Mobile mecavision: Automatic plant monitoring system as a precision agriculture solution in plant factories

Precision agriculture (PA) is an approach in farming systems based on information and technology to enhance agricultural production. PA is applied in plant factories to produce high-quality vegetables in a controlled environment by implementing an automatic crop growth monitoring system. Optimizatio...

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Main Authors: Wijanarko, A., Nugroho, A.P., Kusumastuti, A.I., Dzaky, M.A.F., Masithoh, R.E., Sutiarso, L., Okayasu, T.
Format: Conference or Workshop Item PeerReviewed
Published: 2021
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Online Access:https://repository.ugm.ac.id/280196/
https://iopscience.iop.org/article/10.1088/1755-1315/733/1/012026/pdf
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Institution: Universitas Gadjah Mada
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spelling id-ugm-repo.2801962023-11-09T06:48:03Z https://repository.ugm.ac.id/280196/ Mobile mecavision: Automatic plant monitoring system as a precision agriculture solution in plant factories Wijanarko, A. Nugroho, A.P. Kusumastuti, A.I. Dzaky, M.A.F. Masithoh, R.E. Sutiarso, L. Okayasu, T. Agricultural System Analysis and Modelling Agricultural Management (Others) Food technology Precision agriculture (PA) is an approach in farming systems based on information and technology to enhance agricultural production. PA is applied in plant factories to produce high-quality vegetables in a controlled environment by implementing an automatic crop growth monitoring system. Optimization of the observation process carried out with computer system techniques used in the monitoring process and assessment of the plant condition. Individual observation of cultivated plants requires a monitoring system and numerous equipment. Therefore, a monitoring system equipped with a mobile mechanism is needed to support the monitoring process of crops individually by a single observer. The objective of this study was to design and implement an automatic plant monitoring system based on mobile mechanisms and computer vision using simple equipment in plant factories. The Mobile Mecavision, a monitoring system consists of a mobility system and an image acquisition system controlled by Raspberry Pi. The components are A4988, NEMA 17, and Logitech C270 HD Webcam. The evaluation for system performance carried out using the extreme point shift system and t-test. The aspect of image functionality evaluated using the Structural Similarity Measure test and the result was obtained an image similarity value of 89 to 92 with a 90 level of confidence. The result of the performance test on the mobility aspect obtained that the system shifted numerically but not statistically. The overall performance of the system indicated that the monitoring system could be applied to monitor the crop growth in plant factories. © Published under licence by IOP Publishing Ltd. 2021 Conference or Workshop Item PeerReviewed Wijanarko, A. and Nugroho, A.P. and Kusumastuti, A.I. and Dzaky, M.A.F. and Masithoh, R.E. and Sutiarso, L. and Okayasu, T. (2021) Mobile mecavision: Automatic plant monitoring system as a precision agriculture solution in plant factories. In: IOP Conference Series: Earth and Environmental Science. https://iopscience.iop.org/article/10.1088/1755-1315/733/1/012026/pdf
institution Universitas Gadjah Mada
building UGM Library
continent Asia
country Indonesia
Indonesia
content_provider UGM Library
collection Repository Civitas UGM
topic Agricultural System Analysis and Modelling
Agricultural Management (Others)
Food technology
spellingShingle Agricultural System Analysis and Modelling
Agricultural Management (Others)
Food technology
Wijanarko, A.
Nugroho, A.P.
Kusumastuti, A.I.
Dzaky, M.A.F.
Masithoh, R.E.
Sutiarso, L.
Okayasu, T.
Mobile mecavision: Automatic plant monitoring system as a precision agriculture solution in plant factories
description Precision agriculture (PA) is an approach in farming systems based on information and technology to enhance agricultural production. PA is applied in plant factories to produce high-quality vegetables in a controlled environment by implementing an automatic crop growth monitoring system. Optimization of the observation process carried out with computer system techniques used in the monitoring process and assessment of the plant condition. Individual observation of cultivated plants requires a monitoring system and numerous equipment. Therefore, a monitoring system equipped with a mobile mechanism is needed to support the monitoring process of crops individually by a single observer. The objective of this study was to design and implement an automatic plant monitoring system based on mobile mechanisms and computer vision using simple equipment in plant factories. The Mobile Mecavision, a monitoring system consists of a mobility system and an image acquisition system controlled by Raspberry Pi. The components are A4988, NEMA 17, and Logitech C270 HD Webcam. The evaluation for system performance carried out using the extreme point shift system and t-test. The aspect of image functionality evaluated using the Structural Similarity Measure test and the result was obtained an image similarity value of 89 to 92 with a 90 level of confidence. The result of the performance test on the mobility aspect obtained that the system shifted numerically but not statistically. The overall performance of the system indicated that the monitoring system could be applied to monitor the crop growth in plant factories. © Published under licence by IOP Publishing Ltd.
format Conference or Workshop Item
PeerReviewed
author Wijanarko, A.
Nugroho, A.P.
Kusumastuti, A.I.
Dzaky, M.A.F.
Masithoh, R.E.
Sutiarso, L.
Okayasu, T.
author_facet Wijanarko, A.
Nugroho, A.P.
Kusumastuti, A.I.
Dzaky, M.A.F.
Masithoh, R.E.
Sutiarso, L.
Okayasu, T.
author_sort Wijanarko, A.
title Mobile mecavision: Automatic plant monitoring system as a precision agriculture solution in plant factories
title_short Mobile mecavision: Automatic plant monitoring system as a precision agriculture solution in plant factories
title_full Mobile mecavision: Automatic plant monitoring system as a precision agriculture solution in plant factories
title_fullStr Mobile mecavision: Automatic plant monitoring system as a precision agriculture solution in plant factories
title_full_unstemmed Mobile mecavision: Automatic plant monitoring system as a precision agriculture solution in plant factories
title_sort mobile mecavision: automatic plant monitoring system as a precision agriculture solution in plant factories
publishDate 2021
url https://repository.ugm.ac.id/280196/
https://iopscience.iop.org/article/10.1088/1755-1315/733/1/012026/pdf
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