Daroonwan Kamthonkiat
Biographic Data
| ID | 7567768 |
|---|---|
| NAME | Daroonwan Kamthonkiat |
| GIVEN NAMES | Daroonwan |
| FAMILY NAME | Kamthonkiat |
| SIGNATURE | KAMTHONKIAT D |
| AFFILIATIONS | Thammasat University |
| ORCID | 0000-0002-8863-7844 |
| VERIFIED | Yes |
| TOTAL WORKS | 4 |
| TOTAL CITATIONS | 0 |
| AUTHOR COUNT | 4 |
| EDITOR COUNT | 0 |
| FIRST PUBLICATION YEAR | 2012 |
| LATEST PUBLICATION YEAR | 2026 |
| H-INDEX | 0 |
Day–Night All-Sky Scene Classification with an Attention-Enhanced EfficientNet
All-sky cameras provide continuous hemispherical observations essential for atmospheric monitoring and observatory operations; however, automated classification of sky conditions in tropical environments remains challenging due to strong illumination variability, atmospheric scattering, and overlapping thin-cloud structures. This study proposes EfficientNet-Attention-SPP Multi-scale Network (EASMNet), a physics-aware deep learning framework for r…
Geoinformatics and Machine Learning for Shoreline Change Monitoring
Coastal erosion is a critical environmental challenge in the Upper Gulf of Thailand, driven by both natural processes and human activities. This study analyzes 35 years (1988–2023) of shoreline changes using geoinformatics, machine learning algorithms (Random Forest, Support Vector Machine, Maximum Likelihood, Minimum Distance), and the Digital Shoreline Analysis System (DSAS). The results show that the Random Forest algorithm, utilizing spectral…
Identifying priority air pollution management areas during the burning season in Nan Province, Northern Thailand
Decision Support System Research and Development Network for Agricultural and Natural Resource Management in Thailand
This paper aims to introduce the Decision Support System (DSS), which is an area informatics approach to area studies, and the research network complex based on DSS's application in Thailand. In particular, the paper presents and discusses current activities of the DSS research network at the national level in Thailand rather than being a theoretical and analytical study of the DSS mechanism or its cases. DSS has wide applications in Thailand, ex…
No prominent works on this page.
Decision Support System Research and Development Network for Agricultural and Natural Resource Management in Thailand
This paper aims to introduce the Decision Support System (DSS), which is an area informatics approach to area studies, and the research network complex based on DSS's application in Thailand. In particular, the paper presents and discusses current activities of the DSS research network at the national level in Thailand rather than being a theoretical and analytical study of the DSS mechanism or its cases. DSS has wide applications in Thailand, ex…
Identifying priority air pollution management areas during the burning season in Nan Province, Northern Thailand
Geoinformatics and Machine Learning for Shoreline Change Monitoring
Coastal erosion is a critical environmental challenge in the Upper Gulf of Thailand, driven by both natural processes and human activities. This study analyzes 35 years (1988–2023) of shoreline changes using geoinformatics, machine learning algorithms (Random Forest, Support Vector Machine, Maximum Likelihood, Minimum Distance), and the Digital Shoreline Analysis System (DSAS). The results show that the Random Forest algorithm, utilizing spectral…
Day–Night All-Sky Scene Classification with an Attention-Enhanced EfficientNet
All-sky cameras provide continuous hemispherical observations essential for atmospheric monitoring and observatory operations; however, automated classification of sky conditions in tropical environments remains challenging due to strong illumination variability, atmospheric scattering, and overlapping thin-cloud structures. This study proposes EfficientNet-Attention-SPP Multi-scale Network (EASMNet), a physics-aware deep learning framework for r…
Environmental Science (3 works) · Geography (3 works) · Agriculture (2 works) · Agricultural economics (1 works) · Agricultural land (1 works) · Agricultural science (1 works) · Air pollution (1 works) · Air Quality and Health