Pre-specified analysis plan: multi-horizon solar radiation forecasting at 11 USCRN stations (seven models, 1–24 h)

This record time-stamps the analysis plan of a forecasting study before any test-set metric of the final models was computed. The study compares seven models (LightGBM, XGBoost, CatBoost, Prophet, NeuralProphet, LSTM–CNN, PatchTST) for hourly global irradiance forecasts at 1, 3, 6, 12 and 24 h ahead at 11 U.S. Climate Reference Network stations (5 climate groups, 8 Köppen–Geiger subtypes; data 2008–2025; test period 2023–2025). The plan fixes the evaluation rows, metrics, skill-score references, ranking and tie rules, cross-station aggregation, horizon analysis and the full list of sensitivity analyses, including Amendment 1. The file P5_analysis_plan.sha256 contains the SHA-256 of the plan; anyone can verify it with `sha256sum P5_analysis_plan.md`.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-26
DOI
https://doi.org/10.5281/zenodo.23674885
Primary Topic
Solar Radiation and Photovoltaics
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Pre-specified analysis plan: multi-horizon solar radiation forecasting at 11 USCRN stations (seven models, 1–24 h)

Aliihsan Şekertekin, Fehmi VEZİROĞLU, Emirhan Özdemir, Mitat Can YILDIZ et al.
Zenodo (CERN European Organization for Nuclear Research)
Solar Radiation and Photovoltaics
article

Pre-specified analysis plan: multi-horizon solar radiation forecasting at 11 USCRN stations (seven models, 1–24 h)

Aliihsan Şekertekin, Fehmi VEZİROĞLU, Emirhan Özdemir, Mitat Can YILDIZ, Rüştü Çallı, Fevzi Das
article en

Abstract

This record time-stamps the analysis plan of a forecasting study before any test-set metric of the final models was computed. The study compares seven models (LightGBM, XGBoost, CatBoost, Prophet, NeuralProphet, LSTM–CNN, PatchTST) for hourly global irradiance forecasts at 1, 3, 6, 12 and 24 h ahead at 11 U.S. Climate Reference Network stations (5 climate groups, 8 Köppen–Geiger subtypes; data 2008–2025; test period 2023–2025). The plan fixes the evaluation rows, metrics, skill-score references, ranking and tie rules, cross-station aggregation, horizon analysis and the full list of sensitivity analyses, including Amendment 1. The file P5_analysis_plan.sha256 contains the SHA-256 of the plan; anyone can verify it with `sha256sum P5_analysis_plan.md`.

Zenodo (CERN European Organization for Nuclear Research)
Iğdır Üniversitesi (TR)
Openalex Percentile: Top 14%
Solar Radiation and Photovoltaics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon