Novel laser processed shape memory alloy actuator design with an embedded strain gauge sensor using dual resistance measurements. Part II: Recurrent neural network-based position and force estimation

2020 ◽  
Vol 313 ◽  
pp. 112188
Author(s):  
Igor Ruvinov ◽  
Nima Zamani ◽  
Norman Y. Zhou ◽  
Mohammad Ibraheem Khan
AIP Advances ◽  
2020 ◽  
Vol 10 (1) ◽  
pp. 015212 ◽  
Author(s):  
Yifan Wang ◽  
Chen Zhang ◽  
Zhongshi Wu ◽  
Wei Gao ◽  
Miaolei Zhou

1997 ◽  
Author(s):  
A. Peter Jardine ◽  
John S. Flanagan ◽  
Christopher A. Martin ◽  
Bernie F. Carpenter

Author(s):  
Othmane Benafan ◽  
Jeff Brown ◽  
F. Tad Calkins ◽  
Parikshith Kumar ◽  
Aaron Stebner ◽  
...  

Upon examination of shape memory alloy (SMA) actuation designs, there are many considerations and methodologies that are common to them all. A goal of CASMART’s design working group is to compile the collective experiences of CASMART’s member organizations into a single medium that engineers can then use to make the best decisions regarding SMA system design. In this paper, a review of recent work toward this goal is presented, spanning a wide range of design aspects including evaluation, properties, testing, modeling, alloy selection, fabrication, actuator processing, design optimization, controls, and system integration. We have documented each aspect, based on our collective experiences, so that the design engineer may access the tools and information needed to successfully design and develop SMA systems. Through comparison of several case studies, it is shown that there is not an obvious single, linear route a designer can adopt to navigate the path of concept to product. SMA engineering aspects will have different priorities and emphasis for different applications.


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