Impact of Noise on a Dynamical System: Prediction and Uncertainties from a Swarm-Optimized Neural Network

Impact of Noise on a Dynamical System: Prediction and Uncertainties from a Swarm-Optimized Neural Network

An artificial neural network (ANN) based on particle swarm optimization (PSO) was developed for the time series prediction. The hybrid ANN+PSO algorithm was applied on Mackey-Glass chaotic time series in the short-term xt+6. The performance prediction was evaluated and compared with other studies av...

Full description

Bibliographic Details
Main Authors:	C. H. López-Caraballo, J. A. Lazzús, I. Salfate, P. Rojas, M. Rivera, L. Palma-Chilla
Format:	Article
Language:	English
Published:	Hindawi Limited 2015-01-01
Series:	Computational Intelligence and Neuroscience
Online Access:	http://dx.doi.org/10.1155/2015/145874

Similar Items

Long-term prediction of wind speed in La Serena City (Chile) using hybrid neural network-particle swarm algorithm
by: Juan A Lazzús, et al.
Published: (2017-01-01)

Cellular Neural Network for Color Image Noise Cancellation Based on Particle Swarm Optimization
by: Jia-Wei Liu, et al.
Published: (2008)

Cellular Neural Network for Image Edge Detection/Noise Cancellation Based on Particle Swarm Optimization
by: Eric, et al.
Published: (2006)

Adaptive Particle Swarm Optimization Based on Cellular Neural Network for Noise Cancellation of Gray Image
by: Tzu-Hsiang Lin, et al.
Published: (2010)

Particle Swarm Optimization Neural Network for Flow Prediction in Vegetative Channel
by: Jha Anjaneya, et al.
Published: (2013-12-01)

Parameter optimization of evolving spiking neural network with dynamic population particle swarm optimization
by: Md. Said, Nur Nadiah
Published: (2018)

Network traffic prediction of the optimized BP neural network based on Glowworm Swarm Algorithm
by: Haitao Li
Published: (2019-11-01)

Cellular Neural Networks Application to Gray-Scale Image Noise Cancellation Based on Particle Swarm Optimization
by: Chun-Hsiang Kuo, et al.
Published: (2008)

Particle Swarm Optimization trained recurrent neural network for voltage instability prediction
by: Amr M. Ibrahim, et al.
Published: (2018-09-01)

Particle swarm optimization based networked control system design with uncertainty
by: Chen Ti-Hung, et al.
Published: (2017-01-01)

Real-time prediction of waves using neural networks trained by particle swarm optimization
by: Deepthi I Gopinath, et al.
Published: (2016-08-01)

Thailand port throughput prediction via particle swarm optimization based neural network
by: Kunnapapdeelert Siwaporn, et al.
Published: (2020-01-01)

Hybrid backpropagation neural network-particle swarm optimization for seismic damage building prediction
by: Dnajib, F.M, et al.
Published: (2019)

Ship Motion Attitude Prediction Based on an Adaptive Dynamic Particle Swarm Optimization Algorithm and Bidirectional LSTM Neural Network
by: Guoyin Zhang, et al.
Published: (2020-01-01)

Artificial Neural Networks Training by Particle Swarm Optimization
by: Jyun-Wei Jhang, et al.
Published: (2007)

Neural Network Parameters Optimization Using Swarm Intelligence
by: Chun-Ling Lin, et al.
Published: (2006)

Particle swarm optimization for neural network learning enhancement
by: Abdull Hamed, Haza Nuzly
Published: (2006)

Identification of Dynamical Systems Using a Broad Neural Network and Particle Swarm Optimization
by: Ran Han, et al.
Published: (2020-01-01)

Design of Dynamic Modular Neural Network Based on Adaptive Particle Swarm Optimization Algorithm
by: Jun-Fei Qiao, et al.
Published: (2018-01-01)

Particle Swarm Optimization with Time-Varying Acceleration Coefficients Based on Cellular Neural Network for Color Image Noise Removal
by: Yang-De Sun, et al.
Published: (2010)

Cellular Neural Network Based on Hybrid Linear Matrix Inequality and Particle Swarm Optimization for Noise Cancellation of Color Image
by: Yu-Jen Lin, et al.
Published: (2010)

Application of An Improved Particle Swarm Optimization Neural Network Model in the Prediction of Physical Education in China
by: L.G. Tian, et al.
Published: (2015-12-01)

Hybrid Particle Swarm and Conjugate Gradient Optimization in Neural Network for Prediction of Suspended Particulate Matter
by: Warsito Budi, et al.
Published: (2019-01-01)

Using Hybrid Artificial Neural Network-Particle Swarm Optimization for Prediction of HIPS Mechanical Properties
by: Medi Pakdel, et al.
Published: (2020-07-01)

Prediction and analysis of slab quality based on neural network combined with particle swarm optimization (PSO)
by: Y. R. Li, et al.
Published: (2021-01-01)

The Prediction of the Gas Utilization Ratio based on TS Fuzzy Neural Network and Particle Swarm Optimization
by: Sen Zhang, et al.
Published: (2018-02-01)

Developing a Wafer Yield Prediction Model Using Particle Swarm Optimization Neural Networks
by: Yu-Che Peng, et al.
Published: (2008)

The Prediction of Pile Foundation Buried Depth Based on BP Neural Network Optimized by Quantum Particle Swarm Optimization
by: Fei Yin, et al.
Published: (2021-01-01)

Chaotic Hopfield Neural Network Swarm Optimization and Its Application
by: Yanxia Sun, et al.
Published: (2013-01-01)

Particle Swarm Optimization and Uncertainty Assessment in Inverse Problems
by: José L. G. Pallero, et al.
Published: (2018-01-01)

Estimation Uncertainties in the Optical Signal-to-Noise Ratio Network Optimization
by: Fábio R. Durand, et al.

Applying Neural Network and Particle Swarm Optimization Algorithm in Optimal Chiller Loading
by: Ching-Liang Chen, et al.
Published: (2014)

PARTICLE SWARM OPTIMIZATION (PSO) FOR TRAINING OPTIMIZATION ON CONVOLUTIONAL NEURAL NETWORK (CNN)
by: Arie Rachmad Syulistyo, et al.
Published: (2016-02-01)

Prediction of long-term gas load based on particle swarm optimization and gray neural network model
by: Zhenwu Zhang, et al.
Published: (2017-07-01)

Bus Arrival Time Prediction Using Wavelet Neural Network Trained by Improved Particle Swarm Optimization
by: Yuanwen Lai, et al.
Published: (2020-01-01)

Artificial Neural Networks and Particle Swarm Optimization Algorithms for Preference Prediction in Multi-Criteria Recommender Systems
by: Mohamed Hamada, et al.
Published: (2018-05-01)

Radial Basis Function Neural Network with Particle Swarm Optimization Algorithms for Regional Logistics Demand Prediction
by: Zhineng Hu, et al.
Published: (2014-01-01)

A Study of Particle Swarm Optimization Algorithm Combined with the General Regression Neural Network to Predict TAIEX
by: Chen chih chao, et al.
Published: (2014)

Cat Swarm Optimization Based Functional Link Artificial Neural Network Filter for Gaussian Noise Removal from Computed Tomography Images
by: M. Kumar, et al.
Published: (2016-01-01)

A Hybrid Linear Matrix Inequality and Particle Swarm Optimization Approach for Gray Image Noise Cancellation Based on Cellular Neural Networks
by: Chia-Ling,Hou, et al.
Published: (2009)