eprintid: 2780
rev_number: 13
eprint_status: archive
userid: 44
dir: disk0/00/00/27/80
datestamp: 2015-10-22 13:39:05
lastmod: 2016-05-04 10:15:53
status_changed: 2015-10-22 13:39:05
type: conference_item
metadata_visibility: show
creators_name: Hans, Christian
creators_name: Sopasakis, Pantelis
creators_name: Bemporad, Alberto
creators_name: Jörg, Raisch
creators_name: Reincke-Collon, Carsten
creators_id: hans@control.tu-berlin.de
creators_id: pantelis.sopasakis@imtlucca.it
creators_id: alberto.bemporad@imtlucca.it
creators_id: raisch@control.tu-berlin.de
creators_id: 
title: Scenario-Based Model Predictive Operation Control of Islanded Microgrids
ispublished: pub
subjects: QA
subjects: QA75
subjects: T1
subjects: TK
divisions: CSA
full_text_status: public
pres_type: speech
abstract: We propose a model predictive control (MPC) approach for the operation of islanded microgrids that takes into account the stochasticity of wind and load forecasts. In comparison to worst case approaches, the probability distribution of the prediction is used to optimize the operation of the microgrid, leading to less conservative solutions. Suitable models for time series forecast are derived and employed to create scenarios. These scenarios and the system measurements are used as inputs for a stochastic MPC, wherein a mixed-integer problem is solved to derive the optimal controls. In the provided case study, the stochastic MPC yields an increase of wind power generation and decrease of conventional generation.
date: 2015
date_type: published
publisher: IEEE
pagerange: 3272-3277
event_title: 54th IEEE Conference on Decision and Control
event_location: Osaka, Japan
event_dates: 15-18 December, 2015
event_type: conference
id_number: 10.1109/CDC.2015.7402711
refereed: TRUE
isbn: 978-1-4799-7884-7
book_title: IEEE Conference on Decision and Control
official_url: http://dx.doi.org/10.1109/CDC.2015.7402711
citation:   Hans, Christian and Sopasakis, Pantelis and Bemporad, Alberto and Jörg, Raisch and Reincke-Collon, Carsten  Scenario-Based Model Predictive Operation Control of Islanded Microgrids.  In: 54th IEEE Conference on Decision and Control, 15-18 December, 2015, Osaka, Japan pp. 3272-3277.  ISBN 978-1-4799-7884-7.      (2015)  
document_url: http://eprints.imtlucca.it/2780/1/HSBRR2015.pdf