Journal Articles
2026
2020
Improving the actuation speed and multi-cyclic actuation characteristics of silicone/ethanol soft actuators
ActuatorsCover Article
B. Xia, A. Miriyev, C. Trujillo, N. Chen, M. Cartolano, S. Vartak, H. Lipson
Abstract

Adding 8 wt.% diamond nanoparticle filler increases the thermal conductivity of silicone/ethanol soft actuators from 0.190 to 0.212 W/mK, improving actuation speed and cycle count without affecting mechanical properties. An LSTM neural network successfully predicts actuation force in multi-cyclic experiments, enabling computational modeling of long-term actuator behavior.

2019
Additive manufacturing of silicone composites for soft actuation
3D Printing and Additive ManufacturingCover Article
A. Miriyev, B. Xia, J.C. Joseph, H. Lipson
Abstract

We present a multimaterial printer and associated processes for in situ fabrication of silicones and silicone-based elastomer composites for soft actuators. Rheological study reveals conditions for continuous 3D printing of silicone rubber and silicone/ethanol composite. Anisotropic mechanical properties enable design of functional characteristics by print modality, demonstrating single-job additive manufacturing of multimaterial soft actuators.

Development of a virtual floor maze test – effects of distal visual cues and correlations with executive function in healthy adults
IEEE Transactions on Neural Systems and Rehabilitation Engineering
D. Martelli, A. Prado, B. Xia, J. Verghese, S.K. Agrawal
Abstract

We developed a virtual reality version of the floor maze test (VR-FMT) to assess spatial navigation in 55 healthy adults across real and virtual environments, with and without maze walls. Results show the VR-FMT provides an ecologically valid assessment of spatial navigation that correlates with executive function measures, offering potential for early detection of cognitive and navigational deficits.

Conductive fabric heaters for heat-activated soft actuators
Actuators
M. Cartolano, B. Xia, A. Miriyev, H. Lipson
Abstract

We examine electrically conductive fabrics as Joule heaters for silicone/ethanol heat-activated soft actuators. A stretchable kirigami-based Thermionyx fabric design withstands up to 195 °C and 30 W, enabling cyclic heating to 80 °C and linear actuation strain exceeding 30% — superior to traditional Ni-Cr wire coils and suitable for diverse thermally-driven robotic applications.

Gait adaptations during overground walking and multidirectional oscillations of the visual field in a virtual reality headset
Gait & Posture
D. Martelli*, B. Xia*, A. Prado, S.K. Agrawal (*equal contribution)
Abstract

Twelve healthy adults walked overground in a virtual environment with continuous multidirectional visual-field perturbations via a VR headset. Participants took shorter strides with higher variability; medio-lateral perturbations caused greater effects than antero-posterior ones. Over time, participants adapted by increasing stride length and reducing variability — providing first evidence of visuomotor adaptation during overground walking with a VR headset.

Conference Papers
2026
2025
2021