ESTIMATION OF SOIL ELECTRICAL RESISTIVITY USING MLP, RBF, ANFIS AND SVM APPROACHES.
Journal Title: International Journal of Advanced Research (IJAR) - Year 2019, Vol 7, Issue 5
Abstract
The knowledge of soil electrical resistivity proves essential for a better earthing in order to ensure the protection of telecommunications and electrical energy networks. This study aims to estimate the value of the electrical resistivity of a site\\\\\\\'s soil from soil humidity and ambient temperature. The data used were measured at sites in the city of Lome and its surroundings. We developed models using Artificial Neural Network (precisely Multi-Layer Perceptron (MLP) and Radial Basis Function (RBF)), Adaptive Neuro-Fuzzy Inference System (ANFIS) and Support Vector Machine (SVM). The MAPE (Mean Absolute Percentage Error) errors obtained are 0.0011761% for the MLP model, 0.0719309% for the RBF model, 0.00105% for the ANFIS model and 2.89466% for the SVM model. We can say that the results are satisfactory for all models but the ANFIS model is better, given these performances compared to other models. The latter is then retained for the prediction of soil electrical resistivity.
Authors and Affiliations
Sangue Oraleou Djandja , Adekunle Akim Salami, Kpomone Komla Apaloo Bara and Koffi-Sa Bedja.
Keywords
Related Articles
- EP ID EP598636
- DOI 10.21474/IJAR01/9004
- Views 65
- Downloads 0
IN VITRO EVALUATION OF ANTHELMINTIC ACTIVITY OF ETHANOLIC EXTRACT OF LEAVES OF TOONA CILIATA M. ROEM ON INDIAN EARTHWORM.
Helminthiasis is one of the most prevalent and preventable infestations worldwide. Globally about 1.45 million people are infested with soil transmitted helminths with the bulk of the burden shared by developing countrie...
CORNEAL ALTERATION IN EYES WITH PSEUDOEXFOLIATION SYNDROME.
Background: Pseudoexfoliation syndrome (PXS) is an age-related systemic microfibrillopathy, caused by gradual deposition of extracellular grey and white material over various tissues .In pseudoexfoliation eyes, corneal e...
MELASMA AS A STATE MARKER OF PSYCHIATRIC DISORDERS.
International Journal of Advanced Research (IJAR)
SOCIAL MEDIA AS A TECHNOLOGY TOOL USED BY THE NGOS IN ADDRESSING ISSUES RELATED TO WOMEN, YOUTH AND CHILDREN.
The penetration of technology can be found in every aspect of our lives, our work culture, learning dynamics and making choices with our fingertips. It has been noted that directly or indirectly several devices have heig...
THE INFLUENCE OF THE STATE DEFENDING PROGRAM, NATIONALISM AND SOCIAL MEDIA ON THE SANTRI IDEOLOGY RESILIENCE.
The state defending program, nationalism and social media is a factor that significantly determines the amount of the santri ideology resilience. This study aims to find out how much influence state defending program, na...