Currently, climate change and human activities are causing rapid deterioration of coral reefs worldwide. Monitoring coral health is essential for marine ecosystem conservation. This project focuses on developing an Artificial Intelligence (AI) model to classify coral health into four categories: Healthy, Bleached, Pale, and Dead using Deep Learning techniques. With pre-trained convolutional neural network (CNN) for image classification. To improve accuracy and mitigate overfitting, 5-fold Cross-Validation is employed during training, and the best-performing model is saved. The results of this project can be applied to monitor coral reef conditions and assist marine scientists in analyzing coral health more efficiently and accurately. This contributes to better conservation planning for marine ecosystems in the future.
ปะการังเป็นองค์ประกอบสำคัญของระบบนิเวศทางทะเล แต่กำลังเผชิญกับภาวะเสื่อมโทรมจากภาวะโลกร้อนและกิจกรรมของมนุษย์ การตรวจสอบสุขภาพของปะการังในปัจจุบันอาศัยการสำรวจภาคสนาม ซึ่งใช้เวลานานและอาจเกิดข้อผิดพลาด โครงการนี้จึงนำเทคโนโลยีปัญญาประดิษฐ์มาใช้ในการวิเคราะห์ภาพถ่ายปะการัง ช่วยให้การจำแนกสุขภาพของปะการังมีความรวดเร็วและแม่นยำยิ่งขึ้น
คณะเทคโนโลยีสารสนเทศ
The AfterDay Horizon project is a two-player survival game developed to raise awareness of the impact of climate change. It leverages Virtual Reality (VR) technology and a website as gaming platforms. In the game, players experience a world where civilization has collapsed due to global warming, forcing the remaining population to live in bunkers to avoid environmental dangers. AfterDay Horizon focuses on collaboration between the two players to complete various missions that help the bunker’s inhabitants survive as long as possible. These missions are designed to encourage teamwork and decision-making in challenging scenarios, while also raising awareness of the potential consequences of climate change if left unresolved. Preliminary testing of the game showed that players successfully completed the missions and worked well together. However, some missions were complex and time-consuming, indicating areas for improvement to enhance the overall enjoyment and gameplay experience.
คณะสถาปัตยกรรม ศิลปะและการออกแบบ
The Project Urban House is an initiative focused on developing and designing urban housing solutions that address the growing demand for city living. The project emphasizes efficient space utilization, sustainability, and designs that cater to modern urban lifestyles. Key considerations include the use of eco-friendly materials, the integration of green spaces, and the implementation of smart home technologies to enhance residents' quality of life.
คณะสถาปัตยกรรม ศิลปะและการออกแบบ
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