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Abstract

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Objective

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Other Innovations

Air Rack Cabinet with cooling system to control temperature inside the cabinet

วิทยาลัยการจัดการนวัตกรรมและอุตสาหกรรม

Air Rack Cabinet with cooling system to control temperature inside the cabinet

Air Rack is a product designed to address businesses with limited space and budget constraints for server rooms, cooling systems, and noise management. This system enables efficient use of IT equipment in open spaces, supporting both On-premise and On-cloud operations. It converts sensor data into digital information and displays it via a Dashboard, allowing users to monitor, analyze, and control the system remotely. Additionally, Air Rack significantly reduces power consumption and the costs associated with traditional server room management.

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Revolutionizing pill identification by using deep convolutional neural network based on widely-used essential household remedy drugs

คณะแพทยศาสตร์

Revolutionizing pill identification by using deep convolutional neural network based on widely-used essential household remedy drugs

This study explores the application of deep convolutional neural networks (CNNs) for accurate pill identification, addressing the limitations of traditional human-based methods. Using a dataset of 1,250 images across 10 household remedy drugs, various CNN architectures, including YOLO models, were tested under different conditions. Results showed that natural lighting was optimal for imprinted pills, while a lightbox improved detection for plain pills. The YOLOv5-tiny model demonstrated the best detection accuracy, and efficientNet_b0 achieved the highest classification performance. While the model showed strong results, its generalization is limited by sample size and drug variability. Nonetheless, this approach holds promise for enhancing medication safety and reducing errors in outpatient care.

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Automatic Temperature and Humidity Control System for Small- Scale Household Oyster Mushroom Cultivation Houses

คณะเทคโนโลยีการเกษตร

Automatic Temperature and Humidity Control System for Small- Scale Household Oyster Mushroom Cultivation Houses

In the present day, interest in health and the consumption of chemical-free food has been steadily increasing, particularly in homegrown produce such as Phoenix oyster mushrooms (Pleurotus pulmonarius), which are highly nutritious and suitable for weight control. However, small-scale mushroom cultivation often faces challenges related to unsuitable environmental conditions, such as unstable temperature and humidity, which affect the growth and quality of the mushrooms. The development of an automatic temperature and humidity control system plays a crucial role in addressing these issues by utilizing sensor technology to monitor and adjust environmental conditions with precision. This helps enhance production efficiency, reduce human errors in manual control, and promote safe food production at the household level. Additionally, it helps lower production costs and supports the concept of sustainable living. The adoption of this technology is considered an important innovation in improving the quality of mushroom cultivation and increasing sustainability in food production.

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