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Multi-Agent Deep Reinforcement Learning For Cryptocurrency Trading, Kittiwin Kumlungmak Jan 2022

Multi-Agent Deep Reinforcement Learning For Cryptocurrency Trading, Kittiwin Kumlungmak

Chulalongkorn University Theses and Dissertations (Chula ETD)

Reinforcement learning has emerged as a promising approach for enhancing profitability in cryptocurrency trading. However, the inherent volatility of the market, especially during bearish periods, poses significant challenges in this domain. Existing literature addresses this issue through the adoption of single-agent techniques such as deep Q-network (DQN), advantage actor-critic (A2C), and proximal policy optimization (PPO), or their ensembles. Despite these efforts, the mechanisms employed to mitigate losses during bearish market conditions within the cryptocurrency context lack robustness. Consequently, the performance of reinforcement learning methods for cryptocurrency trading remains constrained within the current literature. To overcome this limitation, we present a …

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Nft-Based Authentic Product Verification And Trading Platform, Natchapol Thongruang Jan 2022

Nft-Based Authentic Product Verification And Trading Platform, Natchapol Thongruang

Chulalongkorn University Theses and Dissertations (Chula ETD)

Counterfeit product has been a major problem to the economy for a while. The effect seems to be larger when it comes to the luxury product segment. When the consumers were unsure if the product that they are buying is genuine or not and its cost is very high, then the severity will become even greater. Among the countless number of attempts to fix this solution, utilizing blockchain technology is one of the most popular approaches for present days. In anti-counterfeit domain, associating an NFT token to a physical product is the most common approach. It allows us to unlock …

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Y-X-Y Encoding For Identifying Types Of Sentence Similarity, Thanaporn Jinnovart Jan 2022

Y-X-Y Encoding For Identifying Types Of Sentence Similarity, Thanaporn Jinnovart

Chulalongkorn University Theses and Dissertations (Chula ETD)

The task of finding semantic similarity of any two arbitrary sentences consists of two main steps, which are encoding sentences to produce feature vectors of equal length and measuring the similarity, respectively. The quality of an encoding technique can determine the degree of success a model can achieve in measuring the similarity. This is because a good representation is subjected to how finely established the spectrum of similarities is. The clearer the definition of similarity is, the better the representations can be constructed. This, in turn, helps distinguish between types of sentences. Generally, all existing methods for measuring similarity were …

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Class-Level And Token-Level Approaches For Test Impact Analysis, Alon Basin Jan 2022

Class-Level And Token-Level Approaches For Test Impact Analysis, Alon Basin

Chulalongkorn University Theses and Dissertations (Chula ETD)

The objective of the thesis is to examine the efficacy of test impact analysis in a setting of continuous testing, where automated test cases are routinely run to guarantee the integration of high-quality codes. While continuous testing can enhance code quality and minimize maintenance workload, it also leads to a notable rise in overhead for test execution. In our study on test impact analysis, we developed a novel static class level technique that utilizes JavaParser to create a dependency graph between test cases and source code classes based on abstract syntax trees. We applied this technique to seven Java systems …

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Formation Control Of Mobile Robot Swarm In Search Operation, Chanun Asavasirikulkij Jan 2022

Formation Control Of Mobile Robot Swarm In Search Operation, Chanun Asavasirikulkij

Chulalongkorn University Theses and Dissertations (Chula ETD)

The use of swarm mobile robots has emerged as a promising approach to enhance search efficiency in various applications. This thesis focuses on proposing an effective design and fabrication methodology for a swarm mobile robot system based on the Robot Operating System (ROS) framework. Additionally, a novel network architecture is presented to improve communication efficiency among the robots. The primary objective of this research is to investigate the formation control of swarm mobile robots and their superior ability in search operations. Through extensive experiments and quantitative analysis, the performance of the proposed formation control strategy is evaluated in terms of …

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The Socio-Economic Determinants Of The Life Satisfaction Of Older Persons In Myanmar In 2019, Myo Thandar Jan 2022

The Socio-Economic Determinants Of The Life Satisfaction Of Older Persons In Myanmar In 2019, Myo Thandar

Chulalongkorn University Theses and Dissertations (Chula ETD)

Myanmar has undergone significant demographic changes, and the share of the older population has increased. Myanmar is facing the challenge in providing social protections to the increasing number of older people, like many other rapidly-ageing societies. As people get older, their physical health and functional ability deteriorate and, as a result, their life satisfaction also declines in most cases. Therefore, it is crucial to consider factors that contribute to the perception of life satisfaction among this venerable cohort. This study explored the determinants of life satisfaction of older persons and investigated whether there are gender differences in the determinants of …

