Carnegie Mellon Robotics Institute
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| Research Interests |
I am interested in control systems, robotic devices, signal processing, learning algorithms, and high-precision interfaces for biomedical applications, including surgery and rehabilitation. I seek to develop intelligent tools that:
Most of my projects involve one or more of the following areas. Robotic and mechatronic devices for microsurgery and minimally invasive surgery. One such project is "Micron," a fully hand-held intelligent microsurgical instrument with active compensation of the surgeon's hand tremor. I have also recently begun a project in robotic instrumentation for minimally invasive heart surgery. Filtering methods for tremor and non-tremulous error. Distinguishing between desired and undesired motion in user interfaces often requires nonlinear filtering. I develop techniques such as adaptive filters and neural-network-based methods for online estimation of both tremor and non-tremulous types of erroneous motion. High-precision instrumentation to track microsurgical tools. Peformance validation for microsurgical tools is not a trivial task, since movements as small as a few microns are significant. My research involves the need for precision tracking instrumentation in order to establish the performance baseline of unassisted surgeons, provide raw data for further filter development, and validate the performance of microsurgical devices. Using one such instrument I have acquired what are believed to be the world's first recordings of physiological hand tremor during actual microsurgery. |
| Research Interest Keywords |
| control, machine learning, mechatronics, medical applications, medical robotics |
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