A Novel Dual-Stream Attention-Based Hybrid Network for Solar Power Forecasting

A Novel Dual-Stream Attention-Based Hybrid Network for Solar Power Forecasting

Photovoltaic (PV) power forecasting is essential for providing accurate data on future power production, ensuring secure power grid operations, and reducing solar energy operation expenses. This research introduces a novel dual-steam hybrid model that uses Bidirectional Long-Short Term Memory (BiLST...

Full description

Saved in:

Bibliographic Details
Main Authors:	Rafiq Asghar, Michele Quercio, Lorenzo Sabino, Assia Mahrouch, Francesco Riganti Fulginei
Format:	Article
Language:	English
Published:	IEEE 2025-01-01
Series:	IEEE Access
Subjects:	Solar energy PV power forecasting deep learning BiLSTM-CNN multi-head attention weather conditions
Online Access:	https://ieeexplore.ieee.org/document/10945336/
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Transformer–BiLSTM Fusion Neural Network for Short-Term PV Output Prediction Based on NRBO Algorithm and VMD
by: Xiaowei Fan, et al.
Published: (2024-12-01)

Predicting depression risk in middle-aged and elderly adults in China using CNN-BiLSTM-Attention mechanism and LSTM+SHAP framework
by: Shengxian Bi, et al.
Published: (2025-08-01)

Prediction of Intraday Electricity Supply Curves
by: Guillermo Vivó, et al.
Published: (2024-11-01)

Enhanced Short-Term PV Power Forecasting via a Hybrid Modified CEEMDAN-Jellyfish Search Optimized BiLSTM Model
by: Yanhui Liu, et al.
Published: (2025-07-01)

Fog-Enabled Machine Learning Approaches for Weather Prediction in IoT Systems: A Case Study
by: Buket İşler, et al.
Published: (2025-06-01)

Forecasting Ionospheric foF2 Using Bidirectional LSTM and Attention Mechanism
by: Jun Tang, et al.
Published: (2023-11-01)

Long-Term Hourly Ozone Forecasting via Time–Frequency Analysis of ICEEMDAN-Decomposed Components: A 36-Hour Forecast for a Site in Beijing
by: Taotao Lv, et al.
Published: (2025-07-01)

A comparative study of multivariate CNN, BiLSTM and hybrid CNN–BiLSTM models for forecasting foreign exchange rate using deep learning
by: Elysee Nsengiyumva, et al.
Published: (2025-12-01)

Achieving environmental sustainability via an integrated shampoo optimized BiLSTM-Transformer model for enhanced time-series forecasting
by: Asmaa Mohamed El-saieed, et al.
Published: (2025-07-01)

Quarter-Hourly Power Load Forecasting Based on a Hybrid CNN-BiLSTM-Attention Model with CEEMDAN, K-Means, and VMD
by: Xiaoyu Liu, et al.
Published: (2025-05-01)

A Hybrid Wavelet-Based Deep Learning Model for Accurate Prediction of Daily Surface PM<sub>2.5</sub> Concentrations in Guangzhou City
by: Zhenfang He, et al.
Published: (2025-03-01)

Advanced Multivariate Models Incorporating Non-Climatic Exogenous Variables for Very Short-Term Photovoltaic Power Forecasting
by: Isidro Fraga-Hurtado, et al.
Published: (2025-06-01)

Deep Learning for Real-Time PPE Usage Monitoring Using Wearable IMU Sensors
by: Pedro Carvalho da Fonseca Guimaraes, et al.
Published: (2025-01-01)

Music audio emotion regression using the fusion of convolutional neural networks and bidirectional long short-term memory models
by: Yi Qiu, et al.
Published: (2025-07-01)

Multi scale convolutional neural network combining BiLSTM and attention mechanism for bearing fault diagnosis under multiple working conditions
by: Zhao Dengfeng, et al.
Published: (2025-04-01)

Paraphrase detection for Urdu language text using fine-tune BiLSTM framework
by: Muhammad Ali Aslam, et al.
Published: (2025-05-01)

Research on Chinese predicate head recognition based on Highway-BiLSTM network
by: Ruizhang HUANG, et al.
Published: (2021-01-01)

