Geographically distributed solar power time series

This dataset contains electrical energy hourly time series from 44 small-PV (households) units located in the same region, with installed capacity ranging between 1.1 and 3.7 kWp. This data was collected by smart meters in 15 minutes time series and used in the FP7 SuSTAINABLE project.

The dataset contains:

  • admm_functions.R: R script with ADMM algorithm implementation.

  • clear_sky_functions.R: R script to estimate clear-sky solar power generation with the model described in Bacher et al. (2009).

  • coef_generator.R: R script with the functions for generating VAR model coefficients, according to the implementation in (Virolainen, 2020).

  • run_experiments.R: R script with the commands for generating the results of Section 3.3.1.

  • c_sky.csv: estimated clear-sky solar power generation.

  • normalized_PVdata.csv: normalized (with clear-sky model) solar power time series data.

  • PVdata.csv: solar power time series data.

See [A] for more details about the R code.

[A] C. Gonçalves, R.J. Bessa, P. Pinson, ""A critical overview of privacy-preserving approaches for collaborative forecasting,"" International Journal of Forecasting. DOI:10.1016/j.ijforecast.2020.06.003"

Dati un resursi

Papildus informācija

Lauks Vērtība
Avots Raw data from EDP (SuSTAINABLE project)
Autors Ricardo Jorge Bessa; Carla Gonçalves
Pēdējā atjaunināšana maijs 2, 2024, 08:56 (UTC)
Izveidots septembris 10, 2020, 11:22 (UTC)
Citation BESSA, Ricardo Jorge, GONÇALVES, Carla. Geographically distributed solar power time series [dataset]. 10 September 2020. INESC TEC research data repository. DOI: https://doi.org/10.25747/gywm-9457
DOI https://doi.org/10.25747/gywm-9457
Date of Creation 2011-2013
Faila izmērs 14 MB
Formāts *.csv; *.txt; r-code
Valoda EN
Relation C. Gonçalves, R.J. Bessa, P. Pinson, "A critical overview of privacy-preserving approaches for collaborative forecasting," International Journal of Forecasting. DOI:10.1016/j.ijforecast.2020.06.003
Software R
Spatial Coverage Solar power measurements processed by INESC TEC in the FP7 project SuSTAINABLE. Évora, Portugal.
Temporal Coverage February 1st, 2011 to March 6th, 2013
Type Active power measurements from PV panels
Type of Instrument Energy meter