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Preventive Health Care And Health Care Services Utilization Of Vietnamese Older Persons : Results From National Household Living Standards Survey 2018, Thao Nguyen Thi Jan 2022

Preventive Health Care And Health Care Services Utilization Of Vietnamese Older Persons : Results From National Household Living Standards Survey 2018, Thao Nguyen Thi

Chulalongkorn University Theses and Dissertations (Chula ETD)

As many countries are aging rapidly, improving older persons’ health and reducing the burden of disease are important goals. However, many developing countries still lack effective policies in the areas of preventive health care and health services utilization of older persons. This study aims: (1) to determine the health status by severe injury report and health care service needs of Vietnamese older persons, (2) to investigate the factors associated with the use of health check-up services of Vietnamese older persons, and (3) to investigate the differences in health care services utilization between different medical needs of Vietnamese older persons. Using …

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Learning Model For Improving Quality Of Life Of Cambodian Migrant Workers Working And Living In Thailand, Chanrasmey Lay Jan 2022

Learning Model For Improving Quality Of Life Of Cambodian Migrant Workers Working And Living In Thailand, Chanrasmey Lay

Chulalongkorn University Theses and Dissertations (Chula ETD)

The purpose of this research study were 1) to study the current living situation of Cambodian migrant workers working and living in Thailand, 2) to study how all stakeholders and those Cambodian migrant workers could work together to improve the quality of life of those Cambodian migrant workers living and working in Thailand, and 3) to propose a learning model for improving the quality of life of Cambodian migrant workers working and living in Thailand. The data was collected quantitatively and qualitatively from the survey and in-depth interview. The sample for the survey was 100 Cambodian migrant workers who were …

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An Analysis On Trends Of Research Topics In Civic Education Using Dynamic Topic Model, Poon Thongsai Jan 2022

An Analysis On Trends Of Research Topics In Civic Education Using Dynamic Topic Model, Poon Thongsai

Chulalongkorn University Theses and Dissertations (Chula ETD)

The aim of this thesis is to study the trend of civic and citizenship education research from 2000 to 2020 and the influence the regional background of researches has on the research discussion. Relevant data is collected from ERIC and SCOPUS database. This includes abstracts, published year, regional background of researchers, and author h-index. The keywords used are “civic education” or “citizenship education” or “civics”. There are 4917 papers extracted in total. Upon doing further preparation, 4854 articles are prepared for analysis. We apply Structural Topic model (STM) technique to the abstracts with covariates including the published year and the …

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Academic Management Strategies Of Secondary Schools In Cambodia Based On The Concept Of Innovation Leadership Skills, Nguon Siek Jan 2022

Academic Management Strategies Of Secondary Schools In Cambodia Based On The Concept Of Innovation Leadership Skills, Nguon Siek

Chulalongkorn University Theses and Dissertations (Chula ETD)

This study aimed to 1) study conceptual frameworks of academic management of secondary schools in Cambodia and innovation leadership skills, 2) study students’ innovation leadership skills levels, 3) analyze strengths, weaknesses, opportunities, and threats of academic management based on the concept of innovation leadership skills, and 4) develop academic management strategies based on the concept of innovation leadership skills. Multiphase mixed-methods design were employed. Samples included 2,662 students as respondents in Phase II and 94 public secondary schools in Phase III. Respondents included school administrators and teachers. Research instruments included evaluation forms and questionnaires. Data were analyzed using frequency, percentage, …

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A Learning And Development With Collaborative Note- Taking Model For Enhancing The Future Higher Education Students’ Workforce Skills In Socio-Emotional Regulation And Grit Based On A Web 5.0 Approach, Suthanit Wetcho Jan 2022

A Learning And Development With Collaborative Note- Taking Model For Enhancing The Future Higher Education Students’ Workforce Skills In Socio-Emotional Regulation And Grit Based On A Web 5.0 Approach, Suthanit Wetcho

Chulalongkorn University Theses and Dissertations (Chula ETD)

