Published Version
Open DOI LinkAbstract
To improve the short-term wind speed forecasting accuracy for wind farm,a prediction model based on back propagation(BP) neural network combining genetic algorithm was proposed.Autocorrelation analysis was used to discover historical wind speeds which have significant influence on predicted wind speed.The input variables of BP neural network predictive model were historical wind speeds,temperature,humidity and air pressure.Genetic algorithm was used to optimize the weights and bias of BP neural network.Optimized BP neural network was applied to predict wind speed an hour before,two hours before and three hours before individually.The simulation results show that the proposed method offers the advantages of high precision and fast convergence in contrast with BP neural network.
Full Text
Open DOI Link
Sign-in/Register to access full text options Topics from this Paper
Back Propagation Neural Network- Genetic Back Propagation Neural Network
- Back Propagation
- Wind
- Historical Wind Speeds + Show 5 more
Create a personalized feed of these topics
Get StartedTalk to us
Join us for a 30 min session where you can share your feedback and ask us any queries you have
Schedule a callSimilar Papers
Applied-Information Technology in Short-Term Wind Speed Forecast Model for Wind Farms Based on Ant Colony Optimization and BP Neural Network 
Relevant
Not Relevant
Applied Mechanics and Materials
Oct 1, 2014
RelevantNot Relevant An improved artificial bee colony-BP neural network algorithm in the short-term wind speed prediction RelevantNot Relevant
- Jun 1, 2016
RelevantNot Relevant Research on prediction model of thermal and moisture comfort of underwear based on principal component analysis and Genetic Algorithm–Back Propagation neural network RelevantNot Relevant
- International Journal of Nonlinear Sciences and Numerical Simulation
- Oct 21, 2020
RelevantNot Relevant Acoustic Emission Intelligent Prediction of Grinding Surface Roughness Based on BP Neural Network RelevantNot Relevant
- Dec 1, 2020
RelevantNot Relevant The Research of Alphabet Identification Based on Genetic BP Neural Network RelevantNot Relevant
- Aug 1, 2012
RelevantNot Relevant Designing an Analytical Tool for Temperature Forecast from the Solar Renewable Energy Computation RelevantNot Relevant
- Asian Journal of Computer Science And Information Technology
- May 2, 2015
RelevantNot Relevant Research on electricity price forecasting method based on genetic algorithm and neural network in power market RelevantNot Relevant
- Oct 1, 2018
RelevantNot Relevant Machine learning approaches for wind speed forecasting using long-term monitoring data: a comparative study RelevantNot Relevant
- Smart Structures and Systems
- Dec 1, 2019
RelevantNot Relevant Apple detection from apple tree image based on BP neural network and Hough transform RelevantNot Relevant
- International Journal of Agricultural and Biological Engineering
- Dec 31, 2015
RelevantNot Relevant Short Term Load Forecasting Using BP Neural Network Optimized by Particle Swarm Optimization RelevantNot Relevant
- International Review on Modelling and Simulations
- Jan 1, 2013
RelevantNot Relevant Cascading model based back propagation neural network in enabling precise classification RelevantNot Relevant
- 2016 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD)
- Aug 1, 2016
RelevantNot Relevant Acoustic Emission Intelligent Prediction of Grinding Surface Roughness Based on BP Neural Network RelevantNot Relevant
- Dec 1, 2020
RelevantNot Relevant Application of Simulated Annealing Neural Network in Performance Evaluation of Science and Technology Innovation Community RelevantNot Relevant
- Aug 1, 2020
RelevantNot Relevant A Genetic Algorithm-based BP Neural Network Method for Operational Performance Assessment of ATC Sector RelevantNot Relevant
- PROMET - Traffic&Transportation
- Dec 12, 2016
RelevantNot Relevant Investigation on the ignition delay prediction model of multi-component surrogates based on back propagation (BP) neural network RelevantNot Relevant
- Combustion and Flame
- Mar 1, 2022
RelevantNot Relevant