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WALL-E Yini Wang; Ran Mo Development Team Yini Wang: - PowerPoint PPT Presentation

Oct 16, 2023 •807 likes •989 views

WALL-E Yini Wang; Ran Mo Development Team Yini Wang: Photomultiplier Tube & Machine Learning Ran Mo: Video Processing & Machine Learning Problem Specification Study cypridinid ostracods Record videos of the bioluminescence

  1. WALL-E Yini Wang; Ran Mo

  2. Development Team Yini Wang: Photomultiplier Tube & Machine Learning Ran Mo: Video Processing & Machine Learning

  3. Problem Specification Study cypridinid ostracods ● Record videos of the bioluminescence ● Record light levels with extreme precision ● Recognize species ●

  4. Previous WALL-E Watec Camera ● Frame Synchronizing ● Create 3D map of ostracod light ● pulses

  5. Proposed Solutions Use PhotoMultiplier Tube (PMT) to record overall light levels ● Collect data from Watec Cameras ● Post processing the recorded videos (de-noising, convert to RGB) ● Build a neural network to recognize cypridinid ostracods ●

  6. Block Diagram

  7. PhotoMultiplier Tube (PMT) Hamamatsu H11890-210 I/O interface: USB Port ● Power supply: single board computer ● Spectral response: 230 to 700 nm ● Effective area diameter: 8 mm ●

  8. LattePanda computer (Windows 10) LattePanda single board computer V1.0 Processor: Intel Cherry Trail Z8359 Quad Core Processor ● Base Frequency: 1.44 GHz (1.92 GHz Burst Frequency) ● Operating System: Windows 10 Home Edition ● RAM: 2GB ● Storage Capacity: 32GB ● Power Supply: 5V@2A ●

  9. LattePanda computer (Windows 10)

  10. Current Progress Control Hamamatsu software to automatically complete the whole recording ● process and save the data as .txt file Denoise the recorded videos ● Convert the grayscale denoised videos into RGB ● Find the periods of signals occurred in the denoised videos ●

  11. PhotoMultiplier Tube (PMT) Hamamatsu Software ● UI Automation ●

  12. PhotoMultiplier Tube (PMT) Hamamatsu Software ● UI Automation ●

  13. Denoise

  14. Denoise Before denoise After denoise

  15. Acknowledgement Oakley Lab: UCSB Capstone Prof. Oakley Prof. Yogananda ● ● Emily Lau Kyle Douglas ● ● Niko Hensley Aditya Wadaskar ● ●

  16. Thanks! Questions?

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