Future Intelligent Systems and Networks

Heredero, Carmen de Pablos

doi:10.3390/fi11060140

Future Internet

2019

DOI: 10.3390/fi11060140

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Future Intelligent Systems and Networks

Carmen de Pablos Heredero

Abstract: The purpose of this Special Issue is to collect current developments and future directions of Future Intelligent Systems and Networks [...]

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Cloud Data-Driven Intelligent Monitoring System for Interactive Smart Farming

Dineva

Atanasova

2022

Sensors

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Smart farms, as a part of high-tech agriculture, collect a huge amount of data from IoT devices about the conditions of animals, plants, and the environment. These data are most often stored locally and are not used in intelligent monitoring systems to provide opportunities for extracting meaningful knowledge for the farmers. This often leads to a sense of missed transparency, fairness, and accountability, and a lack of motivation for the majority of farmers to invest in sensor-based intelligent systems to support and improve the technological development of their farm and the decision-making process. In this paper, a data-driven intelligent monitoring system in a cloud environment is proposed. The designed architecture enables a comprehensive solution for interaction between data extraction from IoT devices, preprocessing, storage, feature engineering, modelling, and visualization. Streaming data from IoT devices to interactive live reports along with built machine learning (ML) models are included. As a result of the proposed intelligent monitoring system, the collected data and ML modelling outcomes are visualized using a powerful dynamic dashboard. The dashboard allows users to monitor various parameters across the farm and provides an accessible way to view trends, deviations, and patterns in the data. ML models are trained on the collected data and are updated periodically. The data-driven visualization enables farmers to examine, organize, and represent collected farm’s data with the goal of better serving their needs. Performance and durability tests of the system are provided. The proposed solution is a technological bridge with which farmers can easily, affordably, and understandably monitor and track the progress of their farms with easy integration into an existing IoT system.

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Cloud Data-Driven Intelligent Monitoring System for Interactive Smart Farming

Dineva

Atanasova

2022

Sensors

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Future Intelligent Systems and Networks

Abstract: The purpose of this Special Issue is to collect current developments and future directions of Future Intelligent Systems and Networks [...]

Cited by 1 publication

References 5 publications

Cloud Data-Driven Intelligent Monitoring System for Interactive Smart Farming

Cloud Data-Driven Intelligent Monitoring System for Interactive Smart Farming

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