Skip to Main Content
Machine Learning Paradigm for Internet of Things Applications
book

Machine Learning Paradigm for Internet of Things Applications

by Shalli Rani, R. Maheswar, G. R. Kanagachidambaresan, Sachin Ahuja, Deepali Gupta
March 2022
Intermediate to advanced content levelIntermediate to advanced
304 pages
7h 38m
English
Wiley-Scrivener
Content preview from Machine Learning Paradigm for Internet of Things Applications

2An Empirical Study on Paddy Harvest and Rice Demand Prediction for an Optimal Distribution Plan

W. H. Rankothge

Sri Lanka Institute of Information Technology, Colombo, Sri Lanka

Abstract

Rice is one of the main types of nutrient supplying foods in Asian communities and has a direct impact on the socioeconomic development of the communities. Generally, paddy harvest, price, and demand for rice depend on several factors: rainfall, humidity, paddy cultivation area, temperature, etc. Therefore, precisely predicting the future harvest of paddy and consumption demand of rice is complicated. It creates a necessary requirement of a management platform to predict future paddy harvest and rice demands considering important parameters. Such platform will help the countries in the processes of national strategy development, to maintain a sustainable approach between paddy cultivation and rice demand.

We have proposed a centralized management platform, where we would analyze numerous factors affecting on the amount of crop yield on the next harvesting season and the factors affecting on future demand for rice. The proposed platform follows the smart agri/farm approach for paddy related processes, with three functional features: (1) paddy harvest prediction module, (2) rice demand prediction module, and (3) an optimal planning module for crop distribution. Two popular machine learning algorithms, Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM), are used to develop the ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

R: Unleash Machine Learning Techniques

R: Unleash Machine Learning Techniques

Raghav Bali, Dipanjan Sarkar, Brett Lantz, Cory Lesmeister
Navigating the Metaverse

Navigating the Metaverse

Cathy Hackl, Dirk Lueth, Tommaso Di Bartolo, John Arkontaky, Yat Siu

Publisher Resources

ISBN: 9781119760474Purchase Link