About: Black-Box Optimization for Buildings and Its Enhancement by Advanced Communication Infrastructure

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	The solution of repeated fixed-horizon trajectory optimization problems of processes that are either too difficult or too complex to be described by physicsbased models can pose formidable challenges. Very often, soft-computing methods - e.g. black-box modeling and evolutionary optimization - are used. These approaches are ineffective or even computationally intractable for searching high-dimensional parameter spaces. In this paper, a structured iterative process is described for addressing such problems: the starting point is a simple parameterization of the trajectory starting with a reduced number of parameters; after selection of values for these parameters so that this simpler problem is covered satisfactorily, a refinement procedure increases the number of parameters and the optimization is repeated. This continuous parameter refinement and optimization process can yield effective solutions after only a few iterations. The solution of repeated fixed-horizon trajectory optimization problems of processes that are either too difficult or too complex to be described by physicsbased models can pose formidable challenges. Very often, soft-computing methods - e.g. black-box modeling and evolutionary optimization - are used. These approaches are ineffective or even computationally intractable for searching high-dimensional parameter spaces. In this paper, a structured iterative process is described for addressing such problems: the starting point is a simple parameterization of the trajectory starting with a reduced number of parameters; after selection of values for these parameters so that this simpler problem is covered satisfactorily, a refinement procedure increases the number of parameters and the optimization is repeated. This continuous parameter refinement and optimization process can yield effective solutions after only a few iterations. (en)
Title	Black-Box Optimization for Buildings and Its Enhancement by Advanced Communication Infrastructure Black-Box Optimization for Buildings and Its Enhancement by Advanced Communication Infrastructure (en)
skos:prefLabel	Black-Box Optimization for Buildings and Its Enhancement by Advanced Communication Infrastructure Black-Box Optimization for Buildings and Its Enhancement by Advanced Communication Infrastructure (en)
skos:notation	RIV/67985556:_____/13:00423196!RIV14-GA0-67985556
http://linked.open...avai/predkladatel	Ústav teorie informace a automatizace AV ČR, v. v. i.
http://linked.open...avai/riv/aktivita	I P
http://linked.open...avai/riv/aktivity	I, P(GA13-13502S)
http://linked.open...iv/cisloPeriodika	5
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Macek, Karel
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ústav teorie informace a automatizace AV ČR, v. v. i.
http://linked.open...dnocenehoVysledku	63614
http://linked.open...ai/riv/idVysledku	RIV/67985556:_____/13:00423196
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Evolutionary algorithms; Black box modeling; Simplification; Refining; HVAC; Load shedding; Communication infrastructure (en)
http://linked.open.../riv/klicoveSlovo	Black box modeling Communication infrastructure Load shedding Refining HVAC Simplification Evolutionary algorithms
http://linked.open...odStatuVydavatele	PT - Portugalská republika
http://linked.open...ontrolniKodProRIV	[A921991EECA1]
http://linked.open...i/riv/nazevZdroje	Advances in Distributed Computing and Artificial Intelligence Journal
http://linked.open...in/vavai/riv/obor	BC
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	4 (xsd:int)
http://linked.open...vavai/riv/projekt	Fully Probabilistic Design of Dynamic Decision Strategies for Imperfect Participants in Market Scenarios
http://linked.open...UplatneniVysledku	2013
http://linked.open...v/svazekPeriodika	1
http://linked.open...iv/tvurceVysledku	Macek, Karel Rojíček, J. Kontes, G. Rovas, D. V.
issn	2255-2863
number of pages	12 (xsd:int)

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