Hybrid Prediction Models For Rainfall Forecasting
Product Description
Aim:
Analyze the rain fall data from database for rain prediction.
Abstract:
Rainfall prediction is a major problem for meteorological department as it is closely associated with the economy and life of human. It is a cause for natural disasters like flood and drought which are encountered by people across the globe every year. Accuracy of rainfall forecasting has great importance for countries like India whose economy is largely dependent on agriculture. This paper presents the rainfall prediction and Rainfall analysis using Machine Learning. The main goal of employing this application is to prevent immediate impacts of flood. This application can be easily used by the common people or government to predict the occurrence of flood beforehand. The advancement in the information technology, the need for easy accessibility of large cloud storage and processing power is available. Data mining technologies helps us to provide reference for decision makers as summarized information even from the large amount of data. Among many data mining techniques, classification is a widely used one. Past studies proposed many techniques that could be applied to classification, such as decision trees, neural networks, Bayesian classifiers. Here we use Linear model and Convolutional Neural Network.
The aim of this project is to get all the rainfall data and from a dataset containing yearly rainfall data. By providing real time input to different models of machine learning, those are Logistic Regression, Naive Bayes, K-Nearest Neighbors and Decision Tree Classifier. To overcome the fallback in the existing system we propose a machine learning based system to increase the efficiency and accuracy. In our project, linear model gives high accuracy level compared with other algorithms. Finally, we are predicting the result via data visualization and display the predicted output GUI.
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Package Includes
Software Projects Includes
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The Delivery time for software projects is 2 -3 working days. Some of the software projects will require Hardware interface. Please go through the hardware Requirements in the abstract carefully. The Hardware will take 7-8 Working Days
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- Demo Video
- Abstract
- Base paper
- Full Project PPT
- Datasheets
- Circuit Diagrams
- Source Code
- Screen Shots & Photos
- Software Links
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- Lit survey
- Full Project Documentation
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The Delivery time for Hardware
projects is 7-8 working days.
Mini Projects: Software Includes
- Demo Video
- Abstract
- Base paper
- Full Project PPT
- UML Diagrams
- SRS
- Source Code
- Screen Shots
- Software Links
- Reference Papers
- Full Project Documentation
- Online support
The
Delivery time for software Miniprojects is 2 -3 working days.
Mini Projects - Hardware includes
- Demo Video
- Abstract
- PPT
- Datasheets
- Circuit Diagrams
- Source Code
- Screen Shots & Photos
- Software Links
- Reference Papers
- Full Project Documentation
- Online
support
The Delivery time for Hardware Mini projects is 7-8 working days.