Attention mechanism based solar and load joint forecasting framework with Bayesian optimization

Deepesh Kumar

doi:10.1016/j.compeleceng.2026.111327

Attention mechanism based solar and load joint forecasting framework with Bayesian optimization

2026-06-19

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Deepesh Kumar *

H

Hemant Kumar Meena

P

Prerna Jain

DOI：10.1016/j.compeleceng.2026.111327

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• Analyzed cross/auto-correlation in solar-load data to reveal temporal links. • Proposed Bi-LSTM with attention for joint solar and load forecasting. • Used Bayesian optimization to tune hyperparameters for better accuracy. • Achieved higher prediction accuracy than benchmark forecasting models. • Enables improved energy management in renewable-integrated grids.

Attention mechanism based solar and load joint forecasting framework with Bayesian optimization

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