Matches in SemOpenAlex for { <https://semopenalex.org/work/W4320477172> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4320477172 abstract "Contextual Bayesian optimization (CBO) is a powerful framework for sequential decision-making given side information, with important applications, e.g., in wind energy systems. In this setting, the learner receives context (e.g., weather conditions) at each round, and has to choose an action (e.g., turbine parameters). Standard algorithms assume no cost for switching their decisions at every round. However, in many practical applications, there is a cost associated with such changes, which should be minimized. We introduce the episodic CBO with movement costs problem and, based on the online learning approach for metrical task systems of Coester and Lee (2019), propose a novel randomized mirror descent algorithm that makes use of Gaussian Process confidence bounds. We compare its performance with the offline optimal sequence for each episode and provide rigorous regret guarantees. We further demonstrate our approach on the important real-world application of altitude optimization for Airborne Wind Energy Systems. In the presence of substantial movement costs, our algorithm consistently outperforms standard CBO algorithms." @default.
- W4320477172 created "2023-02-14" @default.
- W4320477172 creator A5003040843 @default.
- W4320477172 creator A5035760608 @default.
- W4320477172 creator A5048050153 @default.
- W4320477172 creator A5075873741 @default.
- W4320477172 date "2022-10-14" @default.
- W4320477172 modified "2023-09-29" @default.
- W4320477172 title "Movement Penalized Bayesian Optimization with Application to Wind Energy Systems" @default.
- W4320477172 doi "https://doi.org/10.48550/arxiv.2210.08087" @default.
- W4320477172 hasPublicationYear "2022" @default.
- W4320477172 type Work @default.
- W4320477172 citedByCount "0" @default.
- W4320477172 crossrefType "posted-content" @default.
- W4320477172 hasAuthorship W4320477172A5003040843 @default.
- W4320477172 hasAuthorship W4320477172A5035760608 @default.
- W4320477172 hasAuthorship W4320477172A5048050153 @default.
- W4320477172 hasAuthorship W4320477172A5075873741 @default.
- W4320477172 hasBestOaLocation W43204771721 @default.
- W4320477172 hasConcept C105795698 @default.
- W4320477172 hasConcept C107673813 @default.
- W4320477172 hasConcept C119857082 @default.
- W4320477172 hasConcept C121332964 @default.
- W4320477172 hasConcept C126255220 @default.
- W4320477172 hasConcept C151730666 @default.
- W4320477172 hasConcept C154945302 @default.
- W4320477172 hasConcept C163716315 @default.
- W4320477172 hasConcept C186370098 @default.
- W4320477172 hasConcept C2778049539 @default.
- W4320477172 hasConcept C2779343474 @default.
- W4320477172 hasConcept C33923547 @default.
- W4320477172 hasConcept C41008148 @default.
- W4320477172 hasConcept C50817715 @default.
- W4320477172 hasConcept C61326573 @default.
- W4320477172 hasConcept C62520636 @default.
- W4320477172 hasConcept C86803240 @default.
- W4320477172 hasConceptScore W4320477172C105795698 @default.
- W4320477172 hasConceptScore W4320477172C107673813 @default.
- W4320477172 hasConceptScore W4320477172C119857082 @default.
- W4320477172 hasConceptScore W4320477172C121332964 @default.
- W4320477172 hasConceptScore W4320477172C126255220 @default.
- W4320477172 hasConceptScore W4320477172C151730666 @default.
- W4320477172 hasConceptScore W4320477172C154945302 @default.
- W4320477172 hasConceptScore W4320477172C163716315 @default.
- W4320477172 hasConceptScore W4320477172C186370098 @default.
- W4320477172 hasConceptScore W4320477172C2778049539 @default.
- W4320477172 hasConceptScore W4320477172C2779343474 @default.
- W4320477172 hasConceptScore W4320477172C33923547 @default.
- W4320477172 hasConceptScore W4320477172C41008148 @default.
- W4320477172 hasConceptScore W4320477172C50817715 @default.
- W4320477172 hasConceptScore W4320477172C61326573 @default.
- W4320477172 hasConceptScore W4320477172C62520636 @default.
- W4320477172 hasConceptScore W4320477172C86803240 @default.
- W4320477172 hasLocation W43204771721 @default.
- W4320477172 hasOpenAccess W4320477172 @default.
- W4320477172 hasPrimaryLocation W43204771721 @default.
- W4320477172 hasRelatedWork W2133104104 @default.
- W4320477172 hasRelatedWork W2724199550 @default.
- W4320477172 hasRelatedWork W2890918712 @default.
- W4320477172 hasRelatedWork W2963273374 @default.
- W4320477172 hasRelatedWork W2988506774 @default.
- W4320477172 hasRelatedWork W3033079545 @default.
- W4320477172 hasRelatedWork W3035563477 @default.
- W4320477172 hasRelatedWork W3199608561 @default.
- W4320477172 hasRelatedWork W4286973476 @default.
- W4320477172 hasRelatedWork W4287760838 @default.
- W4320477172 isParatext "false" @default.
- W4320477172 isRetracted "false" @default.
- W4320477172 workType "article" @default.