AI-driven interior design generation offers promising applications.However,current AI-based diffusion models struggle to generate indoor layouts in pixel-level alignment with the indoor structure.This study proposes a...AI-driven interior design generation offers promising applications.However,current AI-based diffusion models struggle to generate indoor layouts in pixel-level alignment with the indoor structure.This study proposes a new stable diffusion-based interior design workflow with an Interior Design Control Network(IDCN).IDCN ensures that the batchgenerated creative interior designs based on an input image of an unfurnished room match the indoor structure.Generating innovative designs and rendering images directly with the proposed method eliminates the tedious creative design and drawing work in traditional design practices.The results indicate that the proposed method with the new design approach achieves nearly real-time design generation and modiflcation and signiflcantly enhances design creativity and efflciency.Moreover,the proposed method can be generalized to other design generation tasks,thereby promoting the transformation toward intelligent design.展开更多
Knitted composites are textile composite materials that consist of knitted textile reinforcement and polymer matrix. Knitted composites exhibit great design flexibility by allowing the customization of shapes, texture...Knitted composites are textile composite materials that consist of knitted textile reinforcement and polymer matrix. Knitted composites exhibit great design flexibility by allowing the customization of shapes, textures, and material properties. These features facilitate the optimization of buildings’ material systems and the creation of buildings with light weight and high material efficiency.To achieve such a lightweight, material-efficient building structure with knitted composites, this research investigates the material properties of knitted composites and proposes a design process for building-scale knitted composite systems. In the material study, this research examines certain mechanical properties of the material and the effects of additional design elements. In the design exploration, this research explores the design workflow of the structural form, element arrangement, and knit distribution of the material system at the macro-, meso-, and microscales. The project of MeiTing serves as proof of the concept and the design workflow.展开更多
基金funded by the 2021 Nantong Science and Technology Plan Project“Research on the digital design of popularization of scientiflc knowledge”(Grant No.JCZ21074)。
文摘AI-driven interior design generation offers promising applications.However,current AI-based diffusion models struggle to generate indoor layouts in pixel-level alignment with the indoor structure.This study proposes a new stable diffusion-based interior design workflow with an Interior Design Control Network(IDCN).IDCN ensures that the batchgenerated creative interior designs based on an input image of an unfurnished room match the indoor structure.Generating innovative designs and rendering images directly with the proposed method eliminates the tedious creative design and drawing work in traditional design practices.The results indicate that the proposed method with the new design approach achieves nearly real-time design generation and modiflcation and signiflcantly enhances design creativity and efflciency.Moreover,the proposed method can be generalized to other design generation tasks,thereby promoting the transformation toward intelligent design.
基金the National Natural Science Foundation_of China(No.51978139)the Fundamental Research,Fundsfor,the Central Universities(No.2242022R20004)the Special Fund for Energy Conservation and Emission Reduction(Building Energy-Saving)by Jiangsu Province,China.
文摘Knitted composites are textile composite materials that consist of knitted textile reinforcement and polymer matrix. Knitted composites exhibit great design flexibility by allowing the customization of shapes, textures, and material properties. These features facilitate the optimization of buildings’ material systems and the creation of buildings with light weight and high material efficiency.To achieve such a lightweight, material-efficient building structure with knitted composites, this research investigates the material properties of knitted composites and proposes a design process for building-scale knitted composite systems. In the material study, this research examines certain mechanical properties of the material and the effects of additional design elements. In the design exploration, this research explores the design workflow of the structural form, element arrangement, and knit distribution of the material system at the macro-, meso-, and microscales. The project of MeiTing serves as proof of the concept and the design workflow.
