水果霉菌病的真实模拟:皮肤变色、真菌生长和体积缩小

IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Yixin Xu , Shiguang Liu
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引用次数: 0

摘要

时变效果仿真在计算机图形学中起着至关重要的作用。果实病害是典型的时变现象。由于生物的复杂性,现有的方法不能代表症状的生物多样性和生物学规律。为此,本文提出了一个尊重生物学知识的生物学意识,基于物理的框架,以实现水果霉病的真实模拟。模拟的症状包括皮肤变色、真菌生长和体积缩小。具体来说,我们利用零级动力学模型和反应-扩散模型来描述与皮肤生物学特性相关的复杂果皮变色。为了重现三维霉菌生长,我们采用了泊松盘采样技术,并提出了一种模板模型实例化方法。人们可以灵活地改变菌丝模板模型来表征真菌的生物多样性。为了模拟水果的生物结构,我们在水果网格内部填充了基于生物排列的颗粒。基于这种结构,我们提出了一个膨胀压力和一个基于Lennard-Jones力的自适应质量弹簧系统,以生物方式模拟果实收缩。实验验证了所提出的框架可以有效地模拟霉菌病,包括灰霉、白粉病和霜霉病。我们的结果在视觉上是令人信服的,接近地面的事实。定量和定性实验验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Realistic simulation of fruit mildew diseases: Skin discoloration, fungus growth and volume shrinkage

Realistic simulation of fruit mildew diseases: Skin discoloration, fungus growth and volume shrinkage

Time-varying effects simulation plays a critical role in computer graphics. Fruit diseases are typical time-varying phenomena. Due to the biological complexity, the existing methods fail to represent the biodiversity and biological law of symptoms. To this end, this paper proposes a biology-aware, physically-based framework that respects biological knowledge for realistic simulation of fruit mildew diseases. The simulated symptoms include skin discoloration, fungus growth, and volume shrinkage. Specifically, we take advantage of both the zero-order kinetic model and reaction–diffusion model to represent the complex fruit skin discoloration related to skin biological characteristics. To reproduce 3D mildew growth, we employ the Poisson-disk sampling technique and propose a template model instancing method. One can flexibly change hyphal template models to characterize the fungal biological diversity. To model the fruit’s biological structure, we fill the fruit mesh interior with particles in a biologically-based arrangement. Based on this structure, we propose a turgor pressure and a Lennard-Jones force-based adaptive mass–spring system to simulate the fruit shrinkage in a biological manner. Experiments verified that the proposed framework can effectively simulate mildew diseases, including gray mold, powdery mildew, and downy mildew. Our results are visually compelling and close to the ground truth. Both quantitative and qualitative experiments validated the proposed method.

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来源期刊
Graphical Models
Graphical Models 工程技术-计算机:软件工程
CiteScore
3.60
自引率
5.90%
发文量
15
审稿时长
47 days
期刊介绍: Graphical Models is recognized internationally as a highly rated, top tier journal and is focused on the creation, geometric processing, animation, and visualization of graphical models and on their applications in engineering, science, culture, and entertainment. GMOD provides its readers with thoroughly reviewed and carefully selected papers that disseminate exciting innovations, that teach rigorous theoretical foundations, that propose robust and efficient solutions, or that describe ambitious systems or applications in a variety of topics. We invite papers in five categories: research (contributions of novel theoretical or practical approaches or solutions), survey (opinionated views of the state-of-the-art and challenges in a specific topic), system (the architecture and implementation details of an innovative architecture for a complete system that supports model/animation design, acquisition, analysis, visualization?), application (description of a novel application of know techniques and evaluation of its impact), or lecture (an elegant and inspiring perspective on previously published results that clarifies them and teaches them in a new way). GMOD offers its authors an accelerated review, feedback from experts in the field, immediate online publication of accepted papers, no restriction on color and length (when justified by the content) in the online version, and a broad promotion of published papers. A prestigious group of editors selected from among the premier international researchers in their fields oversees the review process.
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