# Solar Power Forecasting on Solar power forecasting dataset (test) Source: [Solar Power Forecasting on Solar power forecasting dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-04-28T10:11:43.802Z Evaluation of models performing Solar Power Forecasting on the test split of the Solar power forecasting dataset, assessed using Percentage Error. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Solar Power Forecasting | | Dataset (including any stated split) | Solar power forecasting dataset (test) | | Metric | Percentage Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Percentage Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Percentage Error | Result date | Report paper | | --- | --- | --- | --- | | SolarTformer | 1.73 | Not recorded | 69f03f7555a3c32af89fa4e3 | | GRU + multi-timescale fluctuation aggregation (MFA) Attention | 2.41 | Not recorded | 69f03f7555a3c32af89fa4e3 | | GRU | 2.44 | Not recorded | 69f03f7555a3c32af89fa4e3 | | LSTM-CNN | 2.62 | Not recorded | 69f03f7555a3c32af89fa4e3 | | LSTM-CNN + MFA Attention | 2.63 | Not recorded | 69f03f7555a3c32af89fa4e3 | | TinyML | 4.51 | Not recorded | 69f03f7555a3c32af89fa4e3 | | Similar Day - Backpropagation Neural Network + AdaBoost - Grey-Markov (SD-BPA-GM) | 4.84 | Not recorded | 69f03f7555a3c32af89fa4e3 | | Similar Day 1DCNN-LSTM + LightGBM (SD-CL-LGBM) | 5.17 | Not recorded | 69f03f7555a3c32af89fa4e3 | | Hybrid Inception-ResNet + Informer | 5.8 | Not recorded | 69f03f7555a3c32af89fa4e3 | | LSTM | 6.65 | Not recorded | 69f03f7555a3c32af89fa4e3 | | Hybrid Inception-ResNet + Informer | 6.95 | Not recorded | 69f03f7555a3c32af89fa4e3 | | Hybrid Inception-ResNet + Informer | 8.17 | Not recorded | 69f03f7555a3c32af89fa4e3 | | SD-BPA-GM | 8.49 | Not recorded | 69f03f7555a3c32af89fa4e3 | | Hybrid Inception-ResNet + Informer | 8.81 | Not recorded | 69f03f7555a3c32af89fa4e3 | | BP | 11.62 | Not recorded | 69f03f7555a3c32af89fa4e3 | | CNN | 16.57 | Not recorded | 69f03f7555a3c32af89fa4e3 | | Generalized Spatio-Temporal Artificial Neural Network (GSTANN) | 38 | Not recorded | 69f03f7555a3c32af89fa4e3 | | SVM | 45 | Not recorded | 69f03f7555a3c32af89fa4e3 | ### SolarTformer Percentage Error: 1.73. Result ID: 69f087cc47f34ce924d70f64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU + multi-timescale fluctuation aggregation (MFA) Attention Percentage Error: 2.41. Result ID: 69f087cc47f34ce924d70f5b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU Percentage Error: 2.44. Result ID: 69f087cc47f34ce924d70f59. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM-CNN Percentage Error: 2.62. Result ID: 69f087cc47f34ce924d70f5a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM-CNN + MFA Attention Percentage Error: 2.63. Result ID: 69f087cc47f34ce924d70f5c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TinyML Percentage Error: 4.51. Result ID: 69f087cc47f34ce924d70f63. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Similar Day - Backpropagation Neural Network + AdaBoost - Grey-Markov (SD-BPA-GM) Percentage Error: 4.84. Result ID: 69f087cc47f34ce924d70f5d. [Reporting paper]() Recorded evaluation configuration: {"Weather condition":"Non Sunny"}. This record does not assert independent reproduction. ### Similar Day 1DCNN-LSTM + LightGBM (SD-CL-LGBM) Percentage Error: 5.17. Result ID: 69f087cc47f34ce924d70f58. [Reporting paper]() Recorded evaluation configuration: {"Weather condition":"Average sunny + non sunny days"}. This record does not assert independent reproduction. ### Hybrid Inception-ResNet + Informer Percentage Error: 5.8. Result ID: 69f087cc47f34ce924d70f62. [Reporting paper]() Recorded evaluation configuration: {"Season":"Winter"}. This record does not assert independent reproduction. ### LSTM Percentage Error: 6.65. Result ID: 69f087cc47f34ce924d70f57. [Reporting paper]() Recorded evaluation configuration: {"Weather condition":"Average sunny + non sunny days"}. This record does not assert independent reproduction. ### Hybrid Inception-ResNet + Informer Percentage Error: 6.95. Result ID: 69f087cc47f34ce924d70f61. [Reporting paper]() Recorded evaluation configuration: {"Season":"Autumn"}. This record does not assert independent reproduction. ### Hybrid Inception-ResNet + Informer Percentage Error: 8.17. Result ID: 69f087cc47f34ce924d70f60. [Reporting paper]() Recorded evaluation configuration: {"Season":"Summer"}. This record does not assert independent reproduction. ### SD-BPA-GM Percentage Error: 8.49. Result ID: 69f087cc47f34ce924d70f5e. [Reporting paper]() Recorded evaluation configuration: {"Weather condition":"Non Sunny"}. This record does not assert independent reproduction. ### Hybrid Inception-ResNet + Informer Percentage Error: 8.81. Result ID: 69f087cc47f34ce924d70f5f. [Reporting paper]() Recorded evaluation configuration: {"Season":"Spring"}. This record does not assert independent reproduction. ### BP Percentage Error: 11.62. Result ID: 69f087cc47f34ce924d70f56. [Reporting paper]() Recorded evaluation configuration: {"Weather condition":"Average sunny + non sunny days"}. This record does not assert independent reproduction. ### CNN Percentage Error: 16.57. Result ID: 69f087cc47f34ce924d70f55. [Reporting paper]() Recorded evaluation configuration: {"Weather condition":"Average sunny + non sunny days"}. This record does not assert independent reproduction. ### Generalized Spatio-Temporal Artificial Neural Network (GSTANN) Percentage Error: 38. Result ID: 69f087cc47f34ce924d70f54. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVM Percentage Error: 45. Result ID: 69f087cc47f34ce924d70f53. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.