Smart City Gnosys

Smart city article details

Title Precision Agriculture Using Iot Data Analytics And Machine Learning
ID_Doc 42661
Authors Akhter R.; Sofi S.A.
Year 2022
Published Journal of King Saud University - Computer and Information Sciences, 34, 8
DOI http://dx.doi.org/10.1016/j.jksuci.2021.05.013
Abstract In spite of the insight commonality may have concerning agrarian practice, fact is that nowadays agricultural science diligence is accurate, precise, data-driven, and vigorous than ever. The emanation of the technologies based on Internet of Things (IoT) has reformed nearly each industry like smart city, smart health, smart grid, smart home, including “smart agriculture or precision agriculture”. Applying machine learning using the IoT data analytics in agricultural sector will rise new benefits to increase the quantity and quality of production from the crop fields to meet the increasing food demand. Such world-shattering advancements are rocking the current agrarian approaches and generating novel and best chances besides a number of limitations. This paper climaxes the power and capability of computing techniques including internet of things, wireless sensor networks, data analytics and machine learning in agriculture. The paper proposed the prediction model of Apple disease in the apple orchards of Kashmir valley using data analytics and Machine learning in IoT system. Furthermore, a local survey was conducted to know from the farmers about the trending technologies and their effect in precision agriculture. Finally, the paper discusses the challenges faced when incorporating these technologies in the traditional farming approaches. © 2021 The Authors
Author Keywords Data analytics (DA); Internet of things (IoT); Machine learning (ML)


Similar Articles


Id Similarity Authors Title Published
50893 View0.895Singh D.; Kumar A.; Chauhan M.Smart Fields, Smart Yields: Technologies Driving Precision Agriculture Revolution A SurveyLecture Notes in Networks and Systems, 1037 LNNS (2024)
48406 View0.892Pyingkodi M.; Thenmozhi K.; Nanthini K.; Karthikeyan M.; Palarimath S.; Erajavignesh V.; Kumar G.B.A.Sensor Based Smart Agriculture With Iot Technologies: A Review2022 International Conference on Computer Communication and Informatics, ICCCI 2022 (2022)
37196 View0.891Prathap C.; Sivaranjani S.; Sathya M.Ml-Based Yield Prediction In Smart Agriculture Systems Using Iot2024 5th International Conference on Innovative Trends in Information Technology, ICITIIT 2024 (2024)
50885 View0.889Rathore N.; Rajavat A.Smart Farming Based On Iot-Edge Computing: Applying Machine Learning Models For Disease And Irrigation Water Requirement Prediction In Potato Crop Using Containerized MicroservicesPrecision Agriculture for Sustainability: Use of Smart Sensors, Actuators, and Decision Support Systems (2024)
35867 View0.887Kumar A.; Bhushan M.; Galindo J.A.; Garg L.; Hu Y.-C.Machine Intelligence, Big Data Analytics, And Iot In Image Processing: Practical ApplicationsMachine Intelligence, Big Data Analytics, and IoT in Image Processing: Practical Applications (2023)
5276 View0.884Devare J.; Hajare N.A Survey On Iot Based Agricultural Crop Growth Monitoring And Quality ControlProceedings of the 4th International Conference on Communication and Electronics Systems, ICCES 2019 (2019)
50889 View0.884Sumathi A.; Santhoshkumar S.; Meganathan S.; Sujarani R.; Mathi R.Smart Farming: Empowering Agriculture In Smart CitiesDeep Learning and Blockchain Technology for Smart and Sustainable Cities (2025)
61672 View0.884Fahlevi M.; Asetya D.R.; Matroji F.J.; Dahlan S.P.; Dandi M.; Asyrof R.A.What Happens When Iot Meets Big Data? Revolutionizing Urban Agriculture For Future Cities11th International Conference on ICT for Smart Society: Integrating Data and Artificial Intelligence for a Resilient and Sustainable Future Living, ICISS 2024 - Proceeding (2024)
57462 View0.883Nicolas C.; Naila B.; Amar R.-C.Tinyml Smart Sensor For Energy Saving In Internet Of Things Precision Agriculture PlatformInternational Conference on Ubiquitous and Future Networks, ICUFN, 2022-July (2022)
16601 View0.882Rastog R.; Bhardwaj M.; Sharma A.Crop And Yield Prediction Through Machine Learning Techniques To Maximize Production: 21St Century Sustainable Approach For Smart Cities 5.0Proceedings - 2022 4th International Conference on Advances in Computing, Communication Control and Networking, ICAC3N 2022 (2022)