papers
an archive of projects in this category
Iterative Neural Network Based Approach to Automated IFT-20 Sensory Neuron Identification in Caenorhabditis elegans: Developed custom multistage neural network implemented using PyTorch to classify 22 sensory neurons in the IFT-20 subunit of the C. elegans brain. Paper available upon request |
Using Machine Learning to Augment Dynamic Time Warping Based Signal Classification: Designed neural network using TensorFlow that predicts likely distortions between signals to eliminate unnecessary computations in Dynamic Time Warping (DTW), a popular signal comparison algorithm. arXiv:2206.07200 |
Enabling High-Accuracy Human Activity Recognition with Fine-Grained Indoor Localization: Used multilateration with fine-grained distance estimates from Wi-Fi Round Trip Time to perform high-accuracy indoor localization. Combined location, accelerometer, and audio data collected from a custom-made Android application programmed in Java to train a neural network that performs activity recognition of various household tasks. arXiv:2108.06838 |
(ALTo) Ad Hoc High-Accuracy Touch Interaction Using Acoustic Localization: Designed low-cost tool programmed using Python to increase the usable interactive touch surface area of devices. Implemented system using pairs of piezoelectric microphones and time difference of arrival (TDOA) based multilateration to determine the origin of a tap on a surface. arXiv:2108.06837 |