Washington University in St. Louis
Embedded Sensing System for Whispering-Gallery-Mode Optical Resonators
Abstract
dc:description.abstractWhispering-gallery-mode (WGM) optical resonators in which light is confined by total internal reflection have found broad applications ranging from optical communications, microlasers, sensing, opto-mechanics to quantum optics. However, overcoming obstacles of practical applications for WGM resonators is absolutely a big challenge. First, we report the first realization of a compact WGM sensing system, which integrates a tunable laser, a current source, a temperature controller, a function generator, an oscilloscope, a photodiode detector, a testing computer with customized testing software, and a packaged WGM sensor into a phone-sized embedded system. Second, we deploy the WGM sensor in the Internet of things (IoT) sensor network. We demonstrate a WGM sensor based embedded IoT device. By connecting the Wi-Fi unit to the internet, a worldwide, real-time control of this system can be realized. We also conducted the aerial thermal mapping experiment by using this wireless sensing system. Third, we report a sensing model with high noise immunity using machine learning algorithm for WGM mode shift sensing. Furthermore, an artificial intelligence at the edge embedded device is designed for real-time inference of sensing results which is running the pre-trained neural network model. This platform is also integrated with a customized iOS application for system control and sensing result display via Wi-Fi antenna. Our algorithm and platform not only exhibit high noise immunity characteristics, but also potential flexibility in configuration for different sensing applications.
Degree
thesis:*- Name thesis:degree_name
- Doctor of Philosophy (PhD)
- Level thesis:degree_level
- Dissertation
- Discipline thesis:degree_discipline
- Electrical & Systems Engineering
- Year dc:date.available
- 2019
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Xu, Xiangyi
- Contributors dc:contributor
-
- LAN YANG
- Ulugbek Kamilov, Chuan Wang, Xuan Zhang, Shen Zeng,
Subjects
dc:subject × 5Rights
dc:rights- Statement dc:rights
-
- I have not registered my thesis with the U.S. Copyright Office, and do not intend to.
- Language dc:language
- English (en)
Identifiers
dc:identifier.*- OAI identifier oai:identifier
- oai:openscholarship.wustl.edu:eng_etds-1552