Basement Flood Control with Adaptive Neuro Fuzzy Inference System Using Ultrasonic Sensor

Raden Muhamad Yuda Pradana Kusumah,Aji Gautama Putrada,Maman Abdurohman

doi:10.21108/ijoict.2019.52.482

Abstract

This paper proposes a basement flood management system based on Adaptive Neuro Fuzzy Inference System (ANFIS). Basement is one of the main parts of a building that has a high potential for flooding. Therefore, the existence of a flood control system in the basement can be a solution to this threat. Water level control is the key to solving the problem. Fuzzy Inference System (FIS) has proven to be a reliable method in the control system but this method has limitations, that is, it needs to have a basis or a reference when determining the fuzzy set. When there is no basis or reference, Adaptive Neuro FIS (ANFIS) can be a solution. The Neuron aspect in ANFIS determines fuzzy sets through training data. In terms of the Internet of Things (IoT), this system uses an ultrasonic sensor, Node Red IoT platform, and Matlab Server. Then the water pump will turn on to control the water level when there is rainfall. By undergoing a comparative test with the FIS method, ANFIS provides a lower Root Mean Square Error (RMSE) and is recommended for use in basement flood management systems.

Highlights

In the construction of tall buildings, the basement is one of the important components that must be considered for its functionality
The purpose of this paper is to reduce the risk of basements submerged by using ultrasonic sensors to determine the water level in the basement and the Adaptive Neuro-Fuzzy Inference System method to determine when the water pump can run
The data training process was carried out by taking 100 data from the ultrasonic sensor, which was processed in Matlab with Adaptive Neuro-Fuzzy Inference System (ANFIS)

Summary

Introduction

In the construction of tall buildings, the basement is one of the important components that must be considered for its functionality. One of the building's basement functions is for parking lots and warehouses. Basements that exist under the ground can be affected by the structure of the environment around the building. The nature of water that always goes to a lower place is one thing to think about when building a basement. The structure of the environment around the building needs attention. Water, soil type, and natural drainage should be the focus of basement development

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