, Quantifiers for the solar irradiance variability: A new perspective, Solar Energy, vol.174, pp.606-616, 2018.
, Stochastic generation of synthetic minutely irradiance time series derived from mean hourly weather observation data, Solar Energy, vol.115, pp.229-242, 2015.
, The impact of globally diverse ghi training data: evaluation through application of a simple markov chain downscaling methodology, Renewable and Sustainable Energy, vol.11, 2019.
, A synthetic, spatially decorrelating solar irradiance generator and application to a lv grid model with high pv penetration, Solar Energy, vol.147, pp.83-98, 2017.
, Improved satellite-derived pv power nowcasting using real-time power data from reference pv systems, Solar Energy, vol.168, pp.118-139, 2018.
, clvalid: An r package for cluster validation, Journal of Statistical Software, Articles, vol.25, pp.1-22, 2008.
, Himawari-8 enabled real-time distributed pv simulations for distribution networks, Proceedings of IEEE PVSC, pp.25-30, 2017.
, Himawari-8_enabled_real-time_distributed_PV_ simulations_for_distribution_networks
, A bayesian analysis of some nonparametric problems, The Annals of Statistics, vol.1, pp.209-230, 1973.
, A dirichlet-multinomial mixture model-based approach for daily solar radiation classification, Solar Energy, vol.171, pp.31-39, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01898072
, Analyzing and visualizing state sequences in r with traminer, Journal of Statistical Software, Articles, vol.40, pp.1-37, 2011.
, A survey of discretization techniques: Taxonomy and empirical analysis in supervised learning, IEEE Transactions on Knowledge and Data Engineering, vol.25, 2013.
, A tutorial on bayesian nonparametric models, Journal of Mathematical Psychology, vol.56, pp.1-12, 2012.
, A novel clustering approach for short-term solar radiation forecasting, Solar Energy, vol.122, pp.1371-1383, 2015.
, Dirichlet process gaussian mixture models: Choice of the base distribution, J. Comput. Sci. Technol, vol.25, pp.653-664, 2010.
, A reevaluation of the solar constant based on a 42-year total solar irradiance time series and a reconciliation of spaceborne observations, Solar Energy, vol.147, issue.2-9, pp.209-221, 2017.
, Evaluation of conventional and high-performance routine solar radiation measurements for improved solar resource, climatological trends, and radiative modeling, Solar Energy, vol.83, pp.171-185, 2009.
, chapter Fractal classification of typical meteorological days from global solar irradiance: Application to five sites of different climates, pp.29-54, 2008.
, The overlapping coefficient as a measure of agreement between probability distributions and point estimation of the overlap of two normal densities, Communications in Statistics -Theory and Methods, vol.18, pp.3851-3874, 1989.
, ggmap: Spatial visualization with ggplot2, The R Journal, vol.5, pp.144-161, 2013.
, A new characterization and classification method for daily sky conditions based on ground-based solar irradiance measurement data, Solar Energy, vol.94, pp.102-118, 2013.
, On information and sufficiency, 1951.
, Ann. Math. Statist, vol.22, pp.79-86
,
, Methodology to synthetically downscale dni time series from 1-h to 1-min temporal resolution with geographic flexibility, Solar Energy, vol.162, pp.573-584, 2018.
, Characterizing local high-frequency solar variability and its impact to distribution studies, Solar Energy, vol.118, pp.327-337, 2015.
, Cloud classification of satellite radiance data by multicategory support vector machines, Journal of Atmospheric and Oceanic Technology, vol.21, pp.159-169, 2004.
, The qcrad value added product: Surface radiation measurement quality control testing, including climatology configurable limits. Atmospheric Radiation Measurement Program, 2006.
, Impact of solar pv self-consumption policies on distribution networks and regulatory implications, Solar Energy, vol.176, pp.62-72, 2018.
