Mixed Reality Interface for Digital Twin of Plant Factory
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Abstract (arXiv)
An easier and intuitive interface architecture is necessary for digital twin of plant factory. I suggest an immersive and interactive mixed reality interface for digital twin models of smart farming, for remote work rather than simulation of components. The environment is constructed with UI display and a streaming background scene, which is a real time scene taken from camera device located in the plant factory, processed with deformable neural radiance fields. User can monitor and control the remote plant factory facilities with HMD or 2D display based mixed reality environment. This paper also introduces detailed concept and describes the system architecture to implement suggested mixed reality interface.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 10 of its 33 references that are in the map. First posted on arXiv 29 Oct 2022.
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10 of 33 references.
References · 10
- 2020D-NeRF: Neural Radiance Fields for Dynamic Scenescited by 1,465
- 2020Nerfies: Deformable Neural Radiance Fieldscited by 1,198
- 2021Depth-supervised NeRF: Fewer Views and Faster Training for Freecited by 735
- 2021NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Imagescited by 336
- 2021NeRF-VAE: A Geometry Aware 3D Scene Generative Modelcited by 112
- 2022E-NeRF: Neural Radiance Fields from a Moving Event Cameracited by 70
- 2022S3-NeRF: Neural Reflectance Field from Shading and Shadow under a Single Viewpointcited by 30
- 2019Machine learning approach to remove ion interference effect in agricultural nutrient solutionscited by 2
- 2019ODE network model for nonlinear and complex agricultural nutrient solution systemcited by 2
- 2019Control of nonlinear, complex and black-boxed greenhouse system with reinforcement learningcited by 2
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Citing papers per year: 2023: 1.
1 paper.