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Machine learning (ML) is a rapidly evolving technology with expanding applications across various fields. This paper presents a comprehensive survey of recent ML applications in agriculture for sustainability and efficiency. Existing…

Machine Learning · Computer Science 2025-03-19 Aashu Katharria , Kanchan Rajwar , Millie Pant , Juan D. Velásquez , Václav Snášel , Kusum Deep

In general. automated farming systems make decisions based on static models built from the properties of the plant. in the contrast, irrigation decisions in our suggested method are dynamically changing environmental conditions. the model"s…

Systems and Control · Electrical Eng. & Systems 2023-04-18 Kawsalyaa Manivannan , Bharathi Sankar

The rapid growth of IoT devices has led to an enormous amount of sensor data that requires transmission to cloud servers for processing, resulting in excessive network congestion, increased latency and high energy consumption. This is…

Machine Learning · Computer Science 2025-11-25 Dora Krekovic , Mario Kusek , Ivana Podnar Zarko , Danh Le-Phuoc

Amid the challenges posed by global population growth and climate change, traditional agricultural Internet of Things (IoT) systems is currently undergoing a significant digital transformation to facilitate efficient big data processing.…

Computer Vision and Pattern Recognition · Computer Science 2025-06-05 Dawen Jiang , Zhishu Shen , Qiushi Zheng , Tiehua Zhang , Wei Xiang , Jiong Jin

The Internet of Things (IoT) aims to connect billions of smart objects to the Internet, which can bring a promising future to smart cities. These objects are expected to generate large amounts of data and send the data to the cloud for…

Networking and Internet Architecture · Computer Science 2017-03-22 Charith Perera , Yongrui Qin , Julio C. Estrella , Stephan Reiff-Marganiec , Athanasios V. Vasilakos

The Internet of Things (IoT) has become integral to modern technology, enhancing daily life and industrial processes through seamless connectivity. However, the rapid expansion of IoT systems presents significant sustainability challenges,…

Systems and Control · Electrical Eng. & Systems 2026-01-19 Luisa Schuhmacher , Jimmy Fernandez Landivar , Ihsane Gryech , Hazem Sallouha , Michele Rossi , Sofie Pollin

With the emergence of new methodologies and technologies it has now become possible to manage large amounts of environmental sensing data and apply new integrated computing models to acquire information intelligence. This paper advocates…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-02-27 Zaheer Khan , David Ludlow , Richard McClatchey , Ashiq Anjum

Demand for ocean-based high-quality and sustainable fish protein soared in the last decade. Unlike precision agriculture, aquaculture remains an under-equipped farming activity. To fully realise a vision of \textit{precision aquaculture},…

Networking and Internet Architecture · Computer Science 2021-05-26 Rafael R. Teixeira , Juliana B. Puccinelli , Luis Poersch , Marcelo R. Pias , Vinícius M. Oliveira , Ahmed Janati , Maxime Paris

The rapid technological advances in the Internet of Things (IoT) allows the blueprint of Smart Cities to become feasible by integrating heterogeneous cloud/fog/edge computing paradigms to collaboratively provide variant smart services in…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-07 Qian Qu , Ronghua Xu , Seyed Yahya Nikouei , Yu Chen

This article introduces a new mobile-based application of modern information and communication technology in agriculture based on Internet of Things (IoT), embedded systems and an unmanned aerial vehicle (UAV). The proposed agricultural…

Systems and Control · Electrical Eng. & Systems 2021-01-07 Mohamed Esmail Karar , Faris Alotaibi , Abdullah AL Rasheed , Omar Reyad

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

The dynamic environment context necessitates harnessing digital technologies, including artificial intelligence and the Internet of Things, to supply high-resolution, real-time meteorological data to support agricultural decision-making and…

Other Computer Science · Computer Science 2025-01-28 Suman Kumar Das , Pujyasmita Nayak

This study intends to build smart water irrigation for rice farming using IoT and microcontroller devices with solar panel support. The system demonstrates the capabilities of automated irrigation by reducing physical labor through smart…

Smart Farming has brought a major transformation in the agriculture process by using the Internet of Things (IoT) devices, emerging technologies such as cloud computing, fog computing, and data analytics. It allows farmers to have real-time…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-12 Jagruti Sahoo , Kristin Barrett

Internet of Things and cloud computing are two technological paradigms that reached widespread adoption in recent years. These paradigms are complementary: IoT applications often rely on the computational resources of the cloud to process…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-12 Danylo Khalyeyev , Tomáš Bureš , Petr Hnětynka

This study endeavors to conceptualize and execute a sophisticated agricultural greenhouse control system grounded in the amalgamation of the Internet of Things (IoT) and machine learning. Through meticulous monitoring of intrinsic…

Systems and Control · Electrical Eng. & Systems 2025-03-21 Cangqing Wang , Jiangchuan Gong

Recently, Machine Learning (ML) methods are built-in as an important component in many smart agriculture platforms. In this paper, we explore the new combination of advanced ML methods for creating a smart agriculture platform where farmers…

Computer Vision and Pattern Recognition · Computer Science 2024-09-10 Aswath Muthuselvam , S. Sowdeshwar , M. Saravanan , Satheesh K. Perepu

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

Machine learning (ML) technologies are emerging in the Internet of Things (IoT) to provision intelligent services. This survey moves beyond existing ML algorithms and cloud-driven design to investigate the less-explored systems, scaling and…

Computers and Society · Computer Science 2020-12-02 Wiebke Toussaint , Aaron Yi Ding

Smart agriculture applications, integrating technologies like the Internet of Things and machine learning/artificial intelligence (ML/AI) into agriculture, hold promise to address modern challenges of rising food demand, environmental…

Signal Processing · Electrical Eng. & Systems 2026-03-13 Fatih Gulec , Hamdan Awan , Nigel Wallbridge , Andrew W. Eckford
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