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

PDF papers
References
id ecaade2018_108
authors Luo, Dan, Wang, Jingsong and Xu, Weiguo
year 2018
title Applied Automatic Machine Learning Process for Material Computation
source Kepczynska-Walczak, A, Bialkowski, S (eds.), Computing for a better tomorrow - Proceedings of the 36th eCAADe Conference - Volume 1, Lodz University of Technology, Lodz, Poland, 19-21 September 2018, pp. 109-118
summary Machine learning enables computers to learn without being explicitly programmed. This paper outlines state-of-the-art implementations of machine learning approaches to the study of physical material properties based on Elastomer we developed, which combines with robotic automation and image recognition to generate a computable material model for non-uniform linear Elastomer material. The development of the neural network includes a few preliminary experiments to confirm the feasibility and the influential parameters used to define the final RNN neural network, the study of the inputs and the quality of the testing samples influencing the accuracy of the output model, and the evaluation of the generated material model as well as the method itself. To conclude, this paper expands such methods to the possible architectural implications on other non-uniform materials, such as the performance of wood sheets with different grains and tensile material made from composite materials.
keywords neural network; robotic; material computation; automation
series eCAADe
email luo_dana@126.com
full text file.pdf (5,191,715 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Adam, F (2011) Find in CUMINCAD Digital Materiallurgy on the Productive Force of Deep Codes and Vital Matter , Proceedings of ACADIA 2011, Canada, p. 90-97

100%; open Bader, C, Patrick, W, Kolb, D, Hays, S, Keating, S, Sharma, S, Dikovsky, D, Belocon, B, Weaver, J, Silver, P and Oxman, N (2016) Find in CUMINCAD Printed, and Biologically Augmented: An Additively Manufactured Microfluidic Wearable , Functionally Templated for Synthetic Microbes 3d Printing And Additive Manufacturing, 3(2), pp. 79-89

100%; open Brugnaro, G and Hanna, S (2017) Find in CUMINCAD Adaptive Robotic Training Method for Subtractive Manufacturing , Proceedings Catalog of the 37th ACADIA, Boston, p. 164-169

100%; open Castle, H (2012) Find in CUMINCAD Editorial , Architectural Design, 82(2), p. 5

100%; open Duro-Royo, J, Mogas Soldevila, L and Oxman, N (2015) Find in CUMINCAD Flow-based Fabrication: An integrated computational workflow for design and digital additive manufacturing of multifunctional heterogeneously structured objects , Computer-Aided Design Journal, Special Issue on Geometric and Physical Modeling for Additive Manufacturing, p. 15

100%; open Koza, C, Bennett III, FH, Andre, D and Keane, MA (1996) Find in CUMINCAD Automated Design of Both the Topology and Sizing of Analog Electrical Circuits Using Genetic Programming. , Gero, JS and Sudweeks, F (eds), Artificial Intelligence in Design, Springer, p. 151-170

100%; open Luo, D, Wang, JS and Xu, WG (2018) Find in CUMINCAD Robotic automatic generation of performance model for none-uniform linear material via deep learning , Proceeding of CAADRIA 2018, Beijing, pp. 39-49

100%; open Menges, A and Reichert, S (2012) Find in CUMINCAD Material capacity: embedded responsiveness , Architectural Design, 82(2), pp. 52-59

100%; open Menges, A (2012) Find in CUMINCAD Introduction , Architectural Design, 82(2), pp. 14-21

100%; open Paul, N, Zwierzycki, M, N?RGAARD, EC, STASIUK, D, Hutchinson, C and Thomsen, M (2017) Find in CUMINCAD Adaptive Robotic Fabrication for Conditions of Material Inconsistency: Increasing the Geometric Accuracy of Incrementally Formed Metal Panels , Fabricate, 1, p. 114-121

last changed 2018/07/24 10:22
pick and add to favorite papersHOMELOGIN (you are user _anon_914983 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002