Spatiotemporal Forecasting of Solar and Wind Energy Production: A Robust Deep Learning Model with Attention Framework
by: Md. Shadman Abid, et al.
Published: (2025-04-01)

A hybrid deep learning framework for short-term load forecasting with improved data cleansing and preprocessing techniques
by: Muhammad Sajid Iqbal, et al.
Published: (2024-12-01)

BiLSTM-Based Parallel CNN Models With Attention and Ensemble Mechanism for Twitter Sentiment Analysis
by: Anas W. Abulfaraj
Published: (2025-01-01)

Prediction Model for Time-varying Safety Factor for Gravity Dam Stability Based on CNN-BiLSTM-Attention
by: CAO Yuxin, et al.
Published: (2025-04-01)

Carbon Price Point and Interval-Valued Prediction Based on a Novel Hybrid Model
by: Haoyu Chen, et al.
Published: (2025-02-01)

Modeling Stylized Facts in FX Markets with FINGAN-BiLSTM: A Deep Learning Approach to Financial Time Series
by: Dong-Jun Kim, et al.
Published: (2025-06-01)

An enhanced BERT model with improved local feature extraction and long-range dependency capture in promoter prediction for hearing loss
by: Jing Sun, et al.
Published: (2025-08-01)

Automatic construction of risk transmission network about subway construction based on deep learning models
by: Yanxiang Liang, et al.
Published: (2025-05-01)

Hybrid CNN–BiLSTM–DNN Approach for Detecting Cybersecurity Threats in IoT Networks
by: Bright Agbor Agbor, et al.
Published: (2025-02-01)

An intelligent fault diagnosis model for bearings with adaptive hyperparameter tuning in multi-condition and limited sample scenarios
by: Jianqiao Li, et al.
Published: (2025-03-01)

Performance Enhancement of EEG Signatures for Person Authentication Using CNN BiLSTM Method
by: Ashish Ranjan Mishra, et al.
Published: (2024-11-01)

Estimating the Material Footprint at the National Level from 1993 to 2022 Based on Multi-Feature CNN-BiLSTM
by: Lizhi Miao, et al.
Published: (2025-02-01)

Short-term PV power prediction based on meteorological similarity days and SSA-BiLSTM
by: Yikang Li, et al.
Published: (2024-12-01)

An attention based hybrid approach using CNN and BiLSTM for improved skin lesion classification
by: Ayesha Shaik, et al.
Published: (2025-05-01)

Short-term output prediction of wind-photovoltaic power based on time-frequency decomposition
by: Yangfan Zhang, et al.
Published: (2025-01-01)

Investigation into the Prediction of Ship Heave Motion in Complex Sea Conditions Utilizing Hybrid Neural Networks
by: Yuchen Liu, et al.
Published: (2024-12-01)

Optimizing 5G resource allocation with attention-based CNN-BiLSTM and squeeze-and-excitation architecture
by: Anfal Musadaq Rayyis, et al.
Published: (2025-07-01)

A Method Based on CNN–BiLSTM–Attention for Wind Farm Line Fault Distance Prediction
by: Ming Zhang, et al.
Published: (2025-07-01)

Cooling Load Forecasting Method for Central Air Conditioning Systems in Manufacturing Plants Based on iTransformer-BiLSTM
by: Xiaofeng Huang, et al.
Published: (2025-05-01)

A three stage attention enabled stacked deep CNN-BiLSTM (ASDCBNet) model for end-to-end monitoring of wastewater treatment plant
by: S. Ullas, et al.
Published: (2025-07-01)

Recognizing Textual Entailment in Indonesian Using Individual Biplet Head-Dependent and Multi-Head Attention Mechanism
by: I Made Suwija Putra, et al.
Published: (2025-01-01)

A Convolutional Neural Network–Long Short-Term Memory–Attention Solar Photovoltaic Power Prediction–Correction Model Based on the Division of Twenty-Four Solar Terms
by: Guodong Wu, et al.
Published: (2024-11-01)

COSMIC-2 RFI Prediction Model Based on CNN-BiLSTM-Attention for Interference Detection and Location
by: Cheng-Long Song, et al.
Published: (2024-12-01)