eprintid: 10197014
rev_number: 10
eprint_status: archive
userid: 699
dir: disk0/10/19/70/14
datestamp: 2024-09-16 12:42:33
lastmod: 2024-09-16 12:42:33
status_changed: 2024-09-16 12:42:33
type: proceedings_section
metadata_visibility: show
sword_depositor: 699
creators_name: Casagrande, V
creators_name: Ferianc, M
creators_name: Rodrigues, M
creators_name: Boem, F
title: Learning-based MPC with uncertainty estimation for resilient microgrid energy management
ispublished: pub
divisions: UCL
divisions: B04
divisions: F46
keywords: Energy Management Systems, Microgrid, Model Predictive Control, Online
Learning, Uncertainty Estimation
note: © 2024 The Authors. This is an open access article under the CC BY-NC-ND license
(https://creativecommons.org/licenses/by-nc-nd/4.0/)
abstract: To enhance fault resilience in microgrid systems at the energy management level, this paper introduces a novel proactive scheduling algorithm, based on uncertainty modelling thanks to a specifically designed neural network. The algorithm is trained and deployed online and it estimates uncertainties in predicting future load demands and other relevant profiles. We integrate the novel learning algorithm with a stochastic model predictive control, enabling the microgrid to store sufficient energy to adaptively deal with possible faults. Experimental results show that a reliable estimation of the unknown profiles' mean and variance is obtained, improving the robustness of proactive scheduling strategies against uncertainties.
date: 2024
date_type: published
publisher: Elsevier BV
official_url: https://doi.org/10.1016/j.ifacol.2024.07.277
oa_status: green
full_text_type: pub
language: eng
primo: open
primo_central: open_green
verified: verified_manual
elements_id: 2311647
doi: 10.1016/j.ifacol.2024.07.277
lyricists_name: Boem, Francesca
lyricists_name: Rodrigues, Miguel
lyricists_name: Casagrande, Vittorio
lyricists_id: FBOEM63
lyricists_id: MRDIA06
lyricists_id: VCASA62
actors_name: Casagrande, Vittorio
actors_id: VCASA62
actors_role: owner
full_text_status: public
pres_type: paper
publication: IFAC-PapersOnLine
volume: 58:4
number: 4
pagerange: 556-561
event_title: 19th IFAC World Congress
issn: 2405-8963
book_title: IFAC-PapersOnLine
citation:        Casagrande, V;    Ferianc, M;    Rodrigues, M;    Boem, F;      (2024)    Learning-based MPC with uncertainty estimation for resilient microgrid energy management.                     In:  IFAC-PapersOnLine.  (pp. pp. 556-561).  Elsevier BV       Green open access   
 
document_url: https://discovery.ucl.ac.uk/id/eprint/10197014/2/Casagrande_1-s2.0-S2405896324003616-main.pdf