CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

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id caadria2017_105
authors Janssen, Patrick
year 2017
title Evolutionary Urbanism - Exploring Form-based Codes Using Neuroevolution Algorithms
source P. Janssen, P. Loh, A. Raonic, M. A. Schnabel (eds.), Protocols, Flows, and Glitches - Proceedings of the 22nd CAADRIA Conference, Xi'an Jiaotong-Liverpool University, Suzhou, China, 5-8 April 2017, pp. 303-312
summary Form-Based Codes are legal regulations adopted by local government that allow specific urban forms to be achieved. Such codes have a significant impact on the performative potential of the urban environment. This paper explores the possibility of using a neuroevolution algorithm to elucidate the complex relationship between Form-based Codes and their performative potential. More specifically, Compositional Pattern Producing Networks (CPPN) are used to generate parameter fields, which then drive the generation of varied urban models. For evolving the CPPN networks, a neuroevolution algorithm is used, called Neuroevolution of Augmenting Topologies (NEAT). In order to test the feasibility of the proposed approach, an abstract experiment is described in which a population of urban models are evolved, optimising a set of performance criteria related to the vista and location of the residential units.
keywords Form-based codes; evolutionary design; neural networks; neuroevolution; urban planning
series CAADRIA
full text file.pdf (1,258,662 bytes)
references Content-type: text/plain
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100%; open Janssen, P, Stouffs, R, Mohanty, A, Tan, E and Li, R (2016) Find in CUMINCAD Parametric Modelling with GIS , Proceedings of eCAADe 2016, Oulu, Finland, pp 59-68

100%; open Kim, JB, Clayton, M and Yan, W (2011) Find in CUMINCAD Parametric Form-Based Codes: Incorporation of land-use regulations into Building Information Models , Proceedings of ACADIA Regional 2011, pp 217-223

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100%; open Schnabel, MArc, Zhang, Yingyi and Ayin, Serdar (2016) Find in CUMINCAD Using Parametric Modelling in Form-Based Code Design for High- dense Cities , Proceedings of SBE 2016

100%; open Stanley, K O (2007) Find in CUMINCAD Compositional Pattern Producing Networks: A Novel Abstraction of Development , Genetic Programming and Evolvable Machines, 8(2), pp 131--162

100%; open Stanley, KO and Miikkulainen, R (2002) Find in CUMINCAD Evolving neural networks through augmenting topologies , Evolutionary Computation, 10, pp 99-127

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