Energy consumption prediction using modified deep CNN-Bi LSTM with attention mechanism

Energy consumption prediction using modified deep CNN-Bi LSTM with attention mechanism

The prediction of energy consumption in households is essential due to the reliance on electrical appliances for daily activities. Accurate assessment of energy demand is crucial for effective energy generation, preventing overloads and optimizing energy storage. Traditional techniques have limitati...

Full description

Saved in:

Bibliographic Details
Main Authors:	Adel Binbusayyis, Mohemmed Sha
Format:	Article
Language:	English
Published:	Elsevier 2025-01-01
Series:	Heliyon
Subjects:	Deep learning Convolutional neural network Bi directional long short term memory Energy consumption and household energy dataset
Online Access:	http://www.sciencedirect.com/science/article/pii/S240584402417538X
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

The Recognition of Protein Methylation Sites Based on CNN and Bi-LSTM Models
by: MA Chizhuo, et al.
Published: (2025-04-01)

Deep Learning‐Based Prediction of Global Ionospheric TEC During Storm Periods: Mixed CNN‐BiLSTM Method
by: Xiaochen Ren, et al.
Published: (2024-07-01)

Relation extraction based on CNN and Bi-LSTM
by: Xiaobin ZHANG, et al.
Published: (2018-09-01)

An Integrated CNN-BiLSTM-Transformer Framework for Improved Anomaly Detection Using Surveillance Videos
by: Sarfaraz Natha, et al.
Published: (2025-01-01)

Hyperband-Optimized CNN-BiLSTM with Attention Mechanism for Corporate Financial Distress Prediction
by: Yingying Song, et al.
Published: (2025-05-01)

Enhanced melanoma and non-melanoma skin cancer classification using a hybrid LSTM-CNN model
by: Sara M. M. Abohashish, et al.
Published: (2025-07-01)

Power Grid Load Forecasting Using a CNN-LSTM Network Based on a Multi-Modal Attention Mechanism
by: Wangyong Guo, et al.
Published: (2025-02-01)

Enhanced CNN-BiLSTM-Attention Model for High-Precision Integrated Navigation During GNSS Outages
by: Wulong Dai, et al.
Published: (2025-04-01)

Cuff-less blood pressure monitoring via PPG signals using a hybrid CNN-BiLSTM deep learning model with attention mechanism
by: Hanieh Mohammadi, et al.
Published: (2025-07-01)

CLSTM-MT (a Combination of 2-Conv CNN and BiLSTM Under the Mean Teacher Collaborative Learning Framework): Encryption Traffic Classification Based on CLSTM (a Combination of 2-Conv CNN and BiLSTM) and Mean Teacher Collaborative Learning
by: Xiaozong Qiu, et al.
Published: (2025-05-01)

Combining Feature Dimensionality Reduction and NGO-CNN-BiLSTM′s Network Abnormal Traffic Detection Method in Recruitment Intelligence Platform
by: YUAN Xiaopeng, et al.
Published: (2025-04-01)

Hybrid CNN-LSTM With Attention Mechanism for Robust Credit Card Fraud Detection
by: Iman Akour, et al.
Published: (2025-01-01)

Enhancing Wind Power Forecasting Accuracy Based on OPESC-Optimized CNN-BiLSTM-SA Model
by: Lele Wang, et al.
Published: (2025-07-01)

Research on Predictive Analysis Method of Building Energy Consumption Based on TCN-BiGru-Attention
by: Sijia Fu, et al.
Published: (2024-10-01)

Research on Stock Index Prediction Based on the Spatiotemporal Attention BiLSTM Model
by: Shengdong Mu, et al.
Published: (2024-09-01)

Advanced health state intelligent diagnosis of lithium-ion batteries based on CNN-WNN-WBiLSTM model with attention mechanism
by: Walid Mchara, et al.
Published: (2025-04-01)

IT Equipment Automatic Configuration Method Based on Energy Consumption Prediction
by: CHEN Xiaojiang, et al.
Published: (2024-10-01)

ADFCNN-BiLSTM: A Deep Neural Network Based on Attention and Deformable Convolution for Network Intrusion Detection
by: Bin Li, et al.
Published: (2025-02-01)

