Data Mining Tourism Patterns - Call Detail Records as Complementary Tools for Urban Decision Making

Chen, Nai Chun; Xie, Jenny; Tinn, Phil; Alonso, Luis; Nagakura, Takehiko; Larson, Kent

doi:10.52842/conf.caadria.2017.685

Cited by 1 publication

(1 citation statement)

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“…The use of Natural Language Processing (NLP) in urban design is becoming more eminent. The widely available textual data in form of user generated social media reviews, thoughts, perceptions, and descriptions have created new opportunities big data analysis at a city scale (Chen & Hsu, 2020;Ataman et al, 2022;Aman et al, 2022;Chen et al, 2017). Research work has been done to review the application of NLP in urban design and studies, the wide range of applications include urban governance and management, public health, land use and functional zones, mobility, and urban design (Cai, 2021).…”

Section: Related Workmentioning

confidence: 99%

Generative Pre-Trained Transformers for 15-Minute City Design

Deshpande,

Vijay Patel,

Weijenberg

et al. 2023

CAADRIA Proceedings

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Cities globally are adopting "The 15-Minute City" as an urban response to various crises, including the Covid-19 Pandemic and climate change. However, the challenge of linking location-specific requirements with potential design solutions hinders its effective implementation. To bridge this gap, this paper introduces a novel urban 15 Minute City concept generation tool that applies an artificial intelligence (AI) method called a pre-trained language model (PLM). The PLM model was fine-tuned with structured examples based on 15-Minute City principles. Using a PLM, the tool maps 15-Minute City concepts to a location and project specific prompt, automatically generating neighbourhood design concepts in the form of natural language.

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Section: Related Workmentioning

confidence: 99%