FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2978628722> ?p ?o ?g. }

• W2978628722 abstract "The use of analogs - similar weather patterns - for weather forecasting and analysis is an established method in meteorology. The most challenging aspect of using this approach in the context of operational radar applications is to be able to perform a fast and accurate search for similar spatiotemporal precipitation patterns in a large archive of historical records. In this context, sequential pairwise search is too slow and computationally expensive. Here we propose an architecture to significantly speed-up spatiotemporal analog retrieval by combining nonlinear geometric dimensionality reduction (UMAP) with the fastest known Euclidean search algorithm for time series (MASS) to find radar analogs in constant time, independently of the desired temporal length to match and the number of extracted analogs. We compare UMAP with Principal component analysis (PCA) and show that UMAP outperforms PCA for spatial MSE analog search with proper settings. Moreover, we show that MASS is 20 times faster than brute force search on the UMAP embeddings space. We test the architecture on a real dataset and show that it enables precise and fast operational analog ensemble search through more than 2 years of radar archive in less than 5 seconds on a single workstation." @default.
• W2978628722 created "2019-10-10" @default.
• W2978628722 creator A5002415807 @default.
• W2978628722 creator A5013648849 @default.
• W2978628722 creator A5022788315 @default.
• W2978628722 creator A5072609433 @default.
• W2978628722 creator A5090829168 @default.
• W2978628722 date "2019-10-01" @default.
• W2978628722 modified "2023-09-27" @default.
• W2978628722 title "MASS-UMAP: Fast and accurate analog ensemble search in weather radar archive" @default.
• W2978628722 cites W1120922828 @default.
• W2978628722 cites W1921109140 @default.
• W2978628722 cites W1982256029 @default.
• W2978628722 cites W2024414272 @default.
• W2978628722 cites W2063479230 @default.
• W2978628722 cites W2069563189 @default.
• W2978628722 cites W2093228541 @default.
• W2978628722 cites W2099019225 @default.
• W2978628722 cites W2101036997 @default.
• W2978628722 cites W2123402141 @default.
• W2978628722 cites W2134515105 @default.
• W2978628722 cites W2137514347 @default.
• W2978628722 cites W2144367722 @default.
• W2978628722 cites W2150734399 @default.
• W2978628722 cites W2165374837 @default.
• W2978628722 cites W2170860720 @default.
• W2978628722 cites W2174601942 @default.
• W2978628722 cites W2312890204 @default.
• W2978628722 cites W2584499795 @default.
• W2978628722 cites W2610358890 @default.
• W2978628722 cites W2742517588 @default.
• W2978628722 cites W2748401178 @default.
• W2978628722 cites W2771203716 @default.
• W2978628722 cites W2889326414 @default.
• W2978628722 cites W2899622384 @default.
• W2978628722 cites W2902652978 @default.
• W2978628722 cites W2907759361 @default.
• W2978628722 cites W2941862304 @default.
• W2978628722 cites W2965217691 @default.
• W2978628722 cites W3023058184 @default.
• W2978628722 hasPublicationYear "2019" @default.
• W2978628722 type Work @default.
• W2978628722 sameAs 2978628722 @default.
• W2978628722 citedByCount "0" @default.
• W2978628722 crossrefType "posted-content" @default.
• W2978628722 hasAuthorship W2978628722A5002415807 @default.
• W2978628722 hasAuthorship W2978628722A5013648849 @default.
• W2978628722 hasAuthorship W2978628722A5022788315 @default.
• W2978628722 hasAuthorship W2978628722A5072609433 @default.
• W2978628722 hasAuthorship W2978628722A5090829168 @default.
• W2978628722 hasConcept C120174047 @default.
• W2978628722 hasConcept C124101348 @default.
• W2978628722 hasConcept C153180895 @default.
• W2978628722 hasConcept C154945302 @default.
• W2978628722 hasConcept C166957645 @default.
• W2978628722 hasConcept C205649164 @default.
• W2978628722 hasConcept C27438332 @default.
• W2978628722 hasConcept C2779343474 @default.
• W2978628722 hasConcept C41008148 @default.
• W2978628722 hasConcept C554190296 @default.
• W2978628722 hasConcept C70518039 @default.
• W2978628722 hasConcept C76155785 @default.
• W2978628722 hasConcept C92237259 @default.
• W2978628722 hasConceptScore W2978628722C120174047 @default.
• W2978628722 hasConceptScore W2978628722C124101348 @default.
• W2978628722 hasConceptScore W2978628722C153180895 @default.
• W2978628722 hasConceptScore W2978628722C154945302 @default.
• W2978628722 hasConceptScore W2978628722C166957645 @default.
• W2978628722 hasConceptScore W2978628722C205649164 @default.
• W2978628722 hasConceptScore W2978628722C27438332 @default.
• W2978628722 hasConceptScore W2978628722C2779343474 @default.
• W2978628722 hasConceptScore W2978628722C41008148 @default.
• W2978628722 hasConceptScore W2978628722C554190296 @default.
• W2978628722 hasConceptScore W2978628722C70518039 @default.
• W2978628722 hasConceptScore W2978628722C76155785 @default.
• W2978628722 hasConceptScore W2978628722C92237259 @default.
• W2978628722 hasLocation W29786287221 @default.
• W2978628722 hasOpenAccess W2978628722 @default.
• W2978628722 hasPrimaryLocation W29786287221 @default.
• W2978628722 hasRelatedWork W2055269077 @default.
• W2978628722 hasRelatedWork W2088649052 @default.
• W2978628722 hasRelatedWork W2200222898 @default.
• W2978628722 hasRelatedWork W2256747128 @default.
• W2978628722 hasRelatedWork W2778481949 @default.
• W2978628722 hasRelatedWork W2894120945 @default.
• W2978628722 hasRelatedWork W2952635775 @default.
• W2978628722 hasRelatedWork W2962757403 @default.
• W2978628722 hasRelatedWork W2963242746 @default.
• W2978628722 hasRelatedWork W2963452532 @default.
• W2978628722 hasRelatedWork W2980007262 @default.
• W2978628722 hasRelatedWork W2993357746 @default.
• W2978628722 hasRelatedWork W3005320834 @default.
• W2978628722 hasRelatedWork W3010575584 @default.
• W2978628722 hasRelatedWork W3034425156 @default.
• W2978628722 hasRelatedWork W3035046157 @default.
• W2978628722 hasRelatedWork W3046884352 @default.
• W2978628722 hasRelatedWork W3091300680 @default.
• W2978628722 hasRelatedWork W3117245800 @default.
• W2978628722 hasRelatedWork W3162754475 @default.
• W2978628722 isParatext "false" @default.

• next