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The actuation of silicone/ethanol soft composite material-actuators is based on the phase change of ethanol upon heating, followed by the expansion of the whole composite, exhibiting high actuation stress and strain. However, the low thermal conductivity of silicone rubber hinders uniform heating throughout the material, creating overheated damaged areas in the silicone matrix and accelerating ethanol evaporation. This limits the actuation speed and the total number of operation cycles of these thermally-driven soft actuators. In this paper, we showed that adding 8 wt.% of diamond nanoparticle-based thermally conductive filler increases the thermal conductivity (from 0.190 W/mK to 0.212 W/mK), actuation speed and amount of operation cycles of silicone/ethanol actuators, while not affecting the mechanical properties. We performed multi-cyclic actuation tests and showed that the faster and longer operation of 8 wt.% filler material-actuators allows collecting enough reliable data for computational methods to model further actuation behavior. We successfully implemented a long short-term memory (LSTM) neural network model to predict the actuation force exerted in a uniform multi-cyclic actuation experiment. This work paves the way for a broader implementation of soft thermally-driven actuators in various robotic applications.
Boxi Xia; Aslan Miriyev; Cesar Trujillo; Neil Chen; Mark Cartolano; Shivaniprashant Vartak; Hod Lipson. Improving the Actuation Speed and Multi-Cyclic Actuation Characteristics of Silicone/Ethanol Soft Actuators. Actuators 2020, 9, 62 .
AMA StyleBoxi Xia, Aslan Miriyev, Cesar Trujillo, Neil Chen, Mark Cartolano, Shivaniprashant Vartak, Hod Lipson. Improving the Actuation Speed and Multi-Cyclic Actuation Characteristics of Silicone/Ethanol Soft Actuators. Actuators. 2020; 9 (3):62.
Chicago/Turabian StyleBoxi Xia; Aslan Miriyev; Cesar Trujillo; Neil Chen; Mark Cartolano; Shivaniprashant Vartak; Hod Lipson. 2020. "Improving the Actuation Speed and Multi-Cyclic Actuation Characteristics of Silicone/Ethanol Soft Actuators." Actuators 9, no. 3: 62.
The present editorial paper analyzes the hundred recent research works on soft actuation to understand the current main research focus in the light of the grand challenges in the field. Two characteristic paper types were obtained: one focuses on soft actuator design, manufacturing and demonstration, while another includes in addition the development of functional materials. Although vast majority of the works showcased soft actuation, evaluation of its robustness by multi-cyclic actuation was reported in less than 50% of the works, while only 10% described successful actuation for more than 1000 cycles. It is suggested that broadening the research focus to include investigation of mechanisms underlying the degradation of soft functional material performance in real cyclic actuation conditions, along with application of artificial intelligence methods for prediction of muscle behavior, may allow overcoming the reliability issues and developing robust soft-material actuators. The outcomes of the present work might be applicable to the entire soft robotics domain.
Aslan Miriyev. A Focus on Soft Actuation. Actuators 2019, 8, 74 .
AMA StyleAslan Miriyev. A Focus on Soft Actuation. Actuators. 2019; 8 (4):74.
Chicago/Turabian StyleAslan Miriyev. 2019. "A Focus on Soft Actuation." Actuators 8, no. 4: 74.
We examine electrically conductive fabrics as conductive heaters for heat-activated soft actuators. We have explored various fabric designs optimized for material properties, heat distribution and actuation/de-actuation characteristics of the soft actuators. We implemented this approach in the silicone/ethanol composite actuators, in which ethanol undergoes a thermally-induced phase change, leading to high actuation stress and strain. Various types of conductive fabrics were tested, and we developed a stretchable kirigami-based fabric design. We demonstrate a fabric heater that is capable of cyclic heating of the actuator to the required 80 °C. The fabric with the special kirigami design can withstand temperatures of up to 195 °C, can consume up to 30 W of power, and allows the actuator to reach >30% linear strain. This technology may be used in various systems involving thermally-induced actuation.
Mark Cartolano; Boxi Xia; Aslan Miriyev; Hod Lipson. Conductive Fabric Heaters for Heat-Activated Soft Actuators. Actuators 2019, 8, 9 .
AMA StyleMark Cartolano, Boxi Xia, Aslan Miriyev, Hod Lipson. Conductive Fabric Heaters for Heat-Activated Soft Actuators. Actuators. 2019; 8 (1):9.
Chicago/Turabian StyleMark Cartolano; Boxi Xia; Aslan Miriyev; Hod Lipson. 2019. "Conductive Fabric Heaters for Heat-Activated Soft Actuators." Actuators 8, no. 1: 9.