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

id acadia13_319
authors Mehanna, Ryan
year 2013
title Resilient Structures Through Machine Learning And Evolution
source ACADIA 13: Adaptive Architecture [Proceedings of the 33rd Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-1-926724-22-5] Cambridge 24-26 October, 2013), pp. 319-326
summary In the context of the growing usefulness of computation within architecture, structures face the potential for being conceived of as intelligent entities capable of resilient, adaptive behavior.Building on this idea, this work explores the use of machine learning for structures that may learn to autonomously “stand up”. The hypothesis is that a neural network with genetically optimized weights would be capable of teaching lightweight, flexible, and unanchored structures to self-rectify after falling, through their interactions with their environment. The experiment devises a physical and a simulated prototype. The machine-learning algorithm is implemented on the virtual model in a three-dimensional physics environment, and a solution emerges after a number of tests. The learned behavior is transferred to the physical prototype to test its performance in reality. This method succeeds in allowing the physical prototype to stand up. The findings of this process may have useful implications for developing embodied dynamic structures that are enabled with adaptive behavior.
keywords complex systems, neural networks, genetic algorithms, actuated structures, particle-spring systems
series ACADIA
type Normal Paper
email ryan.mhanna333@gmail.com
full text file.pdf (570,574 bytes)
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100%; open Beer, Randall and John C. Gallagher (1992) Find in CUMINCAD Evolving Dynamical Neural Networks for Adaptive Behavior , Adaptive Behavior 1:91-122
100%; open Brooks, Rodney (1990) Find in CUMINCAD Elephants Don’t Play Chess , Robotics and Autonomous Systems 6:3-15
100%; open Brooks, Rodney (1991) Find in CUMINCAD Intelligence Without Representation , Artificial Intelligence 47:139-159
100%; open Crowther, Angela, Ed McCann, and Gennaro Senatore (2011) Find in CUMINCAD Expedition Workshed: Engineering Education for the 21st century , Paper presented at the 35th Annual Symposium of IABSE / 52nd Annual Symposium of IASS / 6th International Conference on Space Structures, London
100%; open Harvey, Inman, Phil Husbands, Dave Cliff, Adrian Thompson, Nick Jakobi (1997) Find in CUMINCAD Evolutionary Robotics: the Sussex Approach , Robotics and Autonomous Systems 20, 2-4:205-224
100%; open Lipson, Hod, Victor Zykov, Josh Bongard (2006) Find in CUMINCAD Resilient Machines Through Continuous Self Modelling , Science 314:1118-1121
100%; open Mehanna, Ryan and Elite Sher (2012) Find in CUMINCAD An Exploration into Computational Optimization for Motive Architecture , Paper presented at the ACADIA Synthetic Digital Ecologies conference, San Francisco, California. October 18-21
100%; open Montana, David J. (1995) Find in CUMINCAD Neural Network Weight Selection Using Genetic Algorithms, in Intelligent Hybrid Systems , edited by Suran Goonatilake and Sukhdev Khebbal, 85-105. Sussex: John Wiley & Sons
100%; open Nolfi, Stefano and Dario Floreano (2002) Find in CUMINCAD Synthesis of Autonomous Robots Through Evolution , Trends in Cognitive Sciences, 6, 1:31–37
100%; open Nolfi, Stefano and Domenico Parisi (2003) Find in CUMINCAD Evolution of Artificial Neural Networks , Handbook of Brain Theory and Neural Networks, 2nd Edition, edited by Michael A. Arbib, 418-421. Cambridge, Massachusetts: MIT Press
100%; open Sterk, Tristan d’Estrée (2006) Find in CUMINCAD Shape Control in Responsive Architectural Structures: Current Reasons & Challenges , Paper presented at the 4th World Conference on Structural Control and Monitoring, San Diego, California, July 11-13
100%; open Sterk, Tristan d’Estrée (2012) Find in CUMINCAD Beneficial Change: The Case for Robotics in Architecture, in Persistent Modelling: Extending the Role of Architectural Representation , edited by Phil Ayres, 155-170. London: Routledge

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