The multi-methods research and development (R&D) aim to: 1) investigate the socio-emotional regulation framework to promote higher education students' future workforce skills in social and emotional regulation and grit, 2) investigate how socio-emotional regulation impacts grit based on instructional technology via online social collaborative note-taking in the web 5.0, and 3) define the design principle on the implication of the instructional technology via online social collaborative note-taking to the web 5.0. In this study, 365 graduate students from multi-stage random sampling participated in the online survey, 5 experts and 11 graduate students with purposive selection participated in the design research …

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Effect Of Drop-Out Layers Inside Recurrent Neural Networks In Household Load Forecast Application, Sanaullah Soomro Jan 2022

Effect Of Drop-Out Layers Inside Recurrent Neural Networks In Household Load Forecast Application, Sanaullah Soomro

Chulalongkorn University Theses and Dissertations (Chula ETD)

Ensuring precise power load forecasting is highly important in planning the secure, steady, and cost-effective functioning of the power system. Grid planning and decision-making can be based on accurate long- and short-term power load forecasting. Recently, machine learning techniques have gained widespread adoption for both long- and short-term power load forecasting. Specifically, the Long Short-Term Memory (LSTM) is customized for time series data analysis. This research proposes an LSTM model for forecasting the power load of a single house containing electrical appliances over the next 20 days. We conducted a comparative analysis of the impact of dropout layers in load …

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Performance Analysis Of Jpeg Xr With Deep Learning-Based Image Super-Resolution, Taingliv Min Jan 2022

Performance Analysis Of Jpeg Xr With Deep Learning-Based Image Super-Resolution, Taingliv Min

Chulalongkorn University Theses and Dissertations (Chula ETD)

The demand for efficient high-level image and video codec compression has widely increased. Conventional image compression methods such as JPEG XR use a high quantization parameter (QP) to produce a highly compressed file for any given image. However, higher QP has unpleasing artifacts that lead to perceptual quality degradation. A feasible solution to tackle this limitation is to reduce the high-resolution image size by downsampling it before encoding it with JPEG XR. Then, the super-resolution algorithm is applied to the resultant low-resolution image to reconstruct the high-resolution result. In this research, we downsample the input image before JPEG XR. Then, …

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Deep Consecutive Attention Network For Video Super-Resolution, Talha Saleem Jan 2022

Deep Consecutive Attention Network For Video Super-Resolution, Talha Saleem

Chulalongkorn University Theses and Dissertations (Chula ETD)

In the video application, slow motion is visually attractive and gets more attention in video super resolution. To generate the high-resolution (HR) slow motion video frames from the low-resolution (LR) frames, two sub-tasks are required, including video super-resolution (VSR) and video frame interpolation (VFI). However, the interpolation approach is not successful to extract low level feature attention to get the maximum advantage from the property of space-time relation. To this extent, we propose a deep consecutive attention network-based method. The multi-head attention and an attentive temporal feature module are designed to achieve better prediction of interpolation feature frame. Bi-directional deformable …

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Applications Of Deep Learning Framework And Localization To Intelligent Radio Spectrum Monitoring, Truong Thanh Le Jan 2022

Applications Of Deep Learning Framework And Localization To Intelligent Radio Spectrum Monitoring, Truong Thanh Le

Chulalongkorn University Theses and Dissertations (Chula ETD)

In this thesis, the author proposed an intelligent radio spectrum monitoring system with implemented deep learning framework. Deep learning is a powerful method to handle hard tasks automatically. The system uses the RTL-SDR USB dongle as the sensor to collect the spectrum data. This dongle is a low-cost device that can measure the signal from 500kHz to 1700MHz. The maximum bandwidth of measurement is 2MHz. The main functions of this system are to collect the spectrum data and then detect the representation signals and extract their characteristics, such as bandwidth, center frequency, modulation type, and capacity. The modulation classification task …

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Functional Split In 5g Cloud Radio Access Network Using Particle Swarm Optimization, Wai Phyo Jan 2022

Functional Split In 5g Cloud Radio Access Network Using Particle Swarm Optimization, Wai Phyo

Chulalongkorn University Theses and Dissertations (Chula ETD)

The Cloud Radio Access Network (C-RAN) is an innovative approach that has the potential to significantly reduce the expenses of setting up and operating wireless networks. C-RAN's placement of RAN functions, which strives to reduce bandwidth utilization and computation costs, is a critical component. In this study, our main goal is to reduce the costs associated with functionally placing the RAN while accounting for the computational expense and the front-haul bandwidth usage among various users. To achieve this, we propose to apply Particle Swarm Optimization (PSO) to achieve effective allocation of computational resources and the front-haul bandwidth, ensuring an efficient …

