A Hybrid GA–MLPNN Model for One-Hour-Ahead Forecasting of the Global Horizontal Irradiance in Elizabeth City, North Carolina

A Hybrid GA–MLPNN Model for One-Hour-Ahead Forecasting of the Global Horizontal Irradiance in Elizabeth City, North Carolina

The use of photovoltaics is still considered to be challenging because of certain reliability issues and high dependence on the global horizontal irradiance (GHI). GHI forecasting has a wide application from grid safety to supply–demand balance and economic load dispatching. Given a data set, a mult...

Full description

Bibliographic Details
Main Authors:	Aydin Jadidi, Raimundo Menezes, Nilmar de Souza, Antonio Cezar de Castro Lima
Format:	Article
Language:	English
Published:	MDPI AG 2018-10-01
Series:	Energies
Subjects:	global horizontal irradiance density-based spatial clustering of applications with noise non-dominated sorted genetic algorithm II genetic algorithm multi-layer perceptron neural network
Online Access:	http://www.mdpi.com/1996-1073/11/10/2641

Similar Items

Short-Term Electric Power Demand Forecasting Using NSGA II-ANFIS Model
by: Aydin Jadidi, et al.
Published: (2019-05-01)

Optimalisasi Solusi Terbaik dengan Penerapan Non-Dominated Sorting II Algorithm
by: Poetri Lestari Lokapitasari Belluano
Published: (2016-04-01)

Improved Adaptive Non-Dominated Sorting Genetic Algorithm With Elite Strategy for Solving Multi-Objective Flexible Job-Shop Scheduling Problem
by: Xu Liang, et al.
Published: (2021-01-01)

A New Method for Optimization of Water Distribution Networks While Considering Accidents
by: Ruizhe Liu, et al.
Published: (2021-06-01)

A decision-making model for operational efficiency in the banking workflow process of housing facilities
by: Maryam Mohammadpanah, et al.
Published: (2016-04-01)

Multi-objective Redundancy Allocation Problem with weighted-k-out-of-n subsystems
by: Mani Sharifi, et al.
Published: (2019-12-01)

Optimization Operation from Storage Dams Using Non-Dominated Sorting Genetic Algorithm
by: Iman Ahmadian far, et al.
Published: (2016-06-01)

Application of a fast and elitist multi-objective genetic algorithm to Reactive Power Dispatch
by: Subramanian Ramesh, et al.
Published: (2009-01-01)

A Modified Genetic Algorithm Applied to Horizontal Well Placement Optimization in Gas Condensate Reservoirs
by: Morales, Adrian
Published: (2011)

An Entropy-Based Design Evaluation Model for Architectural Competitions through Multiple Factors
by: Orkan Zeynel Güzelci, et al.
Published: (2019-10-01)

Configuration and Optimization of a Minichannel Using Water–Alumina Nanofluid by Non-Dominated Sorting Genetic Algorithm and Response Surface Method
by: Ali Akbar Ahmadi, et al.
Published: (2020-05-01)

A Stack-based Ensemble Framework for Detecting Cancer MicroRNA Biomarkers
by: Sriparna Saha, et al.
Published: (2017-12-01)

Research on a Stepwise Optimization Design of a Flywheel Motor Based on AKMMP
by: Jianguo Bu, et al.
Published: (2019-01-01)

Economic and low-carbon day-ahead Pareto-optimal scheduling for wind farm integrated power systems with demand response
by: Rui Ma, et al.
Published: (2015-01-01)

Multi-Objective Structural Optimization Design of Horizontal-Axis Wind Turbine Blades Using the Non-Dominated Sorting Genetic Algorithm II and Finite Element Method
by: Jie Zhu, et al.
Published: (2014-02-01)

Multilayer Perceptron: Architecture Optimization and Training
by: Hassan Ramchoun, et al.
Published: (2016-09-01)

Modal parameter identification and finite element model updating of a long-span aqueduct structure based on ambient excitation
by: Liguo Sun, et al.
Published: (2020-06-01)

