Learning the state-of-charge of heterogeneous fleets of distributed energy resources with temporal residual networks

Matar, Mustafa; Mavalizadeh, Hani; Brahma, Sarnaduti; Almassalkhi, Mads R.; Wshah, Safwan

doi:10.1016/j.est.2023.107979

Learning the state-of-charge of heterogeneous fleets of distributed energy resources with temporal residual networks

Journal Article · Sun Oct 01 00:00:00 EDT 2023 · Journal of Energy Storage

DOI:https://doi.org/10.1016/j.est.2023.107979· OSTI ID:2202305

; Mavalizadeh, Hani; Brahma, Sarnaduti; ; Wshah, Safwan

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Research Organization:: Univ. of Vermont, Burlington, VT (United States)

Sponsoring Organization:: USDOE Advanced Research Projects Agency - Energy (ARPA-E)

Grant/Contract Number:: AR0000694

OSTI ID:: 2202305

Alternate ID(s):: OSTI ID: 2576619

Journal Information:: Journal of Energy Storage, Journal Name: Journal of Energy Storage Journal Issue: C Vol. 70; ISSN 2352-152X

Publisher:: ElsevierCopyright Statement

Country of Publication:: Netherlands

Language:: English

References (25)

Introduction to multi-layer feed-forward neural networks Svozil, Daniel; Kvasnicka, Vladimír; Pospichal, Jir̂í Chemometrics and Intelligent Laboratory Systems, Vol. 39, Issue 1 https://doi.org/10.1016/S0169-7439(97)00061-0	journal	November 1997
State-of-charge estimation of lithium-ion batteries based on gated recurrent neural network Yang, Fangfang; Li, Weihua; Li, Chuan Energy, Vol. 175 https://doi.org/10.1016/j.energy.2019.03.059	journal	May 2019
A Deep Hybrid Model for Recommendation by jointly leveraging ratings, reviews and metadata information Khan, Zahid Younas; Niu, Zhendong; Nyamawe, Ally S. Engineering Applications of Artificial Intelligence, Vol. 97 https://doi.org/10.1016/j.engappai.2020.104066	journal	January 2021
Transformer-based deep learning model for forced oscillation localization Matar, Mustafa; Estevez, Pablo Gill; Marchi, Pablo International Journal of Electrical Power & Energy Systems, Vol. 146 https://doi.org/10.1016/j.ijepes.2022.108805	journal	March 2023
Detection and mitigation of GPS Spoofing Attacks on Phasor Measurement Units using deep learning Almutairy, Fayha; Scekic, Lazar; Matar, Mustafa International Journal of Electrical Power & Energy Systems, Vol. 151 https://doi.org/10.1016/j.ijepes.2023.109160	journal	September 2023
A novel temporal convolutional network with residual self-attention mechanism for remaining useful life prediction of rolling bearings Cao, Yudong; Ding, Yifei; Jia, Minping Reliability Engineering & System Safety, Vol. 215 https://doi.org/10.1016/j.ress.2021.107813	journal	November 2021
Temporal Convolutional Networks for the Advance Prediction of ENSO Yan, Jining; Mu, Lin; Wang, Lizhe Scientific Reports, Vol. 10, Issue 1 https://doi.org/10.1038/s41598-020-65070-5	journal	May 2020
Empirical Mode Decomposition Based Deep Learning for Electricity Demand Forecasting Bedi, Jatin; Toshniwal, Durga IEEE Access, Vol. 6 https://doi.org/10.1109/ACCESS.2018.2867681	journal	January 2018
A Deep Learning-Based Framework for Parameters Calibration of Power Plant Models Using Event Playback Approach Matar, Mustafa; Xu, Beilei; Elmoudi, Ramadan IEEE Access, Vol. 10 https://doi.org/10.1109/ACCESS.2022.3188313	journal	January 2022
A Virtual Battery Model for Packetized Energy Management Espinosa, Luis A. Duffaut; Khurram, Adil; Almassalkhi, Mads R. 2020 59th IEEE Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC42340.2020.9304065	conference	December 2020
Quality Variable Prediction for Nonlinear Dynamic Industrial Processes Based on Temporal Convolutional Networks Yuan, Xiaofeng; Qi, Shuaibin; Wang, Yalin IEEE Sensors Journal, Vol. 21, Issue 18 https://doi.org/10.1109/JSEN.2021.3096215	journal	September 2021