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Online Self-Learning System For Prediabetes Patients, Ye Moe Myint Jan 2022

Online Self-Learning System For Prediabetes Patients, Ye Moe Myint

Chulalongkorn University Theses and Dissertations (Chula ETD)

This thesis implements a web-based application that combines a 3D learning center and educational game to facilitate the monitoring, management, and treatment of patients with prediabetes mellitus, by providing exercise plans and controlled diets. The application utilizes advanced web technologies, 3D modeling, and gamification principles to create an engaging learning experience. User-centered design ensures usability, and testing demonstrates positive outcomes, including increased knowledge, motivation, and engagement. This research contributes to digital health interventions by empowering prediabetes patients with informed decision-making and healthy habits. Future directions include expanding the application, refining the user interface, and evaluating long-term impact on prediabetes management.

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Critical Success Factors For Data Warehouse Implementation In An Industrial Associations Organization, Phatnarin Khantayana Jan 2022

Critical Success Factors For Data Warehouse Implementation In An Industrial Associations Organization, Phatnarin Khantayana

Chulalongkorn University Theses and Dissertations (Chula ETD)

The purpose of this research is to delve into the key success factors (CSFs) associated with data warehouse (DW) implementation from the perspectives of various stakeholders within an organization. A data warehouse provides a unified and structured view of an organization's data for analysis and reporting, and successfully implementing such a system can have a significant impact on overall organizational performance. It enables better data management, facilitates improved decision-making, and enhances strategic planning. The scope of this research encompasses an in-depth examination of the core CSFs that are instrumental in achieving success during data warehouse deployments. It focuses on understanding …

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Demand Forecasting And Inventory Management For An Automotive Tire Distributor In Northeast Thailand, Vasinee Chantaraponpun Jan 2022

Demand Forecasting And Inventory Management For An Automotive Tire Distributor In Northeast Thailand, Vasinee Chantaraponpun

Chulalongkorn University Theses and Dissertations (Chula ETD)

The objective of this research is to improve the inventory management for an automotive tire distributor company in Northeast Thailand to mainly reduce the excessive unnecessary stock. According to the initial investigations, the main causes of overstock are unstable customer demands and a lack of an inventory control system based on theory. In order to better address the issues and scope down the research area, three suitable products and sub-dealers with different demand patterns are selected to find the best-fit forecasting model for each of them and be customized the inventory policy based on the demand patterns. The methodology is …

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An Implementation Of An Integrated Performance Assessment Module To Promote English Speaking Ability And Learning Engagement Of Undergraduate Students, Benjawan Plengkham Jan 2022

An Implementation Of An Integrated Performance Assessment Module To Promote English Speaking Ability And Learning Engagement Of Undergraduate Students, Benjawan Plengkham

Chulalongkorn University Theses and Dissertations (Chula ETD)

Integrating assessment with instruction has been a challenge for English language teachers, especially in English speaking courses. Therefore, it is crucial to incorporate instruction and assessment methodologies that can help enhance students’ speaking ability. The Integrated Performance Assessment (IPA), designed by the American Council on the Teaching of Foreign Languages (Adair-Hauck et al., 2015), is a cluster assessment consisting of three modes of communication, namely interpretive, interpersonal, and presentational, to seamlessly connect instruction and assessment as well as reflect how students use the language. This study was conducted to 1) investigate the effects of an IPA module on undergraduate students’ …

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The Effects Of Peer Feedback And Self-Regulated Learning On Thai Efl University Students’ Essay Writing Ability And Self-Regulation, Jantra Prompan Jan 2022

The Effects Of Peer Feedback And Self-Regulated Learning On Thai Efl University Students’ Essay Writing Ability And Self-Regulation, Jantra Prompan

Chulalongkorn University Theses and Dissertations (Chula ETD)

The primary objective of this mixed-method study was to explore the effectiveness of integrating peer feedback and self-regulated learning (SRL) in improving students’ essay writing ability and self-regulation. The study also investigated the relationship between students’ essay writing ability and their self-regulation, as well as explored students’ attitudes towards the intervention. During the 12-week online instruction necessitated by the pandemic crisis, a group of thirty-five 3rd year students majoring in Business English at Nakhon Pathom Rajabhat University were instructed in essay writing using peer feedback activities and SRL techniques. Data collection involved an essay writing test, a self-regulation questionnaire, semi-structured …

