develop accurate load forecasting methods to predict system loads at different temporal scales.

AB - NREL will collaborate with Peak to develop advanced data analytics methods to improve the situational awareness of its RC area by utilizing measurement data. The main objective is to develop accurate load forecasting methods to predict system loads at different temporal scales.

KW - clustering

KW - CRADA

KW - load forecasting methods

KW - neural networks

KW - reliability coordinator (RC) area

KW - SCADA

KW - sensor data

M3 - Technical Report

ER -

Advanced Data Analytics for Improving the Situational Awareness of the Peak Reliability System: Cooperative Research and Development Final Report, CRADA Number CRD-17-00706

Abstract

NREL Publication Number

Keywords

Access to Document

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Cite this