ISO 11783-compatible industrial sensor and control systems and related research: A review

Paraforos, Dimitrios S.; Sharipov, Galibjon M.; Griepentrog, Hans W.

doi:10.1016/j.compag.2019.104863

Cited by 46 publications

(21 citation statements)

References 48 publications

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“…Moreover, the tractor needs to be enabled to communicate with the respective implements. To make this possible across different brands of tractors and implements, the ISOBUS standard (ISO 11783) has been developed (Paraforos et al, 2019). Precision farming also requires the tractor, or other self-propelled machines such as combine harvesters, to be fitted with a positioning system, which relies on a Global Navigation Satellite System (GNSS), such as the Global Positioning System (GPS) of the US.…”

Section: Embodied Digital Technologies: Precision Farming Precision Farming Technologies For Crop Productionmentioning

confidence: 99%

Who drives the digital revolution in agriculture? A review of supply‐side trends, players and challenges

Birner

Daum

Pray

2021

Applied Eco Perspectives Pol

146

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Section: Embodied Digital Technologies: Precision Farming Precision Farming Technologies For Crop Productionmentioning

confidence: 99%

Who drives the digital revolution in agriculture? A review of supply‐side trends, players and challenges

Birner

Daum

Pray

2021

Applied Eco Perspectives Pol

146

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“…The data collection and documentation in crop production may also be performed using a farm management information system (FMIS), which supports the field-related recording of production data (field operation, date, and resource inputs) [117]. These systems typically have interface functions for other machine and process data, such as the seed rate map, the application map for fertilizer spreaders, or yield mapping of the combine [118]. NIR spectroscopy sensors providing further process data when applying organic fertilizer or harvesting forage (for example, dry matter and protein content) are still being developed [119,120].…”

Section: Basic Functionalities and Data Requirementsmentioning

confidence: 99%

Conceptual Design of a Comprehensive Farm Nitrogen Management System

et al. 2021

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Data that are required for nutrient management are becoming increasingly available in digital format, leading to a high innovation potential for digital nitrogen (N) management applications. However, it is currently difficult for farmers to analyze, assess, and optimize N flows in their farms using the existing software. To improve digital N management, this study identified, evaluated, and systematized the requirements of stakeholders. Furthermore, digital farm N management tools with varying objectives in terms of system boundaries, data requirements, used methods and algorithms, performance, and practicality were appraised and categorized. According to the identified needs, the concept of a farm N management system (FNMS) software is presented which includes the following modules: (1) management of site and farm data, (2) determination of fertilizer requirements, (3) N balancing and cycles, (4) N turnover and losses, and (5) decision support. The aim of FNMS is to support farmers in their farming practices for increasing N efficiency and reducing environmentally harmful N surpluses. In this study, the conceptual requirements from the agricultural and computer science perspectives were determined as a basis for developing a consistent, scientifically sound, and user-friendly FNMS, especially applicable in European countries. This FNMS enables farmers and their advisors to make knowledge-based decisions based on comprehensive and integrated data.

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“…The control systems that are being developed for regulating the vertical movement of the seeding component could also be integrated into the widely used ISO 11783 (commonly designated as ISOBUS) standard. ISOBUS could offer the necessary communication infrastructure in agricultural machinery to control and receive feedback signals in a standardized manner [13,14]. There have been many types of research conducted on advancing the dynamics of no-till sowing machines to reduce the inconsistency in seeding depth [15].…”

Section: Introductionmentioning

confidence: 99%

Validating the Model of a No-Till Coulter Assembly Equipped with a Magnetorheological Damping System

2019

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Variability in soil conditions has a significant influence on the performance of a no-till seeder in terms of an inconsistency in the depth of seeding. This occurs due to the inappropriate dynamic responses of the coulter to the variable soil conditions. In this work, the dynamics of a coulter assembly, designed with a magnetorheological (MR) damping system, were simulated, in terms of vertical movement and ground impact. The developed model used measured inputs from previously performed experiments, i.e., surface profiles and vertical forces. Subsequently, the actual coulter was reassembled with an MR damping system. Multiple sensors were attached to the developed coulter in order to capture its motion behavior together with the profiles, which were followed by the packer wheel. With the aim to validate the correctness of the simulation model, the simulation outputs, i.e., pitch angles and damper forces, were compared to the measured ones. The comparison was based on the root-mean-squared error (RMSE) in percentage, the root-mean-squared deviation (RMSD), and the correlation coefficient. The average value of the RMSE for the pitch angle, for all currents applied on the MR damper, was below 10% and 8% for the speeds of 10 km h−1 and 12 km h−1, respectively. For the damper force, these figures were 15% and 13%. The RMSD was below 0.5 deg and 1.3 N for the pitch angle and the damper force, respectively. The correlation coefficient for all datasets was above 0.95 and 0.7 for the pitch angle and the damper force, respectively. Since the damper force indicated a comparatively lower correlation in the time domain, its frequency domain and coherence were investigated. The coherence value was above 0.9 for all datasets.

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ISO 11783-compatible industrial sensor and control systems and related research: A review

Cited by 46 publications

References 48 publications

Who drives the digital revolution in agriculture? A review of supply‐side trends, players and challenges

Who drives the digital revolution in agriculture? A review of supply‐side trends, players and challenges

Conceptual Design of a Comprehensive Farm Nitrogen Management System

Validating the Model of a No-Till Coulter Assembly Equipped with a Magnetorheological Damping System

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