This book introduces basic management concepts that are applicable to technological innovation development. It encompasses various tech settings like Agro & Health tech, in addition to the more commonly referred digital sector.
องค์ความรู้ด้านการจัดการธุรกิจเทคโนโลยี ถือเป็นเรื่องใหม่ ยังไม่เป็นที่รู้จักในวงกว้าง เมื่อเปรียบเทียบกับ สาขาอื่นๆ เช่น การตลาด หรือ การจัดการทรัพยากรมนุษย์ เป็นต้น
คณะสถาปัตยกรรม ศิลปะและการออกแบบ
This app encourages users to clean by turning it into a fun game. Users can choose cleaning tasks, track dust levels, and earn reward points, making the cleaning process more engaging and enjoyable.
คณะสถาปัตยกรรม ศิลปะและการออกแบบ
The purpose of this research aims to guidelines the identity design for high-speed rail stations, which are divided into four steps: 1) Survey and analysis of identity at the high-speed train stations, including subway in Japan and Taiwan. 2) Comparison the perception of the environment by the questionnaire at BTS, MRT BL, Airport Rail Link (AERA1), and MRT PPL in Bangkok from passengers 800 passengers. 3) Survey and analysis the perception of identity at the MRT Blue Line by questionnaires 800 passengers at Wat Mangkorn, Sam Yod, Sanam Chai, and Itsaraphap stations. 4) To analysis with the descriptive statistics and one-way ANOVA. Study and survey of the high-speed rail environment from Bangkok to Nong Khai, then synthesize the identity design guidelines by 12 experts with structured interviews to summarize the conceptual framework for identity design for high-speed rail stations. The results shown that the identity of train stations in Japan and Taiwan is designed based on architectural and historical concepts that align with the local environment, society, and lifestyle near the stations. This design approach is evident at stations serving as significant tourist attractions and in the surrounding environment, including external buildings and nearby public transportation connections, as well as entrance and exit doors to the station. In summary, four types of identities have been identified: 1) The Identity Historical and Architectural 2) The Identity of Culture 3) The Identity from Cartoons and 4) The Identity of Art and Design
คณะเทคโนโลยีสารสนเทศ
Facial Expression Recognition (FER) has attracted considerable attention in fields such as healthcare, customer service, and behavior analysis. However, challenges remain in developing a robust system capable of adapting to various environments and dynamic situations. In this study, the researchers introduced an Ensemble Learning approach to merge outputs from multiple models trained in specific conditions, allowing the system to retain old information while efficiently learning new data. This technique is advantageous in terms of training time and resource usage, as it reduces the need to retrain a new model entirely when faced with new conditions. Instead, new specialized models can be added to the Ensemble system with minimal resource requirements. The study explores two main approaches to Ensemble Learning: averaging outputs from dedicated models trained under specific scenarios and using Mixture of Experts (MoE), a technique that combines multiple models each specialized in different situations. Experimental results showed that Mixture of Experts (MoE) performs more effectively than the Averaging Ensemble method for emotion classification in all scenarios. The MoE system achieved an average accuracy of 84.41% on the CK+ dataset, 54.20% on Oulu-CASIA, and 61.66% on RAVDESS, surpassing the 71.64%, 44.99%, and 57.60% achieved by Averaging Ensemble in these datasets, respectively. These results demonstrate MoE’s ability to accurately select the model specialized for each specific scenario, enhancing the system’s capacity to handle more complex environments.