English
Related papers

Related papers: Data Warehouse and Decision Support on Integrated …

200 papers

Modern agricultural technology and the increasing digitalisation of such processes provide a wide range of data. However, their efficient and beneficial use suffers from legitimate concerns about data sovereignty and control, format…

Computers and Society · Computer Science 2019-11-18 Julian Klose , Markus Schröder , Silke Becker , Ansgar Bernardi , Arno Ruckelshausen

Precision agriculture system is an arising idea that refers to overseeing farms utilizing current information and communication technologies to improve the quantity and quality of yields while advancing the human work required. The…

Machine Learning · Computer Science 2021-07-13 Satvik Garg , Pradyumn Pundir , Himanshu Jindal , Hemraj Saini , Somya Garg

This review explores recent advancements in data fusion techniques and Transformer-based remote sensing applications in precision agriculture. Using a systematic, data-driven approach, we analyze research trends from 1994 to 2024,…

Machine Learning · Computer Science 2025-09-22 Mahdi Saki , Rasool Keshavarz , Daniel Franklin , Mehran Abolhasan , Justin Lipman , Negin Shariati

In the context of Industry 4.0, data management is a key point for decision aid approaches. Large amounts of manufacturing digital data are collected on the shop floor. Their analysis can then require a large amount of computing power. The…

Artificial Intelligence · Computer Science 2019-05-17 Mathieu Ritou , Farouk Belkadi , Zakaria Yahouni , Catherine Da Cunha , Florent Laroche , Benoit Furet

Wireless Sensor Networks have risen as a highly promising technology suitable for precision agriculture implementations, enabling efficient monitoring and control of agricultural processes. In precision agriculture, accurate and…

Networking and Internet Architecture · Computer Science 2025-02-27 Kashif Sattar , Muhammad Arslan , Saqib Majeed , Salim Iqbal

The term, Big Data, has been authored to refer to the extensive heave of data that can't be managed by traditional data handling methods or techniques. The field of Big Data plays an indispensable role in various fields, such as…

Computers and Society · Computer Science 2017-10-12 Mashooque Ahmed Memon , Safeeullah Soomro , Awais Khan Jumani , Muneer Ahmed Kartio

This research developed a prototype data warehouse to integrate multi-source forestry data for long-term monitoring, management, and sustainability. The data warehouse is intended to accommodate all types of imagery from various platforms,…

Databases · Computer Science 2025-02-12 Kristina Cormier , Kongwen , Zhang , Joshua Padron-Uy , Albert Wong , Keona Gagnier , Ajitesh Parihar

The growing demand for precision agriculture necessitates efficient and accurate crop-weed recognition and classification systems. Current datasets often lack the sample size, diversity, and hierarchical structure needed to develop robust…

Computer Vision and Pattern Recognition · Computer Science 2024-12-24 Talha Ilyas , Dewa Made Sri Arsa , Khubaib Ahmad , Yong Chae Jeong , Okjae Won , Jong Hoon Lee , Hyongsuk Kim

Agriculture 3.0 and 4.0 have gradually introduced service robotics and automation into several agricultural processes, mostly improving crops quality and seasonal yield. Row-based crops are the perfect settings to test and deploy smart…

Robotics · Computer Science 2021-03-30 Vittorio Mazzia , Francesco Salvetti , Diego Aghi , Marcello Chiaberge

Research in data warehousing and OLAP has produced important technologies for the design, management and use of information systems for decision support. With the development of Internet, the availability of various types of data has…

In light of growing challenges in agriculture with ever growing food demand across the world, efficient crop management techniques are necessary to increase crop yield. Precision agriculture techniques allow the stakeholders to make…

Computer Vision and Pattern Recognition · Computer Science 2020-06-23 Akshay L Chandra , Sai Vikas Desai , Wei Guo , Vineeth N Balasubramanian

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

With the global population increasing and arable land resources becoming increasingly limited, smart and precision agriculture have emerged as essential directions for sustainable agricultural development. Artificial intelligence (AI),…

Machine Learning · Computer Science 2025-10-15 Xing Hu , Haodong Chen , Qianqian Duan , Dawei Zhang

While performing knowledge-intensive tasks of professional nature, the knowledge workers need to access and process large volume of information. Apart from the quantity, they also require that the information received is of high quality in…

Human-Computer Interaction · Computer Science 2009-12-03 Arijit Laha

This study addresses the vital role of data analytics in monitoring fertiliser applications in crop cultivation. Inaccurate fertiliser application decisions can lead to costly consequences, hinder food production, and cause environmental…

Machine Learning · Computer Science 2023-10-19 Usama Ikhlaq , Tahar Kechadi

The amount of data in the world is expanding rapidly. Every day, huge amounts of data are created by scientific experiments, companies, and end users' activities. These large data sets have been labeled as "Big Data", and their storage,…

Databases · Computer Science 2020-04-29 Mahdi Bohlouli , Frank Schulz , Lefteris Angelis , David Pahor , Ivona Brandic , David Atlan , Rosemary Tate

Precision farming is one way of many to meet a 70 percent increase in global demand for agricultural products on current agricultural land by 2050 at reduced need of fertilizers and efficient use of water resources. The catalyst for the…

Signal Processing · Electrical Eng. & Systems 2020-07-13 Alexander Kocian , Luca Incrocci

The number of objects is considered an important factor in a variety of tasks in the agricultural domain. Automated counting can improve farmers decisions regarding yield estimation, stress detection, disease prevention, and more. In recent…

Computer Vision and Pattern Recognition · Computer Science 2023-05-10 Guy Farjon , Liu Huijun , Yael Edan

Recent automated crop mapping via supervised learning-based methods have demonstrated unprecedented improvement over classical techniques. However, most crop mapping studies are limited to same-year crop mapping in which the present year's…

Machine Learning · Computer Science 2019-11-28 Mustafa Teke , Yasemin Yardımcı

With the help of a digital twin structure, Agriculture 4.0 technologies like weather APIs (Application programming interface), GPS (Global Positioning System) modules, and NPK (Nitrogen, Phosphorus and Potassium) soil sensors and machine…

Machine Learning · Computer Science 2025-02-07 Sayan Banerjee , Aniruddha Mukherjee , Suket Kamboj