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Cracking the PM2.5 Code

Abstract

Air pollution, particularly PM2.5, is a major environmental and public health concern in Bangkok. Instead of predicting PM2.5 levels, this project aims to identify the most significant factors influencing PM2.5 concentration. By analyzing historical air quality, weather, and other environmental data, we will determine which variables—such as temperature, humidity, wind speed, or other pollutants—have the greatest impact on PM2.5 fluctuations.

Objective

PM2.5 pollution is a serious issue in Bangkok, causing respiratory diseases, heart conditions, and reduced air quality. Identifying the most critical factors contributing to PM2.5 can help in creating solutions to improve public health.

Other Innovations

Improving the Quality and Safety of Food Production and Services in the Canteens of KMITL.

คณะอุตสาหกรรมอาหาร

Improving the Quality and Safety of Food Production and Services in the Canteens of KMITL.

The activities of the project's operations consist of: checking microbe on sample food, hygienic condition of cooker, containers and materials, sanitation knowledge and private sanitation and food quality of canteen and cleaning of cooker. The Food Safety Management program collaborated with the Property Management office, planned the operations, and assessed food vendors based on the SAN 20 food safety standards requirements. Using A.13 testing kits, we conducted testing for coliform bacteria contamination in food, containers, equipment, and hand contact surfaces, collecting 6 samples. These included samples such as prepared food, areas in front of the store, and food handlers' hands. Additionally, we used A.11 testing kits to test for coliform bacteria contamination in water and ice. The analysis of results, including physical, microbiological, and chemical aspects, serve as a guideline for improving the quality and safety of food production and service in the institution's canteen.

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Rotten Fruit Classification for Industrial

คณะวิทยาศาสตร์

Rotten Fruit Classification for Industrial

The development of a fruit spoilage detection system originates from the need to reduce agricultural product losses, a global issue affecting both the agricultural and food distribution industries. Spoiled fruit can negatively impact product quality and result in significant economic losses. The primary goal of this system is to assist in screening and removing unsuitable fruit from the supply chain, thereby preserving product quality and meeting consumer demands for fresh produce. The system was designed to simulate the sorting process by utilizing images as a key factor in detecting spoiled fruit. Experimental results demonstrated high efficiency and rapid prediction capabilities, highlighting the system’s potential for practical applications.

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Developing An Open-Source Tool for Power System and Microgrid Analysis

คณะวิศวกรรมศาสตร์

Developing An Open-Source Tool for Power System and Microgrid Analysis

In this project, we introduce Power Grid Analyzer (PGAz), an open-source software package based on MATLAB, specifically designed for analyzing and controlling future power grids. Initially, PGAz is equipped with four fundamental features: power flow (PF), optimal power flow (OPF), small-signal stability analysis (SSSA), and time-domain simulation (TS). At this stage, Part I concentrates on the development of PF and OPF. The formats of our developed tool are presented, along with its command prompts. In this part, we have developed several conventional yet effective methods in the PGAz package to address PF and OPF problems, including techniques such as the Newton-Raphson method, Gauss-Seidel method, Interior Point Method, Iwamoto’s method, Fast Decoupled Load Flow, Genetic Algorithm, and Particle Swarm Optimization. Additionally, it emphasizes important aspects, algorithms, and various case studies that have been tested against IEEE benchmarks ranging from the IEEE 5-bus to the IEEE 300-bus test systems. The results demonstrate the capabilities of PGAz for future educational and research applications in PF and OPF. Finally, we outline a plan for developing Part II, which will mainly focus on SSSA and TS.

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