A Step Closer Towards the Digital Twin of the Plant

Digital twins can provide vital insights into agricultural products and processes. There have been a lot of documented attempts at digital twins in agriculture. However, majority of these attempts build synthetic models and ignore the temporal dimension of the plant growth. Therefore, the existing models fail to depict actual plant details and growth. Our work replicates the actual growth of a real plant in the digital world by acquiring 3D meshes of the plant at various instants. It focuses on the transition between those acquired meshes by approximating all the consecutive pairs into approximate mesh pairs that have a common topology. The quality of these common approximate mesh pairs is quantitatively measured by an Energy term, which is minimized during the optimization process. Later, the meshes with the common topology are interpolated (morphing) to build the final digital twin of the plant. Experimental results show that the proposed methodology to attain the final morph has the potential to be a vital module, which could be responsible for the visual updates in the digital replica of the digital twin of the plant.

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Publication Details

Journal
ACM Transactions on Multimedia Computing Communications and Applications
Published
2025-11-13
DOI
https://doi.org/10.1145/3774885
Primary Topic
Greenhouse Technology and Climate Control
Type
article
Field-Weighted Citation Impact
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article

A Step Closer Towards the Digital Twin of the Plant

Mukesh Saini, Karanvir Singh, Abdulmotaleb El Saddik
ACM Transactions on Multimedia Computing Communications and Applications
Greenhouse Technology and Climate Control
article

A Step Closer Towards the Digital Twin of the Plant

Mukesh Saini, Karanvir Singh, Abdulmotaleb El Saddik
article en

Abstract

Digital twins can provide vital insights into agricultural products and processes. There have been a lot of documented attempts at digital twins in agriculture. However, majority of these attempts build synthetic models and ignore the temporal dimension of the plant growth. Therefore, the existing models fail to depict actual plant details and growth. Our work replicates the actual growth of a real plant in the digital world by acquiring 3D meshes of the plant at various instants. It focuses on the transition between those acquired meshes by approximating all the consecutive pairs into approximate mesh pairs that have a common topology. The quality of these common approximate mesh pairs is quantitatively measured by an Energy term, which is minimized during the optimization process. Later, the meshes with the common topology are interpolated (morphing) to build the final digital twin of the plant. Experimental results show that the proposed methodology to attain the final morph has the potential to be a vital module, which could be responsible for the visual updates in the digital replica of the digital twin of the plant.

ACM Transactions on Multimedia Computing Communications and ApplicationsVol. 22(1)
Indian Institute of Technology Ropar (IN), Saudi Electronic University (SA), University of Ottawa (CA)
Openalex Percentile: Top 75%
Greenhouse Technology and Climate Control
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A Step Closer Towards the Digital Twin of the Plant — Mukesh Saini, Karanvir Singh, et al. · ACM Transactions on Multimedia Computing Communications and Applications (2025) | TGRS Research Map | TGRS