Dr. Jessica Garwood, a recent Scripps graduate and close collaborator with the Jaffe Laboratory, recently gave a seminar on her thesis work with our own Mini-AUEs. Check it out here!
A paper all about our very own Scripps Plankton Camera (SPC) System has just been published in Limnology and Oceanography Methods, and is now available online! This paper describes the development of all 3 components of the SPC: the underwater in-situ microscope itself, the server and database system for storing and managing the vast amounts of data collected (over 1 bilion images and counting!), and the web-based interface for browsing and annotating the data. It then details several case studies in using machine learning for automated classification of the images collected.
The latest issue of ICES Journal of Marine Science, Applications of Machine Learning and Artificial Intelligence in Marine Science, includes an article on the Prince William Sound SPC. A modified SPC was mounted to a profiling mooring by Rob Campbell of the Prince William Sound Science Center. A subset of the millions of images collected was manually labeled and used to train a hybrid convolutional neural network classifier. The final classifier accuracy was at least 80% for each class!
We are pleased to report that the SPCs are back online! Images can once again be browsed through the online viewer, and the site is being updated with images currently being collected on the pier. Additionally, the biofouling that had been obscuring the camera ports was cleaned in a maintenance dive last week.
The backend of the Scripps Plankton Camera System is currently undergoing some much needed upgrades and revitalization. Sadly, this means that the plankton viewer is down until the work is completed. Rest assured, the data is still there and will be accessible again soon!
Jules recently gave a talk at the Birch Acquarium as part of their Jeffrey B. Graham Perspectives on Ocean Sicence Lecture Series. In case you missed out on attending the lecture in-person, it is now available online. Take a look at this humorous and informative talk here!
The editors of the Journal of the Acoustical Society of America have selected Perry Naughton‘s paper on using ambient sound to localize our Autonomous Underwater Explorers for their Technical Area Pick for Signal Processing. With colleagues from the Jaffe lab, UCSD, and Université Grenoble Alpes, Perry demonstrated that the free drifting floats could be tracked relative to each other with only sounds of opportunity from the surrounding environment — no extra pingers needed! The technique could be used to facilitate low cost, low energy multi-vehicle surveys.
Jules was in London a few weeks ago talking about the future of underwater exploration at the Science Museum. In a few weeks, the museum is opening a new exhibit on autonomous land, air, and sea vehicles that will feature the Mini-Autonomous Underwater Explorers developed in the Jaffe Lab. Check out the video the museum produced of Jules talking about the instrument on YouTube!