journal article·2024-05Open access

Machine Learning‐Enabled Precision Position Control and Thermal Regulation in Advanced Thermal Actuators (Adv. Mater. Technol. 9/2024)

Seyed Mo Mirvakili, Ehsan Haghighat, Douglas Sim

Advanced Materials Technologies· Volume 9· Issue 9

Abstract

Advanced Thermal Actuators In article number 2301769, Seyed Mo Mirvakili, Ehsan Haghighat, and Douglas Sim introduce a machine learning-based open-loop controller for nylon artificial muscles, achieving remarkable control without external sensors. By utilizing a probabilistic (ensemble) neural network, the controller maps power desired movements, paving the way for advanced robotics applications, adaptable to various types of thermal artificial muscles.
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Research context

OpenAlex topics: Advanced Measurement and Metrology Techniques

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Affiliations

Massachusetts Institute of Technology Cambridge MA 02139 USA

Seron Electronics Vancouver BC Canada

References

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