FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2921942783> ?p ?o ?g. }

• W2921942783 endingPage "479" @default.
• W2921942783 startingPage "462" @default.
• W2921942783 abstract "High resolution synthetic irradiance is of interest for theoretical studies such as grid integration of solar PV and battery storage analysis. Access to site-specific data is often limited to inadequate temporal resolutions for such application. A new model for producing synthetic solar global horizontal irradiance (GHI) time-series at up to 1-min resolution is presented as derived from >10-min input data. Briefly, it is a clustered-based method for daily clearness index distributions using Dirichlet process Gaussian mixture model (DPGMM). DPGMM is a nonparametric Bayesian (NPB) model indexed with an infinite-dimensional space of parameters. The key benefit of the NPB paradigm is the automatic adaptation to the correct complexity level and model size, suggesting a local adaptation of the model to all climatic conditions. A posterior inference using Markov chain Monte Carlo algorithm (namely Gibbs sampling) is applied. The model only requires a valid number of intraday data to construct daily distributions, then it can be applied worldwide. The synthetic GHI time series are validated against observed 1-min GHI data for four locations distributed throughout the world with different climatic conditions and significant geographic separation. Moreover, the presented method can generate data based on similar climatic conditions. A good fit between real and generated data is observed. We present an nRMSE ≤4% and nMBE <±4% between generated and measured means at both daily and monthly scales for all sites. The agreement between the real and generated cumulative density distributions of six comparative variability metrics (defined in text) at four different sites is measured using the overlapping and the Kullback–Leibler coefficients, which are ≥75% and ≤10% respectively, in all cases. To ensure the reproducibility of the research presented in this paper, the methodology is freely available as an R-package downloadable from SolarClusGnr." @default.
• W2921942783 created "2019-03-22" @default.
• W2921942783 creator A5044316857 @default.
• W2921942783 creator A5045756193 @default.
• W2921942783 creator A5055728629 @default.
• W2921942783 creator A5059536424 @default.
• W2921942783 date "2019-04-01" @default.
• W2921942783 modified "2023-10-01" @default.
• W2921942783 title "Nonparametric Bayesian-based recognition of solar irradiance conditions: Application to the generation of high temporal resolution synthetic solar irradiance data" @default.
• W2921942783 cites W1948664808 @default.
• W2921942783 cites W1964637314 @default.
• W2921942783 cites W1965555277 @default.
• W2921942783 cites W1976903482 @default.
• W2921942783 cites W1977989526 @default.
• W2921942783 cites W2008697864 @default.
• W2921942783 cites W2011724361 @default.
• W2921942783 cites W2012394002 @default.
• W2921942783 cites W2015452969 @default.
• W2921942783 cites W2028612364 @default.
• W2921942783 cites W2055737215 @default.
• W2921942783 cites W2058580388 @default.
• W2921942783 cites W2069429561 @default.
• W2921942783 cites W2071884028 @default.
• W2921942783 cites W2072873888 @default.
• W2921942783 cites W2089684092 @default.
• W2921942783 cites W2092532507 @default.
• W2921942783 cites W2097994458 @default.
• W2921942783 cites W2101108516 @default.
• W2921942783 cites W2115870554 @default.
• W2921942783 cites W2135945534 @default.
• W2921942783 cites W2173991821 @default.
• W2921942783 cites W2177128308 @default.
• W2921942783 cites W2190167143 @default.
• W2921942783 cites W2194618511 @default.
• W2921942783 cites W223237438 @default.
• W2921942783 cites W2298133865 @default.
• W2921942783 cites W2336870864 @default.
• W2921942783 cites W2493181982 @default.
• W2921942783 cites W2568461278 @default.
• W2921942783 cites W2570573184 @default.
• W2921942783 cites W2592173053 @default.
• W2921942783 cites W2602831175 @default.
• W2921942783 cites W2602976146 @default.
• W2921942783 cites W2766802710 @default.
• W2921942783 cites W2768647773 @default.
• W2921942783 cites W2770982579 @default.
• W2921942783 cites W2788611176 @default.
• W2921942783 cites W2788650779 @default.
• W2921942783 cites W2795655387 @default.
• W2921942783 cites W2809019835 @default.
• W2921942783 cites W2809912407 @default.
• W2921942783 cites W2887809089 @default.
• W2921942783 cites W2893322381 @default.
• W2921942783 cites W2895856600 @default.
• W2921942783 cites W2896446701 @default.
• W2921942783 cites W2901647170 @default.
• W2921942783 cites W2910778311 @default.
• W2921942783 cites W4254499902 @default.
• W2921942783 cites W568275972 @default.
• W2921942783 doi "https://doi.org/10.1016/j.solener.2019.02.052" @default.
• W2921942783 hasPublicationYear "2019" @default.
• W2921942783 type Work @default.
• W2921942783 sameAs 2921942783 @default.
• W2921942783 citedByCount "27" @default.
• W2921942783 countsByYear W29219427832019 @default.
• W2921942783 countsByYear W29219427832020 @default.
• W2921942783 countsByYear W29219427832021 @default.
• W2921942783 countsByYear W29219427832022 @default.
• W2921942783 countsByYear W29219427832023 @default.
• W2921942783 crossrefType "journal-article" @default.
• W2921942783 hasAuthorship W2921942783A5044316857 @default.
• W2921942783 hasAuthorship W2921942783A5045756193 @default.
• W2921942783 hasAuthorship W2921942783A5055728629 @default.
• W2921942783 hasAuthorship W2921942783A5059536424 @default.
• W2921942783 hasBestOaLocation W29219427832 @default.
• W2921942783 hasConcept C102366305 @default.
• W2921942783 hasConcept C105795698 @default.
• W2921942783 hasConcept C107673813 @default.
• W2921942783 hasConcept C111350023 @default.
• W2921942783 hasConcept C11413529 @default.
• W2921942783 hasConcept C121332964 @default.
• W2921942783 hasConcept C124101348 @default.
• W2921942783 hasConcept C153294291 @default.
• W2921942783 hasConcept C154945302 @default.
• W2921942783 hasConcept C158424031 @default.
• W2921942783 hasConcept C160234255 @default.
• W2921942783 hasConcept C160920958 @default.
• W2921942783 hasConcept C187691185 @default.
• W2921942783 hasConcept C195452092 @default.
• W2921942783 hasConcept C205649164 @default.
• W2921942783 hasConcept C2524010 @default.
• W2921942783 hasConcept C2781280628 @default.
• W2921942783 hasConcept C33923547 @default.
• W2921942783 hasConcept C41008148 @default.
• W2921942783 hasConcept C46423501 @default.
• W2921942783 hasConcept C62520636 @default.
• W2921942783 hasConcept C73329638 @default.
• W2921942783 hasConcept C9695528 @default.

• next