Short-Term Load Forecasting Using an Attended Sequential Encoder-Stacked Decoder Model with Online Training

Short-Term Load Forecasting Using an Attended Sequential Encoder-Stacked Decoder Model with Online Training

The paper presents a new approach for the prediction of load active power 24 h ahead using an attended sequential encoder and stacked decoder model with Long Short-Term Memory cells. The load data are owned by the New York Independent System Operator (NYISO) and is dated from the years 2014–2017. Du...

Full description

Bibliographic Details
Main Authors:	Sylwia Henselmeyer, Marcin Grzegorzek
Format:	Article
Language:	English
Published:	MDPI AG 2021-05-01
Series:	Applied Sciences
Subjects:	short-term load forecast Artificial Neural Network deep neural network recurrent neural network attention encoder decoder
Online Access:	https://www.mdpi.com/2076-3417/11/11/4927

Similar Items

Embedding Encoder-Decoder With Attention Mechanism for Monaural Speech Enhancement
by: Tian Lan, et al.
Published: (2020-01-01)

A Novel Dynamic Attack on Classical Ciphers Using an Attention-Based LSTM Encoder-Decoder Model
by: Ezat Ahmadzadeh, et al.
Published: (2021-01-01)

Deep Learning with Stacked Denoising Auto-Encoder for Short-Term Electric Load Forecasting
by: Peng Liu, et al.
Published: (2019-06-01)

The exploration of a Temporal Convolutional Network combined with Encoder-Decoder framework for runoff forecasting
by: Kangling Lin, et al.
Published: (2020-10-01)

Pedestrian Detection at Night in Infrared Images Using an Attention-Guided Encoder-Decoder Convolutional Neural Network
by: Yunfan Chen, et al.
Published: (2020-01-01)

A Convolutional Encoder-Decoder Network With Skip Connections for Saliency Prediction
by: Fei Qi, et al.
Published: (2019-01-01)

Analysis of Different Neural Networks and a New Architecture for Short-Term Load Forecasting
by: Lintao Yang, et al.
Published: (2019-04-01)

Improved PV Forecasts for Capacity Firming
by: Chanaka Keerthisinghe, et al.
Published: (2020-01-01)

Stacked Boosters Network Architecture for Short-Term Load Forecasting in Buildings
by: Tuukka Salmi, et al.
Published: (2020-05-01)

Improving Accuracy and Generalization Performance of Small-Size Recurrent Neural Networks Applied to Short-Term Load Forecasting
by: Pavel V. Matrenin, et al.
Published: (2020-12-01)

Symmetry Encoder-Decoder Network with Attention Mechanism for Fast Video Object Segmentation
by: Mingyue Guo, et al.
Published: (2019-08-01)

DAM: Hierarchical Adaptive Feature Selection Using Convolution Encoder Decoder Network for Strawberry Segmentation
by: Talha Ilyas, et al.
Published: (2021-02-01)

Learning Depth for Scene Reconstruction Using an Encoder-Decoder Model
by: Xiaohan Tu, et al.
Published: (2020-01-01)

An Odor Labeling Convolutional Encoder–Decoder for Odor Sensing in Machine Olfaction
by: Tengteng Wen, et al.
Published: (2021-01-01)

Reliable Classification of FAQs with Spelling Errors Using an Encoder-Decoder Neural Network in Korean
by: Youngjin Jang, et al.
Published: (2019-11-01)

Geospatial Data Disaggregation through Self-Trained Encoder–Decoder Convolutional Models
by: João Monteiro, et al.
Published: (2021-09-01)

Short-Term Load Forecasting Using Recurrent Neural Networks With Input Attention Mechanism and Hidden Connection Mechanism
by: Mingfei Zhang, et al.
Published: (2020-01-01)

Solar Irradiance Forecasting Based on Deep Learning Methodologies and Multi-Site Data
by: Banalaxmi Brahma, et al.
Published: (2020-11-01)

Wavelet Decomposition and Convolutional LSTM Networks Based Improved Deep Learning Model for Solar Irradiance Forecasting
by: Fei Wang, et al.
Published: (2018-08-01)

Artificial Intelligence based accurately load forecasting system to forecast short and medium-term load demands
by: Faisal Mehmood Butt, et al.
Published: (2021-04-01)

Stable Forecasting of Environmental Time Series via Long Short Term Memory Recurrent Neural Network
by: Kangil Kim, et al.
Published: (2018-01-01)

Attention-Based SeriesNet: An Attention-Based Hybrid Neural Network Model for Conditional Time Series Forecasting
by: Yepeng Cheng, et al.
Published: (2020-06-01)

Learning Semantic Graphics Using Convolutional Encoder–Decoder Network for Autonomous Weeding in Paddy
by: Shyam Prasad Adhikari, et al.
Published: (2019-10-01)

Application of Long Short-Term Memory (LSTM) Neural Network for Flood Forecasting
by: Xuan-Hien Le, et al.
Published: (2019-07-01)

Electricity load forecasting using a deep neuralnetwork
by: Chawalit Jeenanunta
Published: (2019-03-01)

PMED-Net: Pyramid Based Multi-Scale Encoder-Decoder Network for Medical Image Segmentation
by: Abbas Khan, et al.
Published: (2021-01-01)

Brain MRI Super-Resolution Using 3D Dilated Convolutional Encoder–Decoder Network
by: Jinglong Du, et al.
Published: (2020-01-01)

Triple-Stage Attention-Based Multiple Parallel Connection Hybrid Neural Network Model for Conditional Time Series Forecasting
by: Yepeng Cheng, et al.
Published: (2021-01-01)

A Short-Term Residential Load Forecasting Model Based on LSTM Recurrent Neural Network Considering Weather Features
by: Yizhen Wang, et al.
Published: (2021-05-01)

A High Precision Artificial Neural Networks Model for Short-Term Energy Load Forecasting
by: Ping-Huan Kuo, et al.
Published: (2018-01-01)

BaNeL: an encoder-decoder based Bangla neural lemmatizer
by: Bhuiyan, M.T.I, et al.
Published: (2022)

Optimized Deep Stacked Long Short-Term Memory Network for Long-Term Load Forecasting
by: Tamer Ahmed Farrag, et al.
Published: (2021-01-01)

A Deep Neural Network Model for Short-Term Load Forecast Based on Long Short-Term Memory Network and Convolutional Neural Network
by: Chujie Tian, et al.
Published: (2018-12-01)

Subway Passenger Flow Forecasting With Multi-Station and External Factors
by: Yan Danfeng, et al.
Published: (2019-01-01)

Sequential Fault Diagnosis Based on LSTM Neural Network
by: Haitao Zhao, et al.
Published: (2018-01-01)

A Gated Dilated Causal Convolution Based Encoder-Decoder for Network Traffic Forecasting
by: Xin Zhang, et al.
Published: (2020-01-01)

Sclera-Net: Accurate Sclera Segmentation in Various Sensor Images Based on Residual Encoder and Decoder Network
by: Rizwan Ali Naqvi, et al.
Published: (2019-01-01)

Robust Boundary Segmentation in Medical Images Using a Consecutive Deep Encoder-Decoder Network
by: Ngoc-Quang Nguyen, et al.
Published: (2019-01-01)

Comparing Encoder-Decoder Architectures for Neural Machine Translation: A Challenge Set Approach
by: Doan, Coraline
Published: (2021)

CED-Net: Crops and Weeds Segmentation for Smart Farming Using a Small Cascaded Encoder-Decoder Architecture
by: Abbas Khan, et al.
Published: (2020-10-01)