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Research ArticlePeer-Reviewed Articles

Envisioning New Technology in Geodesign Scenarios

Boqian Xu and Frederick Steiner
Landscape Journal, November 2025, 44 (2) 65-92; DOI: https://doi.org/10.3368/lj.44.2.65
Boqian Xu
Boqian Xu is an assistant professor from the Department of Landscape Architecture and Urban Planning, Texas A&M University. His research focuses on ecocities, ecological footprint, and carbon footprint. He is also a licensed professional landscape architect who has been involved in many projects in both China and the United States. Xu holds a PhD in city and regional planning, a master’s degree in landscape architecture from the University of Pennsylvania, and a bachelor’s degree in landscape gardening from Beijing Forestry University.
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Frederick Steiner
Frederick Steiner is dean and Paley Professor as well as faculty codirector of The Ian L. McHarg Center for Urbanism and Ecology at the University of Pennsylvania, Stuart Weitzman School of Design. He has written, edited, or coedited 22 books, including Design with Nature Now and Megaregions and America’s Future (both from Lincoln Institute for Land Policy, distributed by Columbia University Press). He is a fellow of the American Academy in Rome, the American Society of Landscape Architects, and the Council of Educators in Landscape Architecture.
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Abstract

Geodesign integrates geographical sciences and design arts, with technology playing a pivotal role in its evolution. While new technology, such as artificial intelligence (AI), is advancing rapidly, its impact on geodesign remains insufficiently explored. This study investigates the role of new technology in geodesign change models, including AI, AI‐enabling tools like Python, and AI‐enabled products such as global‐scale datasets trained with machine learning models. With Xiong’an New Area, China, as a test site, four scenarios are developed through machine learning, semantic segmentation, and Conditional Generative Adversarial Networks methods. Findings reveal that new technology excels in predictive scenarios, where tasks are well‐defined, but struggles with prescriptive scenarios requiring design creativity. The strengths and weaknesses of new technology in geodesign scenarios are discussed, such as its greater flexibility in scenario customization and higher technical barriers for coding skills. We argue that the primary limitation lies in the lack of design‐thinking in new technology development; this may hinder further advancements in geodesign applications. Nonetheless, the expanding capabilities, rapid technological progress, and increasing interdisciplinary integration of new technology suggest a promising future for its role in geodesign.

  • Geodesign
  • scenario planning
  • Xiong’an
  • artificial intelligence
  • semantic segmentation
  • Conditional Generative Adversarial Network
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Landscape Journal: 44 (2)
Landscape Journal
Vol. 44, Issue 2
1 Nov 2025
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Envisioning New Technology in Geodesign Scenarios
Boqian Xu, Frederick Steiner
Landscape Journal Nov 2025, 44 (2) 65-92; DOI: 10.3368/lj.44.2.65

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Envisioning New Technology in Geodesign Scenarios
Boqian Xu, Frederick Steiner
Landscape Journal Nov 2025, 44 (2) 65-92; DOI: 10.3368/lj.44.2.65
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Keywords

  • Geodesign
  • scenario planning
  • Xiong’an
  • artificial intelligence
  • semantic segmentation
  • Conditional Generative Adversarial Network
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