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相关论文: Kriging-Based Robotic Exploration for Soil Moistur…

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This paper presents an automated method for creating spatial maps of soil condition with an outdoor mobile robot. Effective soil mapping on farms can enhance yields, reduce inputs and help protect the environment. Traditionally, data are…

机器人学 · 计算机科学 2018-03-23 Jaime Pulido Fentanes , Iain Gould , Tom Duckett , Simon Pearson , Grzegorz Cielniak

Soil moisture is a quantity of interest in many application areas including agriculture and climate modeling. Existing methods are not suitable for scale applications due to large deployment costs in high-resolution sensing applications…

机器人学 · 计算机科学 2025-07-18 Nathaniel Rose , Hannah Chuang , Manuel A Andrade-Rodriguez , Rishi Parashar , Dani Or , Parikshit Maini

Monitoring moisture level of land in a large-scale plantation is tedious. The main objective of this project is to use a robotic kit in collaboration with the on-field moisture sensor circuits, thereby creating an efficient and economical…

机器人学 · 计算机科学 2026-05-12 Senthil Palanisamy , Akila I. S

Measurements of root-zone soil moisture across spatial scales of tens to thousands of meters have been a challenge for many decades. The mobile application of Cosmic-Ray Neutron Sensing (CRNS) is a promising approach to measure field soil…

In this paper we propose a robotic system for Irrigation Water Management (IWM) in a structured robotic greenhouse environment. A commercially available robotic manipulator is equipped with an RGB-D camera and a soil moisture sensor. The…

机器人学 · 计算机科学 2022-01-20 Marsela Polic , Marko Car , Jelena Tabak , Matko Orsag

In this paper we present an overview of the methods and systems that give rise to a flying robotic system capable of autonomous inspection, surveying, comprehensive multi-modal mapping and inventory tracking of construction sites with high…

机器人学 · 计算机科学 2020-05-12 Huan Nguyen , Frank Mascarich , Tung Dang , Kostas Alexis

Near-ground sensing data, such as geospatial measurements of soil apparent electrical conductivity (ECa), are used in precision agriculture to improve farming practices and increase crop yield. Near-ground sensors provide valuable…

机器人学 · 计算机科学 2021-07-21 Merrick Campbell , Keran Ye , Elia Scudiero , Konstantinos Karydis

Technologies for environmental and agricultural monitoring are on the rise, however, there is a lack of small, low-power, and lowcost sensing devices in the industry. One of these monitoring tools is a soil moisture sensor. Soil moisture…

信号处理 · 电气工程与系统科学 2021-10-19 Daniel Kiv , Garvita Allabadi , Berkay Kaplan , Robin Kravets

Accurate forecasting of future solar irradiance is essential for the effective control of solar thermal power plants. Although various kriging-based methods have been proposed to address the prediction problem, these methods typically do…

机器人学 · 计算机科学 2026-03-27 Haruki Kawase , Taiga Sugawara , A. Daniel Carnerero

This extended abstract presents the design and evaluation of AgriOne, an automated unmanned ground vehicle (UGV) platform for high precision sensing of soil moisture in large agricultural fields. The developed robotic system is equipped…

机器人学 · 计算机科学 2025-04-28 Ilektra Tsimpidi , Ilias Tevetzidis , Vidya Sumathy , George Nikolakopoulos

Soil moisture monitoring is essential for agriculture and environmental management, yet existing methods require either invasive probes disturbing the soil or specialized equipment, limiting access to the public. We present SoilSound, an…

声音 · 计算机科学 2025-09-15 Yixuan Gao , Tanvir Ahmed , Shuang He , Zhongqi Cheng , Rajalakshmi Nandakumar

Accurate soil mapping is critical for a highly-automated agricultural vehicle to successfully accomplish important tasks including seeding, ploughing, fertilising and controlled traffic, with limited human supervision, ensuring at the same…

机器人学 · 计算机科学 2021-04-13 Annalisa Milella , Giulio Reina , Michael Nielsen

Deep understanding of a field's soil moisture content is the leading indicator for predicting crop yields and making data driven decisions for irrigation and application of topical chemicals for drought resilience. Despite this importance,…

人机交互 · 计算机科学 2026-04-30 Jack Thoene , Omar Kamil , Thekra Alkadee , Nivedita Arora

The ability to efficiently and effectively explore planetary surfaces is currently limited by the capability of wheeled rovers to traverse challenging terrains, and by pre-programmed data acquisition plans with limited in-situ flexibility.…

One of the essential elements in implementing a closed-loop irrigation system is soil moisture estimation based on a limited number of available sensors. One associated problem is the determination of the optimal locations to install the…

应用统计 · 统计学 2022-03-15 Erfan Orouskhani , Soumya R. Sahoo , Bernard T. Agyeman , Song Bo , Jinfeng Liu

Improving the accuracy of soil moisture estimation is required for advancing irrigation scheduling and water conservation efforts. Central to this task are soil hydraulic parameters, which govern moisture dynamics but are rarely known…

系统与控制 · 电气工程与系统科学 2025-06-06 Bernard T. Agyeman , Erfan Orouskhani , Mohamed Naouri , Willemijn Appels , Maik Wolleben , Jinfeng Liu , Sirish L. Shah

The current availability of soil moisture data over large areas comes from satellite remote sensing technologies (i.e., radar-based systems), but these data have coarse resolution and often exhibit large spatial information gaps. Where data…

机器学习 · 计算机科学 2019-05-22 Danny Rorabaugh , Mario Guevara , Ricardo Llamas , Joy Kitson , Rodrigo Vargas , Michela Taufer

Soil moisture estimation is an important task to enable precision agriculture in creating optimal plans for irrigation, fertilization, and harvest. It is common to utilize statistical and machine learning models to estimate soil moisture…

计算机视觉与模式识别 · 计算机科学 2024-08-22 Mohammed Rakib , Adil Aman Mohammed , D. Cole Diggins , Sumit Sharma , Jeff Michael Sadler , Tyson Ochsner , Arun Bagavathi

To autonomously collect soil in uncultivated terrain, robotic arms must distinguish between different amorphous materials and submerge themselves into the correct material. We develop a prototype that collects soil in heterogeneous terrain.…

机器人学 · 计算机科学 2024-07-17 Andrew Dudash , Beyonce Andrades , Ryan Rubel , Mohammad Goli , Nathan Clark , William Ewald

To work in unknown outdoor environments, autonomous sampling machines need the ability to target samples despite limited visibility and robotic arm reach distance. We design a heuristic guided search method to speed up the search process…

机器人学 · 计算机科学 2024-08-06 Han Yang , Andrew Dudash
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