The reason of this project is How to make water system during breeding Golden apple snail&Green caviar with limitation area. Make sure that waterfowl system can work
ต้องการสร้างระบบน้ำและเลี้ยงสัตว์น้ำในพื้นที่ที่มีจำกัด
คณะวิศวกรรมศาสตร์
ยานยนต์ไฟฟ้าดัดแปลง
คณะวิทยาศาสตร์
This special problem aims to study and compare the performance of predicting the air quality index (AQI) using five ensemble machine learning methods: random forest, XGBoost, CatBoost, stacking ensemble of random forest and XGBoost, and stacking ensemble of random forest, SVR, and MLP. The study uses a dataset from the Central Pollution Control Board of India (CPCB), which includes fifteen pollutants and nine meteorological variables collected between January, 2021 and December, 2023. In this study, there were 1,024,920 records. The performance is measured using three methods: root mean square error (RMSE), mean absolute error (MAE), and coefficient of determination. The study found that the random forest and XGBoost stacking ensemble had the best performance measures among the three methods, with the minimum RMSE of 0.1040, the minimum MAE of 0.0675, and the maximum of 0.8128. SHAP-based model interpretation method for five machine learning methods. All methods reached the same conclusion: the two variables that most significantly impacted the global prediction were PM2.5 and PM10, respectively.
คณะเทคโนโลยีการเกษตร
The use of chemical herbicides in agriculture has raised concerns due to its adverse effects on farmers' health, environmental sustainability, and consumer safety. Paraquat, a widely used herbicide, has been banned in Thailand. In response to this issue, this research focused on the development of natural herbicide products as an alternative to conventional chemical herbicides. The study involved the extraction of bioactive compounds from selected plants with potential herbicidal properties and evaluating their effectiveness in controlling target weeds. The results indicated that the developed natural herbicide demonstrates significant weed control efficiency. Additionally, this product can be applied to organic farming systems, reducing reliance on hazardous chemicals and promoting sustainable agricultural practices. The development of this natural herbicide served as an essential step toward environmentally friendly and safe agricultural solutions.