Deep Learning for Model Parameter Calibration in Power Systems Wshah, Safwan; Shadid, Reem; Wu, Yuhao 2020 IEEE International Conference on Power Systems Technology (POWERCON) https://doi.org/10.1109/POWERCON48463.2020.9230531	conference	September 2020
Decentralized Frequency Control using Packet-based Energy Coordination Mavalizadeh, Hani; Duffaut Espinosa, Luis A.; Almassalkhi, Mads R. 2020 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm) https://doi.org/10.1109/SmartGridComm47815.2020.9302972	conference	November 2020
Reference-Tracking Control Policies for Packetized Coordination of Heterogeneous DER Populations Espinosa, L. A. Duffaut; Khurram, Adil; Almassalkhi, Mads IEEE Transactions on Control Systems Technology, Vol. 29, Issue 6 https://doi.org/10.1109/TCST.2020.3039492	journal	November 2021
Arbitraging Intraday Wholesale Energy Market Prices With Aggregations of Thermostatic Loads Mathieu, Johanna L.; Kamgarpour, Maryam; Lygeros, John IEEE Transactions on Power Systems, Vol. 30, Issue 2 https://doi.org/10.1109/TPWRS.2014.2335158	journal	March 2015
Identification of Virtual Battery Models for Flexible Loads Hughes, Justin T.; Dominguez-Garcia, Alejandro D.; Poolla, Kameshwar IEEE Transactions on Power Systems, Vol. 31, Issue 6 https://doi.org/10.1109/TPWRS.2015.2505645	journal	November 2016
A Packetized Energy Management Macromodel With Quality of Service Guarantees for Demand-Side Resources Espinosa, Luis A. Duffaut; Almassalkhi, Mads IEEE Transactions on Power Systems, Vol. 35, Issue 5 https://doi.org/10.1109/TPWRS.2020.2981436	journal	September 2020
Power Plant Model Parameter Calibration Using Conditional Variational Autoencoder Khazeiynasab, Seyyed Rashid; Zhao, Junbo; Batarseh, Issa IEEE Transactions on Power Systems, Vol. 37, Issue 2 https://doi.org/10.1109/TPWRS.2021.3107515	journal	March 2022
Aggregate Flexibility Capacity of TCLs With Cycling Constraints Coffman, Austin R.; Cammardella, Neil; Barooah, Prabir IEEE Transactions on Power Systems, Vol. 38, Issue 1 https://doi.org/10.1109/TPWRS.2022.3160071	journal	January 2023
Frequency Regulation From Distributed Energy Resource Using Cloud-Edge Collaborations Under Wireless Environments Zhang, Jiawei; Wang, Peng; Zhang, Ning IEEE Transactions on Smart Grid, Vol. 13, Issue 1 https://doi.org/10.1109/TSG.2021.3109006	journal	January 2022
Review of deep learning: concepts, CNN architectures, challenges, applications, future directions Alzubaidi, Laith; Zhang, Jinglan; Humaidi, Amjad J. Journal of Big Data, Vol. 8, Issue 1 https://doi.org/10.1186/s40537-021-00444-8	journal	March 2021
Stochastic Virtual Battery Modeling of Uncertain Electrical Loads Using Variational Autoencoder Chakraborty, Indrasis; Nandanoori, Sai Pushpak; Kundu, Soumya 2020 American Control Conference (ACC) https://doi.org/10.23919/ACC45564.2020.9147609	conference	July 2020
Electrochemical Impedance Spectroscopy: A New Chapter in the Fast and Accurate Estimation of the State of Health for Lithium-Ion Batteries Zhang, Ming; Liu, Yanshuo; Li, Dezhi Energies, Vol. 16, Issue 4 https://doi.org/10.3390/en16041599	journal	February 2023
A Review of SOH Prediction of Li-Ion Batteries Based on Data-Driven Algorithms Zhang, Ming; Yang, Dongfang; Du, Jiaxuan Energies, Vol. 16, Issue 7 https://doi.org/10.3390/en16073167	journal	March 2023
Developments and Applications of Artificial Intelligence in Music Education Yu, Xiaofei; Ma, Ning; Zheng, Lei Technologies, Vol. 11, Issue 2 https://doi.org/10.3390/technologies11020042	journal	March 2023

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