A Hybrid DNN Multilayered LSTM Model for Energy Consumption Prediction
The ability to predict energy consumption in a world in which energy needs are ever-increasing is important for future growth and development. In recent years, deep learning models have made significant advancements in energy forecasting. In this study, a hybrid deep neural network (DNN) multilayere...
| Published in: | Applied Sciences |
|---|---|
| Main Authors: | Mona AL-Ghamdi, Abdullah AL-Malaise AL-Ghamdi, Mahmoud Ragab |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2023-10-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2076-3417/13/20/11408 |
Similar Items
Predicting Energy Consumption Using Stacked LSTM Snapshot Ensemble
by: Mona Ahamd Alghamdi, et al.
Published: (2024-06-01)
by: Mona Ahamd Alghamdi, et al.
Published: (2024-06-01)
Earth Chamber Pressure Prediction Method for Earth Pressure Balance Shield Based on LSTM-DNN Fusion Model
by: WANG Bozhi, et al.
Published: (2024-12-01)
by: WANG Bozhi, et al.
Published: (2024-12-01)
Modeling EEG Signals for Mental Confusion Using DNN and LSTM With Custom Attention Layer
by: Raghavendra Ganiga, et al.
Published: (2023-01-01)
by: Raghavendra Ganiga, et al.
Published: (2023-01-01)
Corrigendum: Gas-bearing prediction of deep reservoir based on DNN embeddings
by: Shuying Ma, et al.
Published: (2023-05-01)
by: Shuying Ma, et al.
Published: (2023-05-01)
Enhancing Stock Market Prediction: A Robust LSTM-DNN Model Analysis on 26 Real-Life Datasets
by: Khorshed Alam, et al.
Published: (2024-01-01)
by: Khorshed Alam, et al.
Published: (2024-01-01)
Channel equalization in ultraviolet communication based on LSTM-DNN hybrid model
by: Liwei Zhang
Published: (2025-05-01)
by: Liwei Zhang
Published: (2025-05-01)
Using Deep Neural Network Methods for Forecasting Energy Productivity Based on Comparison of Simulation and DNN Results for Central Poland—Swietokrzyskie Voivodeship
by: Michal Pikus, et al.
Published: (2023-09-01)
by: Michal Pikus, et al.
Published: (2023-09-01)
Development of PM<sub>2.5</sub> Forecast Model Combining ConvLSTM and DNN in Seoul
by: Ji-Seok Koo, et al.
Published: (2024-10-01)
by: Ji-Seok Koo, et al.
Published: (2024-10-01)
A Hybrid of Deep CNN and Bidirectional LSTM for Automatic Speech Recognition
by: Passricha Vishal, et al.
Published: (2019-03-01)
by: Passricha Vishal, et al.
Published: (2019-03-01)
Advancing Accuracy in Sea Level Estimation with GNSS-R: A Fusion of LSTM-DNN-Based Deep Learning and SNR Residual Sequences
by: Yuan Hu, et al.
Published: (2024-05-01)
by: Yuan Hu, et al.
Published: (2024-05-01)
NMF-based Improvement of DNN and LSTM Pre-Training for Speech Enhancemet
by: Razieh Safari Dehnavi, et al.
Published: (2023-09-01)
by: Razieh Safari Dehnavi, et al.
Published: (2023-09-01)
DNN-Based Prediction of Standard Driving Posture for Vehicle Takeover
by: Junjie Gou, et al.
Published: (2023-01-01)
by: Junjie Gou, et al.
Published: (2023-01-01)
Combatting Heart Diseases: Advanced Predictions Using Optimized DNN Architecture
by: Mochammad Abdul Azis, et al.
Published: (2023-11-01)
by: Mochammad Abdul Azis, et al.
Published: (2023-11-01)
Predictive Modeling of Renewable Energy Purchase Prices Using Deep Learning Based on Polish Power Grid Data for Small Hybrid PV Microinstallations
by: Michał Pikus, et al.
Published: (2024-01-01)
by: Michał Pikus, et al.
Published: (2024-01-01)
Age Estimation in Short Speech Utterances Based on LSTM Recurrent Neural Networks
by: Ruben Zazo, et al.
Published: (2018-01-01)
by: Ruben Zazo, et al.
Published: (2018-01-01)
A Survey of DNN Methods for Blind Image Quality Assessment
by: Xiaohan Yang, et al.
Published: (2019-01-01)
by: Xiaohan Yang, et al.
Published: (2019-01-01)
Hybrid CNN–BiLSTM–DNN Approach for Detecting Cybersecurity Threats in IoT Networks
by: Bright Agbor Agbor, et al.
Published: (2025-02-01)
by: Bright Agbor Agbor, et al.
Published: (2025-02-01)
Tunicate swarm algorithm with deep convolutional neural network-driven colorectal cancer classification from histopathological imaging data
by: Abdullah S. AL-Malaise AL-Ghamdi, et al.
Published: (2023-03-01)
by: Abdullah S. AL-Malaise AL-Ghamdi, et al.
Published: (2023-03-01)
Combined CNN-LSTM for Enhancing Clean and Noisy Speech Recognition
by: Noussaiba Djeffal, et al.
Published: (2024-12-01)
by: Noussaiba Djeffal, et al.
Published: (2024-12-01)
Prediction of viscosity of blast furnace slag based on NRBO-DNN model
by: Zhe Li, et al.
Published: (2025-04-01)
by: Zhe Li, et al.
