Cropinfra research data collection platform for ISO 11783 compatible and retrofit farm equipment

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Cropinfra research data collection platform for ISO 11783 compatible and retrofit farm equipment. / Backman, Juha; Linkolehto, Raimo; Koistinen, Markku; Nikander, Jussi; Ronkainen, Ari; Kaivosoja, Jere; Suomi, Pasi; Pesonen, Liisa.

In: Computers and Electronics in Agriculture, Vol. 166, 105008, 01.11.2019.

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Backman, Juha ; Linkolehto, Raimo ; Koistinen, Markku ; Nikander, Jussi ; Ronkainen, Ari ; Kaivosoja, Jere ; Suomi, Pasi ; Pesonen, Liisa. / Cropinfra research data collection platform for ISO 11783 compatible and retrofit farm equipment. In: Computers and Electronics in Agriculture. 2019 ; Vol. 166.

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@article{75eac3e33e5249858fc0116f8e7ad18e,
title = "Cropinfra research data collection platform for ISO 11783 compatible and retrofit farm equipment",
abstract = "The agricultural machinery produces an increasing number of measurements during operations. The primary use of these measurements is to control agricultural operations on the farm. Data that describes the in-field variation in plant growth potential and growing conditions is the basis for precision farming. The secondary use for the gathered information is documentation of work and work performance for business purposes. Researcher also benefits from the increasing measurement capabilities. Biologists and agronomists can model the crops and agronomic phenomena. Work scientists can analyse the agricultural work processes. And finally, machines with additional accurate sensors can be used for agricultural machine product development and technological research purposes.This paper concentrates on an independent research data collection platform (Cropinfra) which can be used to collect data for all above mentioned purposes. Data can be collected both from ISOBUS (ISO 11783) compliant machines as well as older and proprietary systems and stored to database for further analysis. The farm machines in Cropinfra are supplemented with extra sensors that are more accurate than existing in commercial machines. Therefore, the Cropinfra can be used as a reference measurement system to verify the correct operation of the machines as well as to produce data for biological research purposes. This paper will also present how the cloud connection of the data collection system can be realized. The solution was designed to be compatible with the existing ISO 11783-10 standard. The examples presented in this paper verify that the solution works in real farming environment. The data has been used in numerous research projects already, and in the future the data will be an important asset when machine learning and other artificial intelligence methods will be studied and utilized.",
keywords = "ISOBUS, Document database, Development platform, Data capture, Data transfer",
author = "Juha Backman and Raimo Linkolehto and Markku Koistinen and Jussi Nikander and Ari Ronkainen and Jere Kaivosoja and Pasi Suomi and Liisa Pesonen",
year = "2019",
month = "11",
day = "1",
doi = "10.1016/j.compag.2019.105008",
language = "English",
volume = "166",
journal = "Computers and Electronics in Agriculture",
issn = "0168-1699",

}

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TY - JOUR

T1 - Cropinfra research data collection platform for ISO 11783 compatible and retrofit farm equipment

AU - Backman, Juha

AU - Linkolehto, Raimo

AU - Koistinen, Markku

AU - Nikander, Jussi

AU - Ronkainen, Ari

AU - Kaivosoja, Jere

AU - Suomi, Pasi

AU - Pesonen, Liisa

PY - 2019/11/1

Y1 - 2019/11/1

N2 - The agricultural machinery produces an increasing number of measurements during operations. The primary use of these measurements is to control agricultural operations on the farm. Data that describes the in-field variation in plant growth potential and growing conditions is the basis for precision farming. The secondary use for the gathered information is documentation of work and work performance for business purposes. Researcher also benefits from the increasing measurement capabilities. Biologists and agronomists can model the crops and agronomic phenomena. Work scientists can analyse the agricultural work processes. And finally, machines with additional accurate sensors can be used for agricultural machine product development and technological research purposes.This paper concentrates on an independent research data collection platform (Cropinfra) which can be used to collect data for all above mentioned purposes. Data can be collected both from ISOBUS (ISO 11783) compliant machines as well as older and proprietary systems and stored to database for further analysis. The farm machines in Cropinfra are supplemented with extra sensors that are more accurate than existing in commercial machines. Therefore, the Cropinfra can be used as a reference measurement system to verify the correct operation of the machines as well as to produce data for biological research purposes. This paper will also present how the cloud connection of the data collection system can be realized. The solution was designed to be compatible with the existing ISO 11783-10 standard. The examples presented in this paper verify that the solution works in real farming environment. The data has been used in numerous research projects already, and in the future the data will be an important asset when machine learning and other artificial intelligence methods will be studied and utilized.

AB - The agricultural machinery produces an increasing number of measurements during operations. The primary use of these measurements is to control agricultural operations on the farm. Data that describes the in-field variation in plant growth potential and growing conditions is the basis for precision farming. The secondary use for the gathered information is documentation of work and work performance for business purposes. Researcher also benefits from the increasing measurement capabilities. Biologists and agronomists can model the crops and agronomic phenomena. Work scientists can analyse the agricultural work processes. And finally, machines with additional accurate sensors can be used for agricultural machine product development and technological research purposes.This paper concentrates on an independent research data collection platform (Cropinfra) which can be used to collect data for all above mentioned purposes. Data can be collected both from ISOBUS (ISO 11783) compliant machines as well as older and proprietary systems and stored to database for further analysis. The farm machines in Cropinfra are supplemented with extra sensors that are more accurate than existing in commercial machines. Therefore, the Cropinfra can be used as a reference measurement system to verify the correct operation of the machines as well as to produce data for biological research purposes. This paper will also present how the cloud connection of the data collection system can be realized. The solution was designed to be compatible with the existing ISO 11783-10 standard. The examples presented in this paper verify that the solution works in real farming environment. The data has been used in numerous research projects already, and in the future the data will be an important asset when machine learning and other artificial intelligence methods will be studied and utilized.

KW - ISOBUS

KW - Document database

KW - Development platform

KW - Data capture

KW - Data transfer

UR - http://www.scopus.com/inward/record.url?scp=85072289425&partnerID=8YFLogxK

U2 - 10.1016/j.compag.2019.105008

DO - 10.1016/j.compag.2019.105008

M3 - Article

VL - 166

JO - Computers and Electronics in Agriculture

JF - Computers and Electronics in Agriculture

SN - 0168-1699

M1 - 105008

ER -

ID: 36936366