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Digital Reading On Eil Materials For Thai Undergraduate Students, Nopphanan Adungdejjaroon Jan 2022

Digital Reading On Eil Materials For Thai Undergraduate Students, Nopphanan Adungdejjaroon

Chulalongkorn University Theses and Dissertations (Chula ETD)

This exploratory study had two research objectives. First, it aimed to investigate digital reading on EIL materials for Thai undergraduate students and, second, explore students' perceptions towards digital reading on EIL materials. The study involved two hundred and ninety-nine undergraduate students enrolled in an aviation business management program. The EIL Digital Reading Questionnaire is to collect quantitative data, while the semi-structured interview is to collect qualitative data. The result from descriptive statistics of the questionnaire and thematic analysis of the semi-interview reported that Thai undergraduate students tended to encounter, engage, and evaluate EIL materials frequently. Most of the participants strongly …

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A Study Of Students' Reading Engagement And Perception Of Eil Materials, Tayaporn Nakornsut Jan 2022

A Study Of Students' Reading Engagement And Perception Of Eil Materials, Tayaporn Nakornsut

Chulalongkorn University Theses and Dissertations (Chula ETD)

The popularity of English as an International Language has been rapidly growing, contributing EIL materials to have become more widespread in learning. This study discusses students’ reading engagement and their perception of EIL materials, which aims to (1) investigate students’ engagement in reading EIL materials, (2) explore student perception of EIL materials, and (3) explore the relationship between students’ level of reading engagement and their perception of EIL materials. 113 undergraduate students at one private college who use English as a medium for their instruction were participated in this study. A mixed-method study which Reading Engagement Questionnaire and EIL Perception …

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Association Among Anterior Maxillary Dental Arch Form, Alveolar Bone Thickness And Sagittal Root Position Of Maxillary Central Incisor : A Cone Beam Computed Tomography Analysis, Suttikiat Somvasoontra Jan 2022

Association Among Anterior Maxillary Dental Arch Form, Alveolar Bone Thickness And Sagittal Root Position Of Maxillary Central Incisor : A Cone Beam Computed Tomography Analysis, Suttikiat Somvasoontra

Chulalongkorn University Theses and Dissertations (Chula ETD)

Purpose: This study evaluated the association among the dental arch form, age-sex groups, and sagittal root position regarding alveolar bone thickness in the maxillary central incisor using cone-beam computed tomography (CBCT) images. Materials and Methods: CBCT images of 280 patients were categorized based on the dental arch form and age-sex groups. Five hundred and sixty sagittal CBCT images of the maxillary central incisors were examined to measure the labial and palatal bone thickness at the root apex level, at the mid-root level and 3 mm apically from cemento-enamel junction, with SRP classification. Chi-square, Kruskal-Wallis test, and multiple linear regression were …

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Flow-Performance Relationship In Defi Yield Aggregator, Apisara Pornprasith Jan 2022

Flow-Performance Relationship In Defi Yield Aggregator, Apisara Pornprasith

Chulalongkorn University Theses and Dissertations (Chula ETD)

Decentralized Finance (DeFi) is a new financial infrastructure with applications similar to traditional financial products, such as exchange, lending, derivatives, and asset management. This paper empirically investigates Yearn finance, one of the fastest-growing and largest in DeFi yield aggregator protocols for on-chain asset management, to demonstrate the flow-performance relationship and compare it with mutual funds in traditional finance. According to the findings, there is a positive non-linear relationship between fund flows and recent performance for using stablecoin deposited. In contrast, we cannot find this relationship for using cryptocurrency. Then, we look further into stablecoin holder behaviour and our findings show …

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Development Of High Protein Beverage From Hydrolyzed Egg White, Nuntorn Charoensak Jan 2022

Development Of High Protein Beverage From Hydrolyzed Egg White, Nuntorn Charoensak

Chulalongkorn University Theses and Dissertations (Chula ETD)

The primary objective of this study was to examine the impact of enzymatic treatment on pasteurized egg white protein (EWP) and assess its influence on various physicochemical properties and antioxidant activity. Our findings revealed that the addition of SDAY10 enzymes led to a significant increase in lightness (L*), redness (a*), and yellowness (b*) parameters. Furthermore, higher concentrations of the enzyme resulted in a considerable reduction in pH, viscosity, and volume mean diameter (D4,3) of EWP protein compared to the control group (P < 0.05). Additionally, the application of SDAY10 enzyme (0.1-0.3% w/v) for EWP hydrolysis exhibited a noteworthy enhancement in antioxidant activity (measured by DPPH, ABTS, and FRAP assays) compared to lower enzyme concentrations. Notably, the 0.3% concentration of SDAY10 exhibited the highest release of amino acids during in vitro digestion and received the highest sensory evaluation score. Consequently, employing SDAY10 enzymes at a concentration of 0.3% w/v for EWP hydrolysis demonstrates significant potential for improving the physical properties of EWP and enhancing antioxidant activity. However, it is imperative to investigate the sensory evaluation with regards to the bitterness of the product developed using such enzymes.

