Iot Based Flood Detection, Alarm and Monitoring System Using Multilayer Perceptron and Regression
Journal Title: International Journal of Multidisciplinary Research and Analysis - Year 2023, Vol 6, Issue 07
Abstract
Flooding is a common natural event caused by heavy rainfall and high tides in the Philippines. While this disaster cannot be prevented, people can prepare themselves to face it. The City of Ilagan in the province of Isabela is one of the highly prone areas to flooding caused by the welling of the Cagayan River. Many communities are living in low-lying areas which most likely experiencing floods. An analysis of the location is conducted including the people living in the area. The analysis resulted in the development of an IoT-based technology for detection and early warning signals to people using sms notifications that can help lessen the difficulty of evacuation. The system uses Arduino UNO as a microcontroller where sensors are attached. These sensors are Light Detection and Ranging (LiDAR) for flood level measurement in feet (ft), Rain Gauge to measure the precipitation rate (mm/hr), and Flow Rate Meter to measure the fluctuation flow of the river in (L/hr). Data gathered from these sensors are processed and sent immediately to people living nearby to monitor the flood level in real-time. The predictive models are developed using the Pinacanauan River dataset taken from the river stations. The multilayer perceptron is used to develop the predictive model with 99% accuracy. The data from sensors are used also and processed using linear regression and calculated as 88% accurate and significant for prediction.
Authors and Affiliations
Maribel S. Abalos, Arnel C. Fajardo
Keywords
Related Articles
- EP ID EP718658
- DOI 10.47191/ijmra/v6-i7-16
- Views 107
- Downloads 0
Modification Model for the Hand Ball as the Learning Material for Physical Education for Improving Discipline and Cooperative of the Students
This development research aims to develop a modified model of handball games to improve discipline and cooperation of students. With this development research, it is hoped that it can become one of the references for spo...
Islamic Religious Education in Indonesia: Understanding the Urgency and Paradigm Shift from a Societal Perspective
This study aims to understand the urgency and paradigm shift in Islamic Religious Education in Indonesia from a societal perspective, focusing on the significance of Islamic Religious Education in Indonesia, the contribu...
Factors Affecting the Expansion of Voluntary Health Insurance Participants in Ninh Binh, Vietnam
Health insurance is one of the pillars of social security in Vietnam. Moving towards universal health insurance is the right direction to support the country's sustainable economic development. Ninh Binh is a province wi...
The Effect of Small Sided Game Training on Passing Accuracy and Dribbling Ability in 10 Years-Old Junior Soccer Players
This study aims to determine the effect of small-sided game training on the accuracy of passing and dribbling skills in 10 years old junior soccer players. This study uses an experimental method that uses a qualitative a...
Enhancing University Students' Interest in Learning and Creativity Through A Project-Based Learning Model with Instagram Reels Media
Generation Z students urgently need innovative learning because they have a low interest in learning and creativity. This study aims to increase students' interest in learning and creativity through a project-based learn...