科研工作Research
从 2020 年开始，研究生成式 AI 如何理解设计需求、组织领域数据、生成方案，并进入完整工作流。Since 2020, my research has explored how generative AI understands design needs, organizes domain data, generates solutions, and enters complete workflows.
GAN 与自动设计GANs and automated design
从设计条件、平面布局到渲染表达，研究深度学习如何参与设计流程。Exploring deep learning across design conditions, spatial layouts, and visual rendering.
大模型与多模态应用Foundation models and multimodal applications
涵盖大语言模型、文生图模型与行业合成数据研究，探索模型如何理解专业需求、生成设计内容，以及构建面向行业的数据与工作流。Research on large language models, text-to-image models, and domain-specific synthetic data: understanding professional needs, generating design content, and building domain data and workflows.
Agent 系统与相关基础Agent systems and enabling methods
围绕多 Agent 系统，延伸到领域模型、推理能力与自动化设计工作流；一起呈现系统成果和相关基础研究。Multi-agent systems alongside related domain models, reasoning methods, and automated design workflows.
合作与其他学术工作Collaborative and further research
围绕生态系统服务、城市公共空间与跨文化感知，参与合作研究，也保留一些主线之外的学术探索。Collaborative work on ecosystem services, public spaces, and cross-cultural perception, alongside other academic explorations.
24 篇 publications
机器学习技术在风景园林中的应用进展与展望
梳理机器学习在风景园林各环节的应用进展。Reviews machine-learning applications across landscape architecture.
北京林业大学学报 · 2021
10.12171/j.1000-1522.20200313
生成对抗网络在小尺度空间布局生成设计中的研究进展与未来展望
梳理 GAN 在小尺度空间布局生成中的研究进展与应用问题。Reviews GAN-based generation of small-scale spatial layouts.
装饰 · 2022
10.16272/j.cnki.cn11-1392/j.2022.03.002
Generative Design of Outdoor Green Spaces Based on Generative Adversarial Networks
探索利用生成对抗网络自动生成室外绿地设计方案。Explores GAN-based generation of outdoor green-space designs.
Buildings · 2023
10.3390/buildings13041083
基于样式生成对抗网络的风景园林方案生成及设计特征识别
通过 StyleGAN 生成园林方案，并识别方案中的设计特征。Generates landscape plans with StyleGAN and identifies their design features.
风景园林 · 2023
10.12409/j.fjyl.202305050212
Enhancing Urban Landscape Design: A GAN-Based Approach for Rapid Color Rendering of Park Sketches
利用 GAN 将公园设计线稿快速转化为彩色表达。Uses GANs to turn park sketches into color renderings.
Land · 2024
10.3390/land13020254
The Applicability of Two Generative Adversarial Networks to Generative Plantscape Design: A Comparative Study
比较两种 GAN 在植物景观生成设计中的适用性。Compares two GANs for generative plantscape design.
Land · 2025
10.3390/land14040746
Research on the Laws of Multimodal Perception and Cognition from a Cross-cultural Perspective--Taking Overseas Chinese Gardens as an Example
结合图文分析、多 Agent 对话模拟与网络搜索，研究海外中国园林中的跨文化审美认知。Combines text-image analysis, multi-agent chat simulation, and web search to study cross-cultural aesthetic cognition.
arXiv · 2023
arXiv:2312.17642
生成式算法在风景园林生成设计中的适应性研究
比较生成式算法在风景园林设计任务中的适应性。Examines how generative algorithms fit landscape-design tasks.
风景园林 · 2024
10.3724/j.fjyl.202404120207
风景园林平面图生成设计数据集增强方法研究
研究用于园林平面图生成的数据集增强方法。Investigates dataset augmentation for generating landscape plans.
中国园林 · 2024
10.19775/j.cla.2024.09.0036
The Analysis of Intelligent Urban Form Generation Design based on Deep Learning
研究深度学习在城市形态生成设计中的应用。Explores deep learning for generating urban form.
Computer Science and Information Systems · 2025
10.2298/CSIS241205046L
LLM4DESIGN: An Automated Multi-Modal System for Architectural and Environmental Design
结合多 Agent、RAG 与视觉语言模型，生成图文协同的建筑与环境设计方案。Combines multi-agent systems, RAG, and vision-language models for illustrated architectural and environmental proposals.