Human Similar Activity Recognition Using Millimeter-Wave Radar Based on CNN-BiLSTM and Class Activation Mapping
by: Xiaochuan Wu, et al.
Published: (2025-02-01)

Prediction of Lithium Battery Voltage and State of Charge Using Multi-Head Attention BiLSTM Neural Network
by: Haiwen Xi, et al.
Published: (2025-03-01)

Hybrid Multi-Branch Attention–CNN–BiLSTM Forecast Model for Reservoir Capacities of Pumped Storage Hydropower Plant
by: Yu Gong, et al.
Published: (2025-06-01)

Deep learning for network security: an Attention-CNN-LSTM model for accurate intrusion detection
by: Abdullah Mujawib Alashjaee
Published: (2025-07-01)

CNN-LSTM-Attention with PSO optimization for temperature and fault prediction in meat grinder motors
by: Yao Zhang, et al.
Published: (2025-05-01)

A hybrid machine learning model for classifying gene mutations in cancer using LSTM, BiLSTM, CNN, GRU, and GloVe
by: Sanad Aburass, et al.
Published: (2024-12-01)

MSBiLSTM-Attention: EEG Emotion Recognition Model Based on Spatiotemporal Feature Fusion
by: Yahong Ma, et al.
Published: (2025-03-01)

Integrated Energy System Load Forecasting Based on Multi-energy Demand Response and Improved BiLSTM
by: ZHANG Xiaojia, WANG Can, ZHANG Jiaheng, WANG Zhen, LI Zhiwei, ZHANG Zhaoyang, GAN Youchun
Published: (2025-04-01)

Short-term Load Forecasting Based on CNN-LSTM with Quadratic Decomposition Combined
by: DENG Bowen, et al.
Published: (2023-08-01)

Construction of crown profile prediction model of Pinus yunnanensis based on CNN-LSTM-attention method
by: Longfeng Deng, et al.
Published: (2025-07-01)

Application of state of health estimation and remaining useful life prediction for lithium-ion batteries based on AT-CNN-BiLSTM
by: Feng-Ming Zhao, et al.
Published: (2024-11-01)

A CNN-LSTM-attention based seepage pressure prediction method for Earth and rock dams
by: Hanqiu Chen, et al.
Published: (2025-04-01)

Rolling Bearing Fault Diagnosis Based on VMD-DWT and HADS-CNN-BiLSTM Hybrid Model
by: Luchuan Shao, et al.
Published: (2025-05-01)

Enhanced Offline Writer Recognition System Employing Blended Multi-Input CNN and Bi-LSTM Model on Diverse Handwritten Texts
by: Naresh Purohit, et al.
Published: (2025-08-01)

BO-CNN-BiLSTM deep learning model integrating multisource remote sensing data for improving winter wheat yield estimation
by: Lei Zhang, et al.
Published: (2024-12-01)

Upper limb human-exoskeleton system motion state classification based on semg: application of CNN-BiLSTM-attention model
by: Dongwei Zhao, et al.
Published: (2025-05-01)

Ship motion identification model based on enhanced Bi-LSTM
by: Haozhe ZHANG, et al.
Published: (2025-02-01)

An Investigation into the Utilisation of CNN with LSTM for Video Deepfake Detection
by: Sarah Tipper, et al.
Published: (2024-10-01)

Revisiting the Nexus Between Energy Consumption, Economic Growth, and CO<sub>2</sub> Emissions in India and China: Insights from the Long Short-Term Memory (LSTM) Model
by: Bartosz Jóźwik, et al.
Published: (2025-08-01)

Blueberry Remaining Shelf-Life Prediction Based on the PSO-CNN-BiLSTM-MHA Model
by: Mengya Liu, et al.
Published: (2025-01-01)

Diabetes diagnosis using a hybrid CNN LSTM MLP ensemble
by: Yanmin Fan
Published: (2025-07-01)

Sentiment analysis of pilgrims using CNN-LSTM deep learning approach
by: Aisha Alasmari, et al.
Published: (2024-12-01)