Bats, Bio-Sonar, Soft Robotics, and Machine Learning
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Blog
System and Method for Automatic Data Collection, Labeling, and Classification of Electric Vehicles
In this work, I utilize an audio-video data collection and labeling scheme to overcome some of these challenges, while also designing and implementing a novel classification model to differentiate Electric Vehicles (EV’s) from non-electric vehicle pass-bys, also commonly referred to as Internal Combustion Vehicles (ICE). I propose a tandem camera and microphone array data collection setup and deploy the advancements in the vision domain to automatically label the moving sources appearing in the video.
Drone Photography
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A Novel System and Method for Measuring Fuel-Flow and Refueling Operation Status Using a Microphone Array and Machine Learning
In this work, we deploy an audio data collection and labeling scheme to overcome some of these challenges, while also designing and implementing a novel audio classification model to detect refueling operations and remotely sense the quantity of fuel dispensed during operation in a high-noise environment such as an airport. We propose a microphone array data collection setup and deploy the advancements in the acoustic machine learning domain to detect distinct and unique acoustic cues.
2019 Audi S5
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Flying Log
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