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Related papers: Smart farming using iot for efficient crop growth

200 papers

The rapid growth of the global population and the continuous decline in cultivable land pose significant threats to food security. This challenge worsens as climate change further reduces the availability of farmland. Soilless agriculture,…

Signal Processing · Electrical Eng. & Systems 2025-04-12 Monica Dutta , Deepali Gupta , Sumegh Tharewal , Deepam Goyal , Jasminder Kaur Sandhu , Manjit Kaur , Ahmad Ali Alzubi , Jazem Mutared Alanazi

The integration of remote sensing and machine learning in agriculture is transforming the industry by providing insights and predictions through data analysis. This combination leads to improved yield prediction and water management,…

Machine Learning · Computer Science 2023-06-08 Fatima Zahra Bassine , Terence Epule Epule , Ayoub Kechchour , Abdelghani Chehbouni

The IoT vision of ubiquitous and pervasive computing gives rise to future smart irrigation systems comprising physical and digital world. Smart irrigation ecosystem combined with Machine Learning can provide solutions that successfully…

Machine Learning · Computer Science 2020-11-18 Lea Dujić Rodić , Tomislav Županović , Toni Perković , Petar Šolić , Joel J. P. C. Rodrigues

Controlling environmental conditions and monitoring plant status in greenhouses is critical to promptly making appropriate management decisions aimed at promoting crop production. The primary objective of this research study was to develop…

Artificial Intelligence · Computer Science 2025-09-17 Mohammadreza Narimani , Ali Hajiahmad , Ali Moghimi , Reza Alimardani , Shahin Rafiee , Amir Hossein Mirzabe

The population explosion of the 21st century has adversely affected the natural resources with restricted availability of cultivable land, increased average temperatures due to global warming, and carbon footprint resulting in a drastic…

Artificial Intelligence · Computer Science 2022-02-23 Md. Mahadi Hasan , Muhammad Usama Islam , Muhammad Jafar Sadeq

This article aims at saving the wasted water in the process of irrigation using the Internet of Things (IoT) based on a set of sensors and Multi-Layer Perceptron (MLP) neural network. The developed system handles the sensor data using the…

Computers and Society · Computer Science 2020-05-11 M. E. Karar , M. F. Al-Rasheed , A. F. Al-Rasheed , O. Reyad

Large scale monitoring systems, enabled by the emergence of networked embedded sensing devices, offer the opportunity of fine grained online spatio-temporal collection, communication and analysis of physical parameters. Various applications…

Signal Processing · Electrical Eng. & Systems 2019-06-07 Grigore Stamatescu , Cristian Dragana , Iulia Stamatescu , Loretta Ichim , Dan Popescu

Crop management involves a series of critical, interdependent decisions or actions in a complex and highly uncertain environment, which exhibit distinct spatial and temporal variations. Managing resource inputs such as fertilizer and…

Technologies related to the Internet of Things (IoT) have seen remarkable growth in recent years. This has facilitated, among many other reasons, that monitoring systems have spread in many everyday areas, including both industry and the…

Systems and Control · Electrical Eng. & Systems 2024-02-08 Javier Bilbao , Eugenio Bravo , Olatz Garcia , Carolina Rebollar

This study examines how artificial intelligence (AI), especially Reinforcement Learning (RL), can be used in farming to boost crop yields, fine-tune nitrogen use and watering, and reduce nitrate runoff and greenhouse gases, focusing on…

Machine Learning · Computer Science 2024-02-15 Zhaoan Wang , Shaoping Xiao , Jun Wang , Ashwin Parab , Shivam Patel

In response to the increasing global demand for food, feed, fiber, and fuel, digital agriculture is rapidly evolving to meet these demands while reducing environmental impact. This evolution involves incorporating data science, machine…

Computers and Society · Computer Science 2023-12-07 Ribana Roscher , Lukas Roth , Cyrill Stachniss , Achim Walter

This article explores how to drive intelligent iot monitoring and control through cloud computing and machine learning. As iot and the cloud continue to generate large and diverse amounts of data as sensor devices in the network, the…

Artificial Intelligence · Computer Science 2024-03-28 Hanzhe Li , Xiangxiang Wang , Yuan Feng , Yaqian Qi , Jingxiao Tian

This paper presents a study conducted to allow urban farmers to remotely monitor their farm through the design and development of an Internet of Things-based (IoT) microfarm prototype which utilized wick system as planting method. The…

Computers and Society · Computer Science 2019-11-05 R. Jorda, , C. Alcabasa , A. Buhay , E. C. Dela Cruz , J. P. Mendoza , A. Tolentino , L. K. Tolentino , E. Fernandez , A. Thio-ac , J. Velasco , N. Arago

The agricultural irrigation system is closely related to agricultural production. There are some problems in nowadays agricultural irrigation system, such as poor mobility, imprecision and high price. To address these issues, an intelligent…

Robotics · Computer Science 2020-03-03 Minghan Chen , Yilong Sun , Xueqing Cai , Boyi Liu , Tenglong Ren

This study focused on the development of a smart greenhouse system for hydroponic gardens with the adaptation of the Internet of Things and monitored through mobile as one of the solutions towards the negative effects of the worlds booming…

Systems and Control · Electrical Eng. & Systems 2023-05-03 Arcel Christian H. Austria , John Simon Fabros , Kurt Russel G. Sumilang , Jocelyn Bernardino , Anabella C. Doctor

Employing an effective cellular automata model, we investigate and analyze the build-up and erosion of soil. Depending on the strategy employed for handling agricultural production, in many cases we find a critical dependence on the…

Cellular Automata and Lattice Gases · Physics 2015-06-16 Klaus Lichtenegger , Wilhelm Schappacher

Deep reinforcement learning has considerable potential to improve irrigation scheduling in many cropping systems by applying adaptive amounts of water based on various measurements over time. The goal is to discover an intelligent decision…

Machine Learning · Computer Science 2024-01-02 Yuji Saikai , Allan Peake , Karine Chenu

Human population growth has driven rising demand for food that has, in turn, imposed huge impacts on the environment. In an effort to reconcile our need to produce more sustenance while also protecting the ecosystems of the world, farming…

Cryptography and Security · Computer Science 2022-03-14 Hossein Mohammadi Rouzbahani , Hadis Karimipour , Evan Fraser , Ali Dehghantanha , Emily Duncan , Arthur Green , Conchobhair Russell

Digital agriculture has the promise to transform agricultural throughput. It can do this by applying data science and engineering for mapping input factors to crop throughput, while bounding the available resources. In addition, as the data…

Computers and Society · Computer Science 2020-01-28 Somali Chaterji , Nathan DeLay , John Evans , Nathan Mosier , Bernard Engel , Dennis Buckmaster , Ranveer Chandra

Energy and pollution are urging problems of the 21th century. By gradually changing the actual power grid system, smart grid may evolve into different systems by means of size, elements and strategies, but its fundamental requirements and…

Optimization and Control · Mathematics 2025-12-19 Soufian Ben Amor , Alain Bui , Guillaume Guerard