☆ 4.7 Article

Towards a Low-Cost Comprehensive Process for On-Farm Precision Experimentation and Analysis

AGRICULTURE-BASEL (2023)

相关参考文献

注意：仅列出部分参考文献，下载原文获取全部文献信息。

Article Chemistry, Analytical

Improved Yield Prediction of Winter Wheat Using a Novel Two-Dimensional Deep Regression Neural Network Trained via Remote Sensing

Giorgio Morales et al.

Summary: In recent years, the use of remotely sensed and on-ground observations, combined with machine learning techniques, has greatly improved the accuracy of crop yield estimations. This study introduces a novel approach, using Convolutional Neural Networks (CNNs), to further enhance yield prediction by leveraging the spatial information of crop fields. The proposed method, named Hyper3DNetReg, takes multi-channel input and produces a two-dimensional raster output, which represents the predicted yield values. By aggregating overlapping yield prediction patches obtained throughout the field, a yield prediction map is generated. Experimental results demonstrate the superiority of our proposed methodology over five compared methods, including Bayesian multiple linear regression, standard multiple linear regression, random forest, AdaBoost ensemble of feedforward networks, stacked autoencoder, and two other CNN architectures.

SENSORS (2023)

添加到收藏夹

Article Agriculture, Multidisciplinary

Assessing performance of empirical models for forecasting crop responses to variable fertilizer rates using on-farm precision experimentation

Paul B. Hegedus et al.

Summary: Data-driven decision making in agriculture can be enhanced by using precision agriculture technologies to gather data and make informed decisions. Different models can be used to predict crop responses and net returns, with the random forest regression model typically providing the most accurate forecasts.

PRECISION AGRICULTURE (2023)

添加到收藏夹

Review Agronomy

Key research challenges to supporting farm transitions to agroecology in advanced economies. A review

Lorene Prost et al.

Summary: In response to sustainability issues in agriculture in advanced economies, there is a growing relevance of agroecology in scientific, political, and social debates. This article reviews the literature on farm transitions to agroecology in advanced economies, identifying key research challenges and suggesting innovative research paths. The findings suggest the need for research that includes farm-level exploration and definition of desired futures, more holistic and dynamic assessment frameworks, and a focus on the dynamics of change processes during transitions.

AGRONOMY FOR SUSTAINABLE DEVELOPMENT (2023)

添加到收藏夹

Article Green & Sustainable Science & Technology

Precision Agroecology

Hannah Duff et al.

Summary: Precision agroecology is the combination of precision agriculture technology and agroecological principles to provide solutions for sustainable food production. It helps to reduce inputs, use sustainable inputs, protect biodiversity, transform food chains, and build a fair global food system.

SUSTAINABILITY (2022)

添加到收藏夹

Article Agriculture, Multidisciplinary

Rationale for field-specific on-farm precision experimentation

Paul B. Hegedus et al.

Summary: This study aimed to provide site-specific knowledge base through modern precision agriculture technologies, quantify the spatiotemporal variation of crop responses, and identify the variables driving crop production, quality, and farmer net-return. The results showed that the degree of crop response varied across time and space, the drivers of net-return varied among fields and years, indicating the need for specific field-based management decisions. On-farm experimentation can help farmers identify these drivers and make informed management decisions.

AGRICULTURE ECOSYSTEMS & ENVIRONMENT (2022)

添加到收藏夹

Article Food Science & Technology

On-Farm Experimentation to transform global agriculture

Myrtille Lacoste et al.

Summary: On-Farm Experimentation (OFE) involves restructuring farmer-researcher relationships and addressing complexity and uncertainty through joint exploration, potentially transforming agriculture globally. Digitalization plays a critical role in motivating and enabling OFE by increasing scales and complexity when investigating agricultural challenges.

NATURE FOOD (2022)

添加到收藏夹

Article Agriculture, Multidisciplinary

Spatial variability of crop responses to agronomic inputs in on-farm precision experimentation

R. G. Trevisan et al.

Summary: This study investigated the spatial variability of optimal input rates in cornfields and found significant spatial heterogeneity of model parameters in all four fields evaluated. The use of GWR models resulted in a better fit compared to non-spatial global models, with an average potential gain of $65.00 ha(-1) from using optimized uniform rates of seed and nitrogen.

PRECISION AGRICULTURE (2021)

添加到收藏夹

Article Agronomy

Statistical models of yield in on-farm precision experimentation

P. Paccioretti et al.

Summary: This study compared three statistical models to estimate crop responses from eight OFPEs: (a) linear regression (LR) with spatially correlated errors, (b) Bayesian regression (BR) with random site effects, and (c) random forest regression (RF) with kriged residuals. Modeling spatial correlation and including plot covariates improved yield predictions. BR and RF outperformed LR in site-specific prediction accuracy, with BR predictions having lower predictive uncertainty than RF predictions. The Bayesian model for spatial data is a useful tool to process OFPE data and provides prediction uncertainty measures related to site-specific yield responses.

AGRONOMY JOURNAL (2021)

添加到收藏夹

Editorial Material Ecology

Farm robots: ecological utopia or dystopia?

Thomas Daum

Summary: Farm robots have the potential to create an ecological utopia or a dystopia, and societal discussions and policy action are needed to harness the benefits of robots for serving people and the planet.

