id |
acadia16_362 |
authors |
Beesley, Philip; Ilgun, Zeliha, Asya; Bouron, Giselle; Kadish, David; Prosser, Jordan; Gorbet, Rob; Kulic, Dana; Nicholas, Paul; Zwierzycki, Mateusz |
year |
2016 |
title |
Hybrid Sentient Canopy: An implementation and visualization of proprioreceptive curiosity-based machine learning |
doi |
https://doi.org/10.52842/conf.acadia.2016.362
|
source |
ACADIA // 2016: POSTHUMAN FRONTIERS: Data, Designers, and Cognitive Machines [Proceedings of the 36th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-77095-5] Ann Arbor 27-29 October, 2016, pp. 362-371 |
summary |
This paper describes the development of a sentient canopy that interacts with human visitors by using its own internal motivation. Modular curiosity-based machine learning behaviour is supported by a highly distributed system of microprocessor hardware integrated within interlinked cellular arrays of sound, light, kinetic actuators and proprioreceptive sensors in a resilient physical scaffolding system. The curiosity-based system involves exploration by employing an expert system composed of archives of information from preceding behaviours, calculating potential behaviours together with locations and applications, executing behaviour and comparing result to prediction. Prototype architectural structures entitled Sentient Canopy and Sentient Chamber developed during 2015 and 2016 were developed to support this interactive behaviour, integrating new communications protocols and firmware, and a hybrid proprioreceptive system that configured new electronics with sound, light, and motion sensing capable of internal machine sensing and externally- oriented sensing for human interaction. Proprioreception was implemented by producing custom electronics serving photoresistors, pitch-sensing microphones, and accelerometers for motion and position, coupled to sound, light and motion-based actuators and additional infrared sensors designed for sensing of human gestures. This configuration provided the machine system with the ability to calculate and detect real-time behaviour and to compare this to models of behaviour predicted within scripted routines. Testbeds located at the Living Architecture Systems Group/Philip Beesley Architect Inc. (LASG/PBAI, Waterloo/Toronto), Centre for Information Technology (CITA, Copenhagen) National Academy of Sciences (NAS) in Washington DC are illustrated. |
keywords |
intedisciplinary/collaborative design, intelligent environments, artificial intelligence, sensate systems |
series |
ACADIA |
type |
paper |
email |
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full text |
file.pdf (1,052,880 bytes) |
references |
Content-type: text/plain
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Beesley, P. et al (2010)
Kinetic Architectures & Geotextile Installations
, Toronto: Riverside Architectural Press
|
|
|
|
Beesley, P. et al (2010)
Hylozoic Ground: Liminal Responsive Architecture
, Toronto: Riverside Architectural Press
|
|
|
|
Beesley, P. et al (2014)
Near-Living Architecture: Work in Progress from the Hylozoic Ground Collaboration
, Toronto: Riverside Architectural Press
|
|
|
|
Bullivant, L. (2006)
Responsive Environments: Architecture, Art and Design
, Victoria & Albert Museum
|
|
|
|
Cairns-Smith, A. G. (1982)
Genetic Takeover and the Mineral Origins of Life
, Cambridge University Press
|
|
|
|
Chan, M.; Gorbet, R.; Beesley, P.; Kulic, D. (2015)
Curiosity-Based Learning Algorithm for Distributed Interactive Sculptural Systems
, 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 3435–41. IEEE.
|
|
|
|
Clune, J.; Beckmann, B.; Ofria, C.; Pennock, R. (2009)
Evolving Coordinated Quadruped Gaits with the HyperNEAT Generative Encoding
, 2009 IEEE Congress on Evolutionary Computation, 2764–71. IEEE
|
|
|
|
Fox, M; Kemp, M. (2009)
Interactive Architecture
, NJ: Princeton Architectural Press
|
|
|
|
Nicolis, G; Prigogine, G. (1977)
Self-Organization in Nonequilibrium Systems
, CA: University of California
|
|
|
|
Oudeyer, P-Y.; Kaplan, F.; Hafner, VV. (2007)
Intrinsic Motivation Systems for Autonomous Mental Development
, IEEE Transactions on Evolutionary Computation 11 (2): 265–86
|
|
|
|
Oudeyer, PY.; Kaplan, F.; Hafner, VV. (2005)
The Playground Experiment: Task-Independent Development of a Curious Robot
, Proceedings of the AAAI
|
|
|
|
Peteiro-Barral, D, and B Guijarro-Berdi?as (2013)
A Survey of Methods for Distributed Machine Learning
, Progress in Artificial Intelligence, Vol. 2, Issue 1. 1–11.
|
|
|
|
Spiller, N. (2008)
Digital Architecture Now: A Global Survey of Emerging Talent
, Thames & Hudson
|
|
|
|
last changed |
2022/06/07 07:54 |
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