arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2006.11044cs.HC
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V-Dream:沉浸式探索生成式设计解决方案空间

V-Dream: Immersive Exploration of Generative Design Solution Space

Mohammad Keshavarzi, Ardavan Bidgoli, Hans Kellner

摘要:

生成式设计工作流在计算设计领域引入了替代范例,允许设计人员通过定义一组目标和约束来生成大量有效解决方案。然而,分析和缩小生成的解决方案空间,其中通常包括各种高维属性,一直是当前生成工作流的主要挑战。利用虚拟现实平台提供的交互式无界空间探索和视觉沉浸感,我们提出了V-Dream,一个用于探索大规模解空间的虚拟现实生成分析框架。V-Dream提出了一种混合搜索工作流程,其中空间随机搜索方法与推荐系统相结合,允许用户选择所需的候选人并迭代地消除不需要的候选人。在每个循环中,V-Dream会根据定义的功能将剩余的选项重新组织成簇。此外,我们的框架允许用户检查设计解决方案,并评估其性能指标,在不同的层次结构,帮助他们缩小解决方案的空间,通过迭代周期的搜索/选择/重新集群的解决方案在一个身临其境的方式。最后,我们提出了一个原型,我们提出的框架,说明用户可以导航和缩小所需的解决方案,从一个游泳池的16000多个显示器的Autodesk的Dreamcatcher软件产生的立场。

英文摘要:

Generative Design workflows have introduced alternative paradigms in the domain of computational design, allowing designers to generate large pools of valid solutions by defining a set of goals and constraints. However, analyzing and narrowing down the generated solution space, which usually consists of various high-dimensional properties, has been a major challenge in current generative workflows. By taking advantage of the interactive unbounded spatial exploration, and the visual immersion offered in virtual reality platforms, we propose V-Dream, a virtual reality generative analysis framework for exploring large-scale solution spaces. V-Dream proposes a hybrid search workflow in which a spatial stochastic search approach is combined with a recommender system allowing users to pick desired candidates and eliminate the undesired ones iteratively. In each cycle, V-Dream reorganizes the remaining options in clusters based on the defined features. Moreover, our framework allows users to inspect design solutions and evaluate their performance metrics in various hierarchical levels, assisting them in narrowing down the solution space through iterative cycles of search/select/re-clustering of the solutions in an immersive fashion. Finally, we present a prototype of our proposed framework, illustrating how users can navigate and narrow down desired solutions from a pool of over 16000 monitor stands generated by Autodesk's Dreamcatcher software.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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