A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
Incorporating Planning Intelligence into Deep Learning: A Planning Support Tool for Street Network Design
Deep learning applications in shaping ad hoc planning proposals are limited by the difficulty of integrating professional knowledge about cities with artificial intelligence. We propose a novel, complementary use of deep neural networks and planning guidance to automate street network generation that can be context-aware, learning-based, and user-guided. The model tests suggest that the incorporation of planning knowledge (e.g., road junctions and neighborhood types) in the model training leads to a more realistic prediction of street configurations. Furthermore, the new tool provides both professional and lay users an opportunity to systematically and intuitively explore benchmark proposals for comparisons and further evaluations.
Incorporating Planning Intelligence into Deep Learning: A Planning Support Tool for Street Network Design
Deep learning applications in shaping ad hoc planning proposals are limited by the difficulty of integrating professional knowledge about cities with artificial intelligence. We propose a novel, complementary use of deep neural networks and planning guidance to automate street network generation that can be context-aware, learning-based, and user-guided. The model tests suggest that the incorporation of planning knowledge (e.g., road junctions and neighborhood types) in the model training leads to a more realistic prediction of street configurations. Furthermore, the new tool provides both professional and lay users an opportunity to systematically and intuitively explore benchmark proposals for comparisons and further evaluations.
Incorporating Planning Intelligence into Deep Learning: A Planning Support Tool for Street Network Design
Fang, Zhou (author) / Jin, Ying (author) / Yang, Tianren (author)
Journal of Urban Technology ; 29 ; 99-114
2022-04-03
16 pages
Article (Journal)
Electronic Resource
Unknown
Incorporating bio-physical sciences into a decision support tool for sustainable urban planning
| BASE | 2014
Incorporating Bio-Physical Sciences into a Decision Support Tool for Sustainable Urban Planning
| DOAJ | 2014
Sketch Planning a Street Network
| British Library Online Contents | 2000
Sketch Planning a Street Network
| British Library Conference Proceedings | 2000