Analog for Self-powered Systems
We were one of the first research groups to report and demonstrate self-powered data-logging, self-powered time-keeping and self-powered time-stamping. Check out our current research where we are pushing the limits of self-powered sensing. Also, check out cool cybersecurity applications of self-powered devices.
Analog for Machine Learning
We were one of the first research groups to report in-memory computing using analog floating-gate transistors. Check out our other in-memory compute ML architectures. Also, check our ongoing work in analog optimizers, ML using resonant circuits and approximate analog computing using margin-propagation.
Analog for Neuromorphic Systems
We were the first research group to report a MIMO analog-to-digital converter based on neuromorphic sensory processing principles. Check out latest work on neuromorphic designs using analog dynamical systems and growth transform neurons. We use a sparsity-driven learning approach to achieve scalability and energy-efficiency.