Inventing robots for the TPA Robotics Competition Thailand Championship 2024, game “Rice Way, Thai Way to the International Way (HARVEST DAY)”
สมาคมส่งเสริมเทคโนโลยี (ไทย-ญี่ปุ่น) จัดแข่งขันหุ่นยนต์ ชิงถ้วยพระราชทาน ทุกปี
คณะวิทยาศาสตร์
With the arrival of multimedia innovations such as games, access to media has changed, creating novelty in media consumption. Oversteer is a project that takes advantage of gaming media to allow users to experience driving similar to driving on a racetrack.
คณะวิศวกรรมศาสตร์
This cooperative education project aims to enhance the efficiency of Hydrogen Manufacturing Unit 2 (HMU-2) and Pressure Swing Adsorption 3 (PSA-3) by using AVEVA Pro/II process modeling and a Machine Learning model for process simulation. The study found that the AVEVA Pro/II model predicted outcomes with deviations ranging from 0–35%, including a hydrogen flow rate deviation from the PSA unit of 12%, exceeding the company’s acceptable limit of 10%. To address this, a Machine Learning model based on the Random Forest algorithm was developed with hyperparameter tuning. The Machine Learning model demonstrated high accuracy, achieving Mean Squared Errors (MSE) of 8.48 and 0.18 for process and laboratory data, respectively, and R-squared values of 0.98 and 0.88 for the same datasets. It outperformed the AVEVA Pro/II model in predicting all variables and reduced the hydrogen flow rate deviation to 4.75% and 1.35% for production rates of 180 and 220 tons per day, respectively. Optimization using the model provided recommendations for process adjustments, increasing hydrogen production by 7.8 tons per day and generating an additional annual profit of 850,966.23 Baht.
คณะบริหารธุรกิจ
The goal of the processed pineapple study is to reduce the number of pineapples wasted as a result of climate change and to determine the best way for processing different pineapple species. The drying method, also known as dehydration, is chosen for processing because it is appropriate for the variety's features and will provide the maximum benefit while reducing waste, resulting in the most value for the product. This study was carried out to develop the processing of new kinds, use various processing principles to adapt to this pineapple variety, raise the value of agricultural goods, significantly reduce waste, and provide marketing potential in the future.