多 Agent 设计系统Multi-agent design system
RAG 与视觉语言模型RAG and vision-language models
arXiv · 2024
arXiv:2407.12025
HSC-GPT: A Large Language Model for Human Settlements Construction
探索面向人居环境建设领域的大语言模型。Explores a large language model for human-settlement construction.
领域语言模型Domain language model
arXiv · 2024
arXiv:2401.00504
Layout2Rendering: AI-aided Greenspace Design
探索从绿地平面布局到渲染表达的 AI 辅助设计流程。Explores AI-assisted workflows from green-space layouts to renderings.
相关工作流：布局到三维设计Related workflow: layout-to-3D design
arXiv · 2024
arXiv:2404.16067
AI for Landscape Planning: Assessing Surrounding Contextual Impact on GAN-Generated Green Land Layouts
研究周边场地条件如何影响 GAN 生成的绿地布局。Studies how surrounding site conditions affect GAN-generated green-space layouts.
Cities · 2025 · 共同第一作者
10.1016/j.cities.2025.106181
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning
利用强化学习训练自然语言到 SQL 的推理模型。Uses reinforcement learning to train reasoning for natural-language-to-SQL tasks.
相关基础：NL2SQL 推理训练Related foundation: NL2SQL reasoning
NeurIPS 2025 poster / arXiv · 2025
arXiv:2504.08600
A Framework of Full-Process Generation Design for Park Green Spaces Based on Remote Sensing Segmentation-GAN-Diffusion
连接遥感分割、GAN 与扩散模型，探索公园绿地的全流程生成设计。Connects remote-sensing segmentation, GANs, and diffusion for end-to-end park design.
相关工作流：多模型自动设计Related workflow: multi-model design automation
arXiv · 2023
arXiv:2312.10674
Agricultural Cultivation Structure in Arid Areas Based on Water-Carbon Nexus--Taking the Middle Reaches of the Heihe River as an Example
从水碳联系出发，分析干旱地区农业种植结构。Analyzes agricultural cultivation structures through the water-carbon nexus.
Land · 2023
10.3390/land12071442
Agroecological Risk Assessment Based on Coupling of Water and Land Resources--A Case of Heihe River Basin
结合水土资源关系，评估黑河流域的农业生态风险。Assesses agroecological risk through coupled water and land resources.
Land · 2023
10.3390/land12040794
Ecosystem services assessment based on land use simulation: A case study in the Heihe River Basin, China
结合土地利用模拟，评估黑河流域的生态系统服务。Assesses ecosystem services using land-use simulations in the Heihe River Basin.
Ecological Indicators · 2022
10.1016/j.ecolind.2022.109402
基于FLUS与InVEST模型的北京市生态系统碳储量时空演变与预测
结合 FLUS 与 InVEST，研究北京生态系统碳储量的变化与预测。Combines FLUS and InVEST to examine and predict ecosystem carbon storage in Beijing.
生态学报 · 2022
10.5846/stxb202201100094
基于多模态深度学习的审美认知规律大规模测度方法
用多模态深度学习开展大规模审美认知测度。Uses multimodal deep learning to measure aesthetic cognition at scale.
装饰 · 2021
10.16272/j.cnki.cn11-1392/j.2021.07.022
城市疫情背景下的19世纪后期城市公园发展与应对举措研究
研究疫情背景下十九世纪后期城市公园的发展与应对措施。Studies urban-park development and responses to epidemics in the late nineteenth century.
中国园林 · 2021
10.19775/j.cla.2021.11.0081
公共性视角下西方城市公共园林的雏形及发展研究
从公共性出发，追溯西方城市公共园林的形成与发展。Traces the development of Western urban public gardens through the lens of publicness.
风景园林 · 2021
10.14085/j.fjyl.2021.03.0121.05
Exploring the Impacts of Land Use/Cover Change on Ecosystem Services in Multiple Scenarios--The Case of Sichuan-Chongqing Region, China
分析多种土地利用变化情景对川渝地区生态系统服务的影响。Studies ecosystem services under land-use change scenarios in Sichuan and Chongqing.
arXiv · 2024
arXiv:2401.01363