🦔 SpikeATac: A Multimodal Tactile Finger with Taxelized Dynamic Sensing for Dexterous Manipulation
We built a multimodal tactile finger that combines taxelized PVDF (4 kHz) for dynamic sensing with capacitive pads for static pressure. This design enables fast yet delicate grasping of fragile objects. We also developed an on-robot RL fine-tuning pipeline with tactile-based rewards, achieving in-hand manipulation of fragile objects like paper cylinders and egg shells.
Collaborators: Peter Ballentine, Zhanpeng He, Do-Gon Kim, Kai Jiang, Hua-Hsuan Liang, Joaquin Palacios, William Wang, Pedro Piacenza, Ioannis Kymissis, Matei Ciocarlie
VibeCheck: Using Active Acoustic Tactile Sensing for Contact-Rich Manipulation
The acoustic response of an object can reveal a lot about its global state, for example its material properties or the extrinsic contacts it is making with the world. In this work, we built an active acoustic sensing gripper equipped with two piezoelectric fingers: one for generating signals, the other for receiving them. By sending an acoustic vibration from one finger to the other through an object, we gain insight into an object's acoustic properties and contact state. We used this system to classify objects, estimate grasping position, estimate poses of internal structures, and classify the types of extrinsic contacts an object is making with the environment. Using our contact type classification model, we tackled a peg insertion problem, usingactive acoustic sensing as the only feedback.
Collaborators: Kaidi Zhang, Do-Gon Kim, Hua-Hsuan Liang, Zhanpeng He, Kathryn Lampo, Philippe Wu, Ioannis Kymissis, Matei Ciocarlie
Building Underactuated Hands for NASA's Astrobee
Testing Astrobee's hand at NASA Ames' granite table test lab!
During my internship at NASA Ames (as part of the NSTGRO program), I worked on improving the design of a 3-fingered, underactuated hand for Astrobee, a free-flyer robot on the ISS. This work built off of previous work from our lab on underactuated hands. The hand has 3 fingers controlled by a single motor, and exhibits both flexion/extension and abduction/adduction. Because the fingers are underactuated and one tendon runs through the distal and proximal links, the hand naturally conforms to the shape of the object it's grasping, enabling both pinch and power grasps. We've also been integrating our multimodal tactile sensors (SpikeATac) into this hand!
Collaborators: Kathryn Lampo, Lily Bresee
Multi-feature Extraction and Super-resolution with Fast Microphone Arrays
In this work, we used MEMS microphones as
tactile vibration sensors to simultaneously classify texture and estimate
contact position and velocity. This was part of our early investigation into multimodal tactile sensors and was a precursor to SpikeATac.
Collaborators: Runsheng Wang, Peter Ballentine, Jingxi Xu, Trey Smith, Brian Coltin, Ioannis Kymissis, Matei Ciocarlie
Development of an Optically Transparent Kidney Model for Laser Lithotripsy Research
We developed an optically transparent kidney model for laser lithotripsy research. This model enables visualization of kidney stone fragmentation during laser treatment, helping researchers better understand and optimize lithotripsy procedures.
Collaborators: Sabrina Tran, Junqin Chen, Gunnar Kozel, Trina Phung, Yanxi Peng, Zachary Dionise, Yuan Wu, W. Neal Simmons, Michael E. Lipkin, Glenn M. Preminger, Pei Zhong
Phase Stability, Bandgap Tuning and Rashba Splitting in Selenium-Alloyed Bournonite
During my undergraduate thesis research, I studied the naturally occurring mineral bournonite (CuPbSbS₃) as a potential sustainable material for thin-film photovoltaics and other prospective applications (e.g. thermoelectrics).
In an effort to lower the band gap and create a more tunable materials system, we characterized the experimental alloying of selenium into the bournonite structure via solid-state bulk synthesis to obtain CuPbSb(S1–xSex)3.
Through a collaboration with Volker Blum's group, we compared experimental findings to theoretical band structure and formation energy calculations.
Received best poster award at MRS
Collaborators: Gabrielle Koknat, Garrett Mckeown Wessler, Yi Yao, Volker Blum, David B. Mitzi
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