Research and Application of a Novel Hybrid Model Based on a Deep Neural Network Combined with Fuzzy Time Series for Energy Forecasting

A novel two-stage forecasting model based on error factor and ensemble method for multi-step wind power forecasting

(2019) Yan Hao et al.   APPLIED ENERGY

Hybrid wind energy forecasting and analysis system based on divide and conquer scheme: A case study in China

(2019) Wendong Yang et al.   JOURNAL OF CLEANER PRODUCTION

Hybrid forecasting system based on an optimal model selection strategy for different wind speed forecasting problems

(2019) Qingguo Zhou et al.   APPLIED ENERGY

Variable weights combined model based on multi-objective optimization for short-term wind speed forecasting

(2019) Ping Jiang et al.   APPLIED SOFT COMPUTING

Research and Application of a Novel Hybrid Model Based on a Deep Neural Network for Electricity Load Forecasting: A Case Study in Australia

(2019) Kailai Ni et al.   Energies

A Novel Framework of Reservoir Computing for Deterministic and Probabilistic Wind Power Forecasting

(2019) Jianzhou Wang et al.   IEEE Transactions on Sustainable Energy

Deep learning hybrid method for islanding detection in distributed generation

(2018) Xiangrui Kong et al.   APPLIED ENERGY

A hybrid system for short-term wind speed forecasting

(2018) Qingqing He et al.   APPLIED ENERGY

Forecasting spot electricity prices: Deep learning approaches and empirical comparison of traditional algorithms

(2018) Jesus Lago et al.   APPLIED ENERGY

Uncertainty modeling for chaotic time series based on optimal multi-input multi-output architecture: Application to offshore wind speed

(2018) Tong Niu et al.   ENERGY CONVERSION AND MANAGEMENT

Deep learning with long short-term memory networks for financial market predictions

(2018) Thomas Fischer et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Application of a novel early warning system based on fuzzy time series in urban air quality forecasting in China

(2018) Jianzhou Wang et al.   APPLIED SOFT COMPUTING

The study and application of a novel hybrid system for air quality early-warning

(2018) Yan Hao et al.   APPLIED SOFT COMPUTING

An improved grey model optimized by multi-objective ant lion optimization algorithm for annual electricity consumption forecasting

(2018) Jianzhou Wang et al.   APPLIED SOFT COMPUTING

Novel analysis–forecast system based on multi-objective optimization for air quality index

(2018) Hongmin Li et al.   JOURNAL OF CLEANER PRODUCTION

A hybrid forecasting system based on a dual decomposition strategy and multi-objective optimization for electricity price forecasting

(2018) Wendong Yang et al.   APPLIED ENERGY

Improvement of Transient Stability in a Hybrid Power Multi-System Using a Designed NIDC (Novel Intelligent Damping Controller)

(2017) Ting-Chia Ou et al.   Energies

A hybrid forecasting model based on date-framework strategy and improved feature selection technology for short-term load forecasting

(2017) Ping Jiang et al.   ENERGY

Multi-step wind speed forecasting based on a hybrid forecasting architecture and an improved bat algorithm

(2017) Liye Xiao et al.   ENERGY CONVERSION AND MANAGEMENT

Medical image analysis using wavelet transform and deep belief networks

(2017) Amin Khatami et al.   EXPERT SYSTEMS WITH APPLICATIONS

Multi-objective grey wolf optimizer: A novel algorithm for multi-criterion optimization

(2016) Seyedali Mirjalili et al.   EXPERT SYSTEMS WITH APPLICATIONS

Forecasting of global horizontal irradiance by exponential smoothing, using decompositions

(2015) Dazhi Yang et al.   ENERGY

A combined model based on data pre-analysis and weight coefficients optimization for electrical load forecasting

(2015) Liye Xiao et al.   ENERGY

Comparison of new hybrid FEEMD-MLP, FEEMD-ANFIS, Wavelet Packet-MLP and Wavelet Packet-ANFIS for wind speed predictions

(2015) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Combined grey prediction fuzzy control law with application to road tunnel ventilation system

(2015) Yunhua Li et al.   Journal of Applied Research and Technology

An EMD-recursive ARIMA method to predict wind speed for railway strong wind warning system

(2015) Hui Liu et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS

Forecasting models for wind speed using wavelet, wavelet packet, time series and Artificial Neural Networks

(2013) Hui Liu et al.   APPLIED ENERGY

Ground fault current analysis with a direct building algorithm for microgrid distribution

(2013) Ting-Chia Ou   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Day-Ahead Deregulated Electricity Market Price Forecasting Using Recurrent Neural Network

(2012) S. Anbazhagan et al.   IEEE Systems Journal

A novel unsymmetrical faults analysis for microgrid distribution systems

(2012) Ting-Chia Ou   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Data analysis and short term load forecasting in Iran electricity market using singular spectral analysis (SSA)

(2011) K. Afshar et al.   ENERGY

Fine tuning support vector machines for short-term wind speed forecasting

(2011) Junyi Zhou et al.   ENERGY CONVERSION AND MANAGEMENT

A case study on a hybrid wind speed forecasting method using BP neural network

(2011) Zhen-hai Guo et al.   KNOWLEDGE-BASED SYSTEMS

On comparing three artificial neural networks for wind speed forecasting

(2010) Gong Li et al.   APPLIED ENERGY

Hour-ahead wind power and speed forecasting using simultaneous perturbation stochastic approximation (SPSA) algorithm and neural network with fuzzy inputs

(2010) Ying-Yi Hong et al.   ENERGY

Unbalanced distribution network fault analysis with hybrid compensation

(2010) W.-M. Lin et al.   IET Generation Transmission & Distribution

Modeling and forecasting the mean hourly wind speed time series using GMDH-based abductive networks

(2009) R.E. Abdel-Aal et al.   RENEWABLE ENERGY

A review on the forecasting of wind speed and generated power

(2008) Ma Lei et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Day-ahead wind speed forecasting using f-ARIMA models

(2008) Rajesh G. Kavasseri et al.   RENEWABLE ENERGY