Journal: Scientific Reports

Article Title: A monthly temperature prediction based on the CEEMDAN–BO–BiLSTM coupled model

doi: 10.1038/s41598-024-51524-7

Figure Lengend Snippet: Flowchart of CEEMDAN–BO–BiLSTM model.

Article Snippet: In this study, the MATLAB software component CEEMDAN model is utilized to decompose the monthly mean temperature time series, and five modal components and one residual component are finally obtained .

Techniques:

Journal: Scientific Reports

Article Title: A monthly temperature prediction based on the CEEMDAN–BO–BiLSTM coupled model

doi: 10.1038/s41598-024-51524-7

Figure Lengend Snippet: CEEMDAN decomposition.

Article Snippet: In this study, the MATLAB software component CEEMDAN model is utilized to decompose the monthly mean temperature time series, and five modal components and one residual component are finally obtained .

Techniques:

Journal: Scientific Reports

Article Title: A monthly temperature prediction based on the CEEMDAN–BO–BiLSTM coupled model

doi: 10.1038/s41598-024-51524-7

Figure Lengend Snippet: Relative error table for CEEMDAN–BO–BiLSTM model prediction.

Article Snippet: In this study, the MATLAB software component CEEMDAN model is utilized to decompose the monthly mean temperature time series, and five modal components and one residual component are finally obtained .

Techniques:

Journal: Scientific Reports

Article Title: A monthly temperature prediction based on the CEEMDAN–BO–BiLSTM coupled model

doi: 10.1038/s41598-024-51524-7

Figure Lengend Snippet: Table of indicators for the four forecasting models.

Article Snippet: In this study, the MATLAB software component CEEMDAN model is utilized to decompose the monthly mean temperature time series, and five modal components and one residual component are finally obtained .

Techniques:

Journal: Scientific Reports

Article Title: A monthly temperature prediction based on the CEEMDAN–BO–BiLSTM coupled model

doi: 10.1038/s41598-024-51524-7

Figure Lengend Snippet: Average time for each model run.

Article Snippet: In this study, the MATLAB software component CEEMDAN model is utilized to decompose the monthly mean temperature time series, and five modal components and one residual component are finally obtained .

Techniques:

Journal: Scientific Reports

Article Title: A monthly temperature prediction based on the CEEMDAN–BO–BiLSTM coupled model

doi: 10.1038/s41598-024-51524-7

Figure Lengend Snippet: Nonparametric test results.

Article Snippet: In this study, the MATLAB software component CEEMDAN model is utilized to decompose the monthly mean temperature time series, and five modal components and one residual component are finally obtained .

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: The proposed versus the existing hybrid microgrid models.

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques: Modification, Control, Hybridization

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: PV-Wind microgrid system block diagram.

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques: Blocking Assay

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: Schematic small-signal mathematical transfer function model of the PV-wind hybrid microgrid.

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: The transfer functions and related parameters used in each subsystem [ 44 , 45 ].

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: Reduced dual-loop V/I controlled microgrid [44].

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: Simulink Transfer Function Model of proposed PV-Wind hybrid Microgrid.

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: Combined Simulink Model of the proposed Microgrid with Case Study.

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: Response of different controllers to step change with the microgrid T.F. model.

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: WT Stator Output parameters in the proposed Microgrid with SSR-P&O: (a) Rotor speed; (b)Electromagnetic torque; (c) Stator current in Red phase (d) Stator current in Yellow phase (e) (c) Stator current in Blue phase

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: PV System IBC Input Voltage (Vin) and Current (Iin) in the proposed Microgrid: (a) PV System Side IBC Input Voltage; (b) PV System Side IBC Input Current; (c) PV System Side IBC Inductor Current.

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: WT IBC Inputs in the proposed Microgrid with SSR-P&O in Case Study Model: (a) WT IBC Input Voltage; (b) WT IBC Input Current; (c) WT IBC Input Inductor Current.

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: WT IBC Inputs in the proposed Microgrid with GA-ANFIS in Case Study Model: (a) WT IBC Input Voltage; (b) WT IBC Input Current; (c) WT IBC Inductor Current.

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques:

Journal: Heliyon

Article Title: Modeling and control of a photovoltaic-wind hybrid microgrid system using GA-ANFIS

doi: 10.1016/j.heliyon.2023.e14678

Figure Lengend Snippet: Parameters used for the V / I controller equivalent transfer function [ 44 ].

Article Snippet: The researchers in Ref. [ 29 ] used MATLAB/SIMULINK to model microgrid system components.

Techniques: Control