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  4. Spatio-temporal characterization of long-term solar resource using spatial functional data analysis: Understanding the variability and complementarity of global horizontal irradiance in Ecuador
 
Zitierlink DOI
10.26092/elib/3429
Verlagslink DOI
10.1016/j.renene.2022.03.049

Spatio-temporal characterization of long-term solar resource using spatial functional data analysis: Understanding the variability and complementarity of global horizontal irradiance in Ecuador

Veröffentlichungsdatum
2022-04
Autoren
Tapia, Mariela  
Heinemann, Detlev  
Ballari, Daniela  
Zondervan, Edwin  
Zusammenfassung
Understanding the spatio-temporal variability of the solar resource is crucial to effectively support solar power utilization. Unfortunately, long-term and high-resolved measurements of solar irradiance are generally scarce, challenging the characterization for larger areas. In this paper, we propose a methodology to characterize the spatio-temporal variability of global horizontal irradiance (GHI) at a regional scale using long-term satellite-derived data. Spatial functional data analysis (sFDA) is used to identify areas with similar intra-annual variability patterns. The methodology is applied to a 21-year period data on Ecuador retrieved from the National Solar Radiation Database. Being the first time that sFDA is used for this purpose, the results indicate that it provides an appropriate basis for the interannual variability and complementarity analyses. In Ecuador's mainland, twenty-two subregions with four seasonal patterns are identified. The highest GHI potential (5.4 kWhm−2d−1) with the lowest variability (3.4%) is found in the Inter-Andean valleys. Further, seasonal complementarities between the coast and western Andes are identified. In Galapagos, high values are found over all islands (≥4.8 kWhm−2d−1), characterized by three subregions with one seasonal pattern. Our findings provide the first comprehensive spatio-temporal characterization of GHI in Ecuador, which aims at supporting a sustainable energy transition in the country.
Schlagwörter
Solar irradiance

; 

Spatio-temporal variability

; 

Energy meteorology

; 

Functional data analysis

; 

Clustering

; 

Ecuador
Verlag
Elsevier Science
Institution
Universität Bremen  
Fachbereich
Fachbereich 04: Produktionstechnik, Maschinenbau & Verfahrenstechnik (FB 04)  
Institute
Fachgebiet 30: Resiliente Energiesysteme  
Dokumenttyp
Artikel/Aufsatz
Zeitschrift/Sammelwerk
Renewable Energy  
Band
189
Startseite
1176
Endseite
1193
Zweitveröffentlichung
Ja
Dokumentversion
Postprint
Lizenz
Alle Rechte vorbehalten
Sprache
Englisch
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Supplementary Material_Tapia et al_Spatio-temporal characterization of long-term_solar_resource.pdf

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