Robust Mathematical Model for Projects' Portfolio Selection and Solving with Non Dominated Sorting Genetic Algorithm II
by: Abas Fadaei, et al.
Published: (2016-04-01)

Integrated Optimization of Stop Location and Route Design for Community Shuttle Service
by: Xiaole Guo, et al.
Published: (2018-11-01)

Optimal Distribution System Reconfiguration Using Non-dominated Sorting Genetic Algorithm (NSGA-II)
by: J. Moshtagh, et al.
Published: (2007-06-01)

A hybrid fuzzy-optimization method for modeling construction emissions
by: Mohamed Marzouk, et al.
Published: (2020-01-01)

Optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the Kriging surrogate model
by: Kang Di, et al.
Published: (2021-01-01)

An Optimization Heuristic Based on Non-Dominated Sorting and Tabu Search for the Fixed Spectrum Frequency Assignment Problem
by: Umair F. Siddiqi, et al.
Published: (2018-01-01)

An Evaluation on Wind Energy Potential Using Multi-Objective Optimization-Based Non-Dominated Sorting Genetic Algorithm III
by: Senthilkumar Subramanian, et al.
Published: (2021-01-01)

A Multicriteria Optimization for Flight Route Networks in Large-Scale Airlines Using Intelligent Spatial Information
by: Mostafa Borhani
Published: (2020-03-01)

A comparative study on using meta-heuristic algorithms for road maintenance planning: Insights from field study in a developing country
by: Ali Gerami Matin, et al.
Published: (2017-10-01)

Evolutionary Optimization Using Equitable Fuzzy Sorting Genetic Algorithm (EFSGA)
by: Prashant K. Jamwal, et al.
Published: (2019-01-01)

Fuzzy ranking based non-dominated sorting genetic algorithm-II for network overload alleviation
by: Pandiarajan K., et al.
Published: (2014-09-01)

Multi-objective single agent stochastic search in non-dominated sorting genetic algorithm
by: Algirdas Lančinskas, et al.
Published: (2013-07-01)

A Scheduling Model for the Re-entrant Manufacturing System and Its Optimization by NSGA-II
by: Masoud Rabbani, et al.
Published: (2016-11-01)

A Scheduling Model for the Re-entrant Manufacturing System and Its Optimization by NSGA-II
by: Masoud Rabbani, et al.
Published: (2016-11-01)

A Novel Double-Strand DNA Genetic Algorithm for Multi-Objective Optimization
by: Wenke Zang, et al.
Published: (2019-01-01)

An Elitist Non-Dominated Multi-Objective Genetic Algorithm Based Temperature Aware Circuit Synthesis
by: Apangshu Das, et al.
Published: (2021-03-01)

Meta-Heuristic Optimization Methods for Quaternion-Valued Neural Networks
by: Jeremiah Bill, et al.
Published: (2021-04-01)

Corridor Based Horizontal Highway Alignment Optimization Using GIS and Genetic Algorithms
by: Botan Majeed Ahmad AL-Hadad
Published: (2018-12-01)

Short-Term Solar Power Forecasting Using Genetic Algorithms: An Application Using South African Data
by: Mamphaga Ratshilengo, et al.
Published: (2021-05-01)

Validation of Hourly Global Horizontal Irradiance for Two Satellite-Derived Datasets in Northeast Iraq
by: Bikhtiyar Ameen, et al.
Published: (2018-10-01)

Short Term Solar Irradiation Forecasting using CEEMDAN Decomposition Based BiLSTM Model Optimized by Genetic Algorithm Approach
by: Gupta, A., et al.
Published: (2022)

The Use of a Genetic Algorithm for Sorting Warehouse Optimisation
by: Patrik Grznár, et al.
Published: (2021-07-01)

Optimization Approach for a Catamaran Hull Using CAESES and STAR-CCM+
by: Zhang Yongxing, et al.
Published: (2020-08-01)