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Factors Associated With Oral Health Status Among The Healthy Elderly In Phon Thong District, Roi Et Province, Thailand, Yaowapa Chantaraboot Jan 2022

Factors Associated With Oral Health Status Among The Healthy Elderly In Phon Thong District, Roi Et Province, Thailand, Yaowapa Chantaraboot

Chulalongkorn University Theses and Dissertations (Chula ETD)

Objective: This study aimed to identify factors related to the oral health status of healthy elderly people in Phon Thong District, Roi Et Province, Thailand. Materials and methods: This cross-sectional study was conducted between 1 May and 25 December 2020 in Phon Thong District, Roi Et Province. A total of 249 male and female elderly people participated in the study. Oral health information was collected by trained dental hygienists using the Thai version of the oral health assessment tool [OHAT]. Data analysis used Mann–Whitney U tests, Chi-Square tests, and Binary logistic regression. Results: There were statistically significant associations between oral …

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The Potential Risk And Occupational Exposure Of Pesticides Among Rice Farmers In Delta Ayeyarwady Division, Myanmar, Moe Thu Khin Jan 2022

The Potential Risk And Occupational Exposure Of Pesticides Among Rice Farmers In Delta Ayeyarwady Division, Myanmar, Moe Thu Khin

Chulalongkorn University Theses and Dissertations (Chula ETD)

This study aims to assess the potential risk and occupational exposure of pesticides among rice farmers in the Delta Ayeyarwady Region, Myanmar. A cross-sectional study was carried out with 454 rice farmers from March-April 2022. Data collection was done through face-to-face interviews used with a semi-structured questionnaire. The study showed that the mean age of farmers was 44.36 years old while the range was 16 and 74 years old. Rice farmers' average weight (± standard deviation) was 56.86 (± 7.30) kg. In this study, over two-thirds of the rice farmers (77 %) had a moderate level of knowledge regarding environmental …

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Assessment Of Greenhouse Gases Emissions From Dairy Cattle Production In Thailand, Phoo Pwint Pwint Thu Jan 2022

Assessment Of Greenhouse Gases Emissions From Dairy Cattle Production In Thailand, Phoo Pwint Pwint Thu

Chulalongkorn University Theses and Dissertations (Chula ETD)

Thailand’s agriculture sector plays a vital role in driving economic growth. Globally, livestock production is estimated to contribute about 18% of greenhouse gas (GHG) emissions. Despite its importance, there is a relative lack of research on GHGs assessment in the livestock sector in Thailand. The aim of this research was to estimate GHGs emissions from dairy cattle production in Saraburi and Ratchaburi provinces of Thailand. The 2019 Refinement to the 2006 IPCC guidelines for national greenhouse gas inventories was applied in this research. Twenty dairy farms (n=20) including both small farms (n=10) and medium farms (n=10) were selected as the …

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Southeast Asian Ministers Of Education Organization (Seameo) 'S Role In Digitalisation For Vocational Education Development : A Comparative Analysis Of Indonesia And Thailand, Anastasia Sylvia Jan 2022

Southeast Asian Ministers Of Education Organization (Seameo) 'S Role In Digitalisation For Vocational Education Development : A Comparative Analysis Of Indonesia And Thailand, Anastasia Sylvia

Chulalongkorn University Theses and Dissertations (Chula ETD)

This thesis focuses on the role of the SEAMEO (Southeast Asian Ministers of Education Organization) role in vocational education development in Industry 4.0. Nowadays, there is a demand for the education sector to align with Industry 4.0, known as Education 4.0. In 2018, the SEAMEO, in collaboration with the GIZ, launched a Regional In-Service Training Modules project to support vocational education for Education 4.0. This study compares the impact of the Regional In-Service Training Modules project in two countries with a medium level of education performance in Southeast Asia: Indonesia and Thailand. This study employs a qualitative method with a …

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