Optimization of biodiesel production from Thevetia peruviana seed oil by adaptive neuro-fuzzy inference system coupled with genetic algorithm and response surface methodology

2017 ◽  
Vol 132 ◽  
pp. 231-240 ◽  
Author(s):  
Benjamin Ogaga Ighose ◽  
Ibrahim A. Adeleke ◽  
Mueuji Damos ◽  
Hamidat Adeola Junaid ◽  
Kelechi Ernest Okpalaeke ◽  
...  
Keyword(s):  
Genetic Algorithm ◽  
Response Surface Methodology ◽  
Response Surface ◽  
Fuzzy Inference System ◽  
Seed Oil ◽  
Fuzzy Inference ◽  
Biodiesel Production ◽  
Inference System ◽  
Thevetia Peruviana ◽  
Neuro Fuzzy

scholarly journals RSM And ANFIS Based Parameters Prediction of Robot Using GRA

2018 ◽  
Vol 7 (4.36) ◽  
pp. 604
Author(s):  
P. Gopu ◽  
M. Dev Anand ◽  
. .
Keyword(s):  
Response Surface Methodology ◽  
Response Surface ◽  
Fuzzy Inference System ◽  
Fuzzy Inference ◽  
Robot Arm ◽  
Inference System ◽  
Performance Variation ◽  
Neuro Fuzzy ◽  
Objective Parameter ◽  
Performance Uncertainty

Ability of robot arm manipulation must be highly accurate and repeatable one. Performance uncertainty is causes by some noise factor. The effects of these factors were model to reduce the uncertainty of the robotic arm performance. In this paper highlights the prediction of output parameters robot cell data like X, Y and Z axis through Response Surface Methodology (RSM) and Adaptive Neuro Fuzzy Inference System (ANFIS) for reduce the performance variation of the robot. The input kinematic parameters like θ1, θ2, θ3, θ4, θ5 has been considered and the output multi objective parameters X, Y and Z axis has been converted in to single objective parameter. The graph which plots between parameters and the output response indicates the influence of the every single parameter for the performance output contribution. From the simulated values of Response Surface Methodology and Adaptive Neuro Fuzzy Inference System, the percentage of error obtained in Adaptive Neuro Fuzzy Inference System has minimum one when compared with Response Surface Methodology of prediction.  

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