Highly accurate energy consumption forecasting model based on parallel LSTM neural networks

Forecasting national and regional level intensive care unit bed demand during COVID-19: The case of Italy

(2021) Simone Gitto et al.   PLoS One

Coupling Singular Spectrum Analysis with Least Square Support Vector Machine to Improve Accuracy of SPI Drought Forecasting

(2021) Quoc Bao Pham et al.   WATER RESOURCES MANAGEMENT

Chiller fault detection and diagnosis with anomaly detective generative adversarial network

(2021) Ke Yan   BUILDING AND ENVIRONMENT

Occupancy-based energy consumption modelling using machine learning algorithms for institutional buildings

(2021) Prashant Anand et al.   ENERGY AND BUILDINGS

Siamese Neural Network Based Few-Shot Learning for Anomaly Detection in Industrial Cyber-Physical Systems

(2021) Xiaokang Zhou et al.   IEEE Transactions on Industrial Informatics

Forecasting Severe Weather with Random Forests

(2020) Aaron J. Hill et al.   MONTHLY WEATHER REVIEW

Combination of cuckoo search and wavelet neural network for midterm building energy forecast

(2020) Zhi Yuan et al.   ENERGY

Short-term electricity load and price forecasting by a new optimal LSTM-NN based prediction algorithm

(2020) Gholamreza Memarzadeh et al.   ELECTRIC POWER SYSTEMS RESEARCH

Forecasting Transportation Network Speed Using Deep Capsule Networks With Nested LSTM Models

(2020) Xiaolei Ma et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Daily natural gas consumption forecasting via the application of a novel hybrid model

(2019) Nan Wei et al.   APPLIED ENERGY

Conventional models and artificial intelligence-based models for energy consumption forecasting: A review

(2019) Nan Wei et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Effective energy consumption forecasting using enhanced bagged echo state network

(2019) Huanling Hu et al.   ENERGY

Integration of time series forecasting in a dynamic decision support system for multiple reservoir management to conserve water sources

(2018) Hamed Zamani Sabzi et al.   Energy Sources Part A-Recovery Utilization and Environmental Effects

Multi-Step Short-Term Power Consumption Forecasting with a Hybrid Deep Learning Strategy

(2018) Ke Yan et al.   Energies

Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Prediction

(2017) Xiaolei Ma et al.   SENSORS

MLP and MLR models for instantaneous thermal efficiency prediction of solar still under hyper-arid environment

(2016) Ahmed F. Mashaly et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Modeling and forecasting energy consumption for heterogeneous buildings using a physical–statistical approach

(2015) Xiaoshu Lü et al.   APPLIED ENERGY

The UK-DALE dataset, domestic appliance-level electricity demand and whole-house demand from five UK homes

(2015) Jack Kelly et al.   Scientific Data

Variational Mode Decomposition

(2014) Konstantin Dragomiretskiy et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Empirical Wavelet Transform

(2013) Jerome Gilles   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Application of residual modification approach in seasonal ARIMA for electricity demand forecasting: A case study of China

(2012) Yuanyuan Wang et al.   ENERGY POLICY

Modeling and prediction of Turkey’s electricity consumption using Support Vector Regression

(2010) Kadir Kavaklioglu   APPLIED ENERGY