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id ecaade2018_286
authors Swahn, Erik
year 2018
title Markovian Drift - Iterative substitutional synthesis of 2D and 3D design data using Markov models of source data
source Kepczynska-Walczak, A, Bialkowski, S (eds.), Computing for a better tomorrow - Proceedings of the 36th eCAADe Conference - Volume 2, Lodz University of Technology, Lodz, Poland, 19-21 September 2018, pp. 113-120
summary This paper describes a general method for synthesizing discrete 2D and 3D output by building probabilistic models of rasterized or voxelized training data, and subsequently synthesizing new data iteratively by substituting cells or groups of cells in accordance with a learned transition matrix. The process is non-deterministic, stochastic and unsupervised. The size of the source data and output is arbitrary, and the source and output data can have an arbitrary set of cell states. Possible variations of the process are discussed, as well as possible applications in design processes on multiple scales.
keywords Generative design; formal analysis; probabilistic models; Markov random fields; voxels; morphology
series eCAADe
email erik.swahn@gmail.com
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