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Jan Mateu Armengol

affiliation not provided to SSRN

SCHOLARLY PAPERS

2

DOWNLOADS

198

TOTAL CITATIONS

0

Scholarly Papers (2)

Building a General and Data-Efficient Convolutional Neural Network-Based Model for Fast Urban Flow Estimation

Number of pages: 54 Posted: 26 Dec 2025
Universitat Politècnica de Catalunya (UPC Barcelona Tech), affiliation not provided to SSRN, affiliation not provided to SSRN, Barcelona Supercomputing Center, Barcelona Supercomputing Center and Barcelona Supercomputing Center
Downloads 87 (798,777)

Abstract:

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Urban flow modeling, General urban flow models, Geometry-Guided Data-efficient modeling, Physics-constrained urban flow predictive models

Building a General and Data-Efficient Convolutional Neural Network-Based Model for Fast Urban Flow Estimation

Number of pages: 54 Posted: 26 Dec 2025
Universitat Politècnica de Catalunya (UPC Barcelona Tech), affiliation not provided to SSRN, affiliation not provided to SSRN, Barcelona Supercomputing Center, Barcelona Supercomputing Center and Barcelona Supercomputing Center
Downloads 69 (903,821)

Abstract:

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Urban flow modeling, General urban flow models, Geometry-Guided Data-efficient modeling, Physics-constrained urban flow predictive models

2.

Assessment of deep-learning strategies for surrogate modeling of pollution dispersion in a thermal street canyon

Number of pages: 29 Posted: 16 Sep 2025
Barcelona Supercomputing Center, Universitat Politècnica de Catalunya (UPC Barcelona Tech), Universidade Estadual de Campinas (UNICAMP) and affiliation not provided to SSRN
Downloads 42 (1,196,171)

Abstract:

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Data-driven surrogate modeling, Pollution dispersion, open database, PCA + MLP, U-Net, Thermal street-canyon