, Optimal measurement of surface shortwave irradiance using current instrumentation, Journal of Atmospheric and Oceanic Technology, vol.16, pp.55-69, 1999.
, Classification of days according to dni profiles using clustering techniques, Solar Energy, vol.146, pp.319-333, 2017.
, Correlation modeling of instantaneous solar irradiance with applications to solar engineering, Solar Energy, vol.133, pp.14-23, 2016.
, An n-state markov-chain mixture distribution model of the clear-sky index, Solar Energy, vol.173, pp.487-495, 2018.
, A spatiotemporal markov-chain mixture distribution model of the clear-sky index, Solar Energy, vol.179, pp.398-409, 2019.
, A copula method for simulating correlated instantaneous solar irradiance in spatial networks, Solar Energy, vol.143, pp.10-21, 2017.
, Photovoltaic power pattern clustering based on conventional and swarm clustering methods, Solar Energy, vol.124, pp.39-56, 2016.
, Markov chain sampling methods for Dirichlet process mixture models, Journal of Computational and Graphical Statistics, vol.9, pp.249-265, 2000.
, Synthetic generation of high temporal resolution solar radiation data using markov models, Solar Energy, vol.103, pp.160-170, 2014.
, Updated world map of the köppen-geiger climate classification, Hydrology and Earth System Sciences, vol.11, pp.1633-1644, 2007.
, Making full use of the clearness index for parameterizing hourly insolation conditions, Solar Energy, vol.45, pp.111-114, 1990.
, A review of classification problems and algorithms in renewable energy applications, Energies 9, 2016.
, High frequency generation of coupled ghi and dni based on clustered dynamic paths, Solar Energy, vol.159, pp.453-457, 2018.
, Increasing the temporal resolution of direct normal solar irradiance series in different climatic zones, Solar Energy, vol.115, pp.255-263, 2015.
, A simple approach to the synthetic generation of solar irradiance time series with high temporal resolution, Solar Energy, vol.85, 2011.
, The infinite Gaussian mixture model, Proceedings of the 12th International Conference on Neural Information Processing Systems, pp.554-560, 1999.
, Spatial planning to estimate the offshore wind energy potential in coastal regions and islands. practical case: The canary islands, Energy, vol.143, pp.91-103, 2018.
, From point to area: Worldwide assessment of the representativeness of monthly surface solar radiation records, Journal of Geophysical Research: Atmospheres, vol.123, pp.857-870, 2018.
, A constructive definition of Dirichilet priors, 1994.
, Statistica Sinica, vol.4, pp.639-650
, Incorporating groundmeasured pollution observations to improve temporally downscaled solar irradiance simulations, Solar Energy, vol.171, pp.293-301, 2018.
, Cloud cover effect of clear-sky index distributions and differences between human and automatic cloud observations, Solar Energy, vol.144, pp.10-21, 2017.
, A robust forecasting framework based on the kalman filtering approach with a twofold parameter tuning procedure: Application to solar and photovoltaic prediction, Solar Energy, vol.131, pp.246-259, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01823262
, Classification of imbalanced data: A review, International Journal of Pattern Recognition and Artificial Intelligence, vol.23, pp.687-719, 2009.
, Short-term variability of solar radiation, Solar Energy, vol.80, pp.600-606, 2006.
, Solar irradiance feature extraction and support vector machines based weather status pattern recognition model for short-term photovoltaic power forecasting, Energy and Buildings, vol.86, pp.427-438, 2015.
, Hourly solar irradiance time series forecasting using cloud cover index, Solar Energy, vol.86, pp.3531-3543, 2012.
,
, Clustering the solar resource for grid management in island mode, Solar Energy, vol.110, pp.507-518, 2014.
, A stochastic downscaling approach for generating highfrequency solar irradiance scenarios, Solar Energy, vol.176, pp.370-379, 2018.
, Clear sky irradiances using REST2 and MODIS, Solar Energy, vol.116, pp.144-164, 2015.