Project
# | Title | Team Members | TA | Documents | Sponsor |
---|---|---|---|---|---|
28 | A Bio-inspired AI-based Underwater Locating System |
Haoyu Huang Jiawei Wang Xinchen Yin Zaihe Zhang Ziye Deng |
design_document1.docx final_paper2.docx final_paper3.docx other1.docx proposal1.pdf |
Huan Hu | |
Team members: Haoyu Huang(haoyuh3) Jiawei Wang(jiaweiw6) Xinchen Yin(xyin16) Zaihe Zhang(zaihez2) Ziye Deng(ziyed2) # Problem Localization of underwater objects has been an important research problem in the field of underwater development. Some researchers have found that the lateral line organs of fish present a promising idea for achieving near-field target awareness. The problem is how to develop a bionic device that can mimic the ability of fish lateral organ line to receive underwater vibration signals and analyze the position of a target object. # Solution overview Our solution of building an ai-based underwater locating system. The system will be built on the experiment platform which is an aquarium containing silicone oil. An oscillator powered by sinusoidal signal will be placed in different places in the aquarium to simulate the real vibration. The system consists of a pressure sensors array which detects pressure difference in the water to capture the vibration of oscillator. The sensors data will be collected by computer and a neural network will be trained to predict the location of Oscillator. The sensor array is an effective tool to locate object’s location underwater. # Component ## Power system -A 100 × 50 × 50 cm fish tank filled with kerosene up to half its height to simulate an underwater environment. \ -A vibrator to imitate the movement of an underwater entity. \ -A filament moving device to adjust the vibrator’s position. \ -A signal generator and power amplifier to drive the vibrator. ## Data collection -A sensor array placed in the middle of the fish tank to gather environmental data. \ -3D printing device and material to produce a casing for sensors. \ -A data acquisition card to capture and transmit sensor data. \ -Data acquisition software to visualize and process the collected data. # Criteria of success ## System accuracy In a simulated underwater environment, the device should accurately predict the position of the oscillator within a predefined error range (e.g., ±5 cm). ## Data collection efficiency The sensor array should reliably capture pressure differences in a silicone oil environment, and the data acquisition system should acquire and transmit data without significant loss or delay. ## System responsiveness The system should be able to detect and predict the position of the oscillator within a reasonable time range (e.g., less than 1 second) after the oscillator begins to vibrate. ## Reliability Under different conditions, such as the position of the oscillator, the frequency of vibration is different, the device should maintain stable performance. |