中国城市林业2026，Vol.24Issue(1)：38-47,10.DOI:10.12169/zgcsly.2026.01.14.0002
参数化与智能化协同的景观生成式设计
A Generative Design Method Combining Parametric Design and Artificial Intelligencefor Landscape Architecture:A Case Study of the Rockery Garden of Jincheng Health and Wellness Center
摘要
Abstract
[Objective]To address the insufficient spatial cognition and weak design-logic construction in existing generative models for landscape architecture,this study aims to develop a collaborative generative design method integrating parametric and intelligent approaches.[Method]Taking the Rockery Garden of the Health and Wellness Center in Jincheng City as a case study,parametric layout generation of rockery elements was first implemented on the Grasshopper platform using algorithms such as Random and Voronoi,forming an interpretable and controllable spatial structure.Subsequently,with the support of the ComfyUI platform and the Stable Diffusion model,rapid generation of multiple design schemes and diversified visual expressions were achieved through LoRA fine-tuning and the ControlNet module.[Result]The parametric method efficiently generated multiple layout schemes while maintaining stable spatial structural logic.The Segmentation module effectively enhanced planting configuration and spatial layering while preserving the original rockery layout.When the CFG scale was controlled within the range of 8-10,the diffusion model achieved a favorable balance between stylistic expression and image quality.[Conclusion]The proposed generative design framework characterized by rule-based controllability and diverse generation enables a continuous design process from spatial structure generation to landscape style expression.It provides a technical pathway for generative design in landscape architecture that is interpretable,controllable,and efficient.关键词
人工智能/生成式设计/空间结构/Grasshopper/Stable DiffusionKey words
Artificial Intelligence/Generative Design/Spatial Structure/Grasshopper/Stable Diffusion引用本文复制引用
袁旸洋,毛婧雯,董则奉,洪仟雨,张心宇,姚思丹..参数化与智能化协同的景观生成式设计[J].中国城市林业,2026,24(1):38-47,10.基金项目
国家自然科学基金项目(52278011) （52278011）
东南大学"至善青年学者"支持计划(2242023R4002) （2242023R4002）