TRENDS IN ECOLOGY & EVOLUTION (2021)

添加到收藏夹

Article Agriculture, Multidisciplinary

The value of conducting on-farm field trials using precision agriculture technology: a theory and simulations

David S. Bullock et al.

PRECISION AGRICULTURE (2020)

添加到收藏夹

Review Ecology

Scaling methods in ecological modelling

Matthias Fritsch et al.

METHODS IN ECOLOGY AND EVOLUTION (2020)

添加到收藏夹

Article Agriculture, Multidisciplinary

Water and nitrate loss from dryland agricultural soils is controlled by management, soils, and weather

W. Adam Sigler et al.

AGRICULTURE ECOSYSTEMS & ENVIRONMENT (2020)

添加到收藏夹

Article Anthropology

Agroecology and the reconstruction of a post-COVID-19 agriculture

Miguel A. Altieri et al.

JOURNAL OF PEASANT STUDIES (2020)

添加到收藏夹

Article Agronomy

The Data-Intensive Farm Management Project: Changing Agronomic Research Through On-Farm Precision Experimentation

David S. Bullock et al.

AGRONOMY JOURNAL (2019)

添加到收藏夹

Article Agronomy

On-Farm Research: Experimental Approaches, Analytical Frameworks, Case Studies, and Impact

Peter M. Kyveryga

AGRONOMY JOURNAL (2019)

添加到收藏夹

Proceedings Paper Engineering, Electrical & Electronic

Optimal Design of Experiments for Precision Agriculture Using a Genetic Algorithm

Amy Peerlinck et al.

2019 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC) (2019)

添加到收藏夹

Review Agriculture, Multidisciplinary

Evaluating agricultural trade-offs in the age of sustainable development

David R. Kanter et al.

AGRICULTURAL SYSTEMS (2018)

添加到收藏夹

Article Agriculture, Multidisciplinary

Precision conservation meets precision agriculture: A case study from southern Ontario

Virginia Capmourteres et al.

AGRICULTURAL SYSTEMS (2018)

添加到收藏夹

Article Business

How data analytics is transforming agriculture

Xuan Pham et al.

BUSINESS HORIZONS (2018)

添加到收藏夹

Article Agriculture, Multidisciplinary

Promoting sustainable intensification in precision agriculture: review of decision support systems development and strategies

Jessica Lindblom et al.

PRECISION AGRICULTURE (2017)

添加到收藏夹

Article Environmental Sciences

Google Earth Engine: Planetary-scale geospatial analysis for everyone

Noel Gorelick et al.

REMOTE SENSING OF ENVIRONMENT (2017)

添加到收藏夹

Article Agronomy

Variability in Corn Yield Response to Nitrogen Fertilizer in Eastern Canada

Lucie A. Kablan et al.

AGRONOMY JOURNAL (2017)

添加到收藏夹

Article Ecology

Designing agricultural landscapes for biodiversity-based ecosystem services

Douglas A. Landis

BASIC AND APPLIED ECOLOGY (2017)

添加到收藏夹

Article Agriculture, Multidisciplinary

A probabilistic Bayesian framework for progressively updating site-specific recommendations

Patrick G. Lawrence et al.

PRECISION AGRICULTURE (2015)

添加到收藏夹

Article Agriculture, Multidisciplinary

Strategy of statistical model selection for precision farming on-farm experiments

Heinrich Thoele et al.

PRECISION AGRICULTURE (2013)

添加到收藏夹

Review Meteorology & Atmospheric Sciences

Adapting agriculture to climate change: a review

Muhuddin Rajin Anwar et al.

THEORETICAL AND APPLIED CLIMATOLOGY (2013)

添加到收藏夹

Proceedings Paper Agricultural Engineering

Drivers of Precision Agriculture Technologies Adoption: A Literature Review

Emanuele Pierpaoli et al.

6TH INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES IN AGRICULTURE, FOOD AND ENVIRONMENT (HAICTA 2013) (2013)

添加到收藏夹

Article Multidisciplinary Sciences

Solutions for a cultivated planet

Jonathan A. Foley et al.

NATURE (2011)

添加到收藏夹

Article Multidisciplinary Sciences

Global food demand and the sustainable intensification of agriculture

David Tilman et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2011)

添加到收藏夹

Article Agronomy

Comparison of Economic Optimum Nitrogen Rates for Rice in Arkansas

K. B. Watkins et al.

AGRONOMY JOURNAL (2010)

添加到收藏夹

Review Ecology

Maximizing arthropod-mediated ecosystem services in agricultural landscapes: the role of native plants

Rufus Isaacs et al.

FRONTIERS IN ECOLOGY AND THE ENVIRONMENT (2009)

添加到收藏夹

Article Agronomy

Justification for site-specific weed management based on ecology and economics

BD Maxwell et al.

WEED SCIENCE (2005)

添加到收藏夹

Article Agricultural Economics & Policy

A spatial econometric approach to the economics of site-specific nitrogen management in corn production

L Anselin et al.

AMERICAN JOURNAL OF AGRICULTURAL ECONOMICS (2004)

添加到收藏夹

Article Plant Sciences

A flexible sigmoid function of determinate growth

XY Yin et al.

ANNALS OF BOTANY (2003)

添加到收藏夹

Article Ecology

Multi-function agricultural biodiversity: pest management and other benefits

GM Gurr et al.

BASIC AND APPLIED ECOLOGY (2003)

添加到收藏夹

© Peeref 2019-2024. All rights reserved.