Published: (2025-04-01)
OclDNN: A General-Purpose DNN Library for TensorFlow
by: CHEN Rui, SUN Yufei, GUO Qiang, SUI Yicheng, ZHOU Zhenhui, SHI Changqing, ZHANG Yuzhi
Published: (2023-04-01)
by: CHEN Rui, SUN Yufei, GUO Qiang, SUI Yicheng, ZHOU Zhenhui, SHI Changqing, ZHANG Yuzhi
Published: (2023-04-01)
Collaborative non-chain DNN inference with multi-device based on layer parallel
by: Qiuping Zhang, et al.
Published: (2024-12-01)
by: Qiuping Zhang, et al.
Published: (2024-12-01)
A Comparative Study of Deep Learning’s Performance Methods for News Article using Word Representations
by: Iman Saladin B. Azhar, et al.
Published: (2025-03-01)
by: Iman Saladin B. Azhar, et al.
Published: (2025-03-01)
An Optimization-Based Diabetes Prediction Model Using CNN and Bi-Directional LSTM in Real-Time Environment
by: Parul Madan, et al.
Published: (2022-04-01)
by: Parul Madan, et al.
Published: (2022-04-01)
A CUDA-Accelerated Hybrid CNN-DNN Approach for Multi-Class Malware Detection in IoT Networks
by: Hadi Nazari, et al.
Published: (2025-01-01)
by: Hadi Nazari, et al.
Published: (2025-01-01)
Concentration Separation Prediction Model to Enhance Prediction Accuracy of Particulate Matter
by: Yong-jin Jung, et al.
Published: (2023-01-01)
by: Yong-jin Jung, et al.
Published: (2023-01-01)
An integrated D-CNN-LSTM approach for short-term heat demand prediction in district heating systems
by: Fulong Yao, et al.
Published: (2022-11-01)
by: Fulong Yao, et al.
Published: (2022-11-01)
Obtaining a Digital Twin of Systems via Approximation with DNN and Kautz Functions
by: Georgi Mihalev
Published: (2025-08-01)
by: Georgi Mihalev
Published: (2025-08-01)
Development Life Cycle for Using a DNN to Complete the Autonomous Aerial Refueling Task
by: Danielle Clement, et al.
Published: (2024-01-01)
by: Danielle Clement, et al.
Published: (2024-01-01)
Time and Space Domain Prediction of Water Quality Parameters of Bagmati River Using Deep Learning Methods
by: Pujan Bashyal, et al.
Published: (2023-11-01)
by: Pujan Bashyal, et al.
Published: (2023-11-01)
Time and Space Domain Prediction of Water Quality Parameters of Bagmati River Using Deep Learning Methods
by: Pujan Bashyal, et al.
Published: (2023-11-01)
by: Pujan Bashyal, et al.
Published: (2023-11-01)
Neutrosophy-Driven Deep Learning for Predicting Student Performance
by: N.T.K Son, et al.
Published: (2025-07-01)
by: N.T.K Son, et al.
Published: (2025-07-01)
LSTM-Based Prediction of Solar Irradiance and Wind Speed for Renewable Energy Systems
by: Ahmed A. Alguhi, et al.
Published: (2025-08-01)
by: Ahmed A. Alguhi, et al.
Published: (2025-08-01)
An Energy-Efficient Fall Detection Method Based on FD-DNN for Elderly People
by: Leyuan Liu, et al.
Published: (2020-07-01)
by: Leyuan Liu, et al.
Published: (2020-07-01)
Emotional Voice Conversion Using a Hybrid Framework With Speaker-Adaptive DNN and Particle-Swarm-Optimized Neural Network
by: Susmitha Vekkot, et al.
Published: (2020-01-01)
by: Susmitha Vekkot, et al.
Published: (2020-01-01)
Res-DNN based signal detection algorithm for end-to-end MIMO systems
by: Guoquan LI, et al.
Published: (2022-03-01)
by: Guoquan LI, et al.
Published: (2022-03-01)
Res-DNN based signal detection algorithm for end-to-end MIMO systems
by: Guoquan LI, et al.
Published: (2022-03-01)
by: Guoquan LI, et al.
Published: (2022-03-01)
Enhancing Photovoltaic Energy Output Predictions Using ANN and DNN: A Hyperparameter Optimization Approach
by: Atıl Emre Cosgun
Published: (2025-08-01)
by: Atıl Emre Cosgun
Published: (2025-08-01)
Early Prediction of DNN Activation Using Hierarchical Computations
by: Bharathwaj Suresh, et al.
Published: (2021-12-01)
by: Bharathwaj Suresh, et al.
Published: (2021-12-01)
Architecture for Orchestrating Dynamic DNN-Powered Image Processing Tasks in Edge and Cloud Devices
by: Pedro Gonzalez-Gil, et al.
Published: (2021-01-01)
by: Pedro Gonzalez-Gil, et al.
Published: (2021-01-01)
Similar Items
-
Predicting Energy Consumption Using Stacked LSTM Snapshot Ensemble
by: Mona Ahamd Alghamdi, et al.
Published: (2024-06-01) -
Earth Chamber Pressure Prediction Method for Earth Pressure Balance Shield Based on LSTM-DNN Fusion Model
by: WANG Bozhi, et al.
Published: (2024-12-01) -
Modeling EEG Signals for Mental Confusion Using DNN and LSTM With Custom Attention Layer
by: Raghavendra Ganiga, et al.
Published: (2023-01-01) -
Corrigendum: Gas-bearing prediction of deep reservoir based on DNN embeddings
by: Shuying Ma, et al.
Published: (2023-05-01) -
Enhancing Stock Market Prediction: A Robust LSTM-DNN Model Analysis on 26 Real-Life Datasets
by: Khorshed Alam, et al.
Published: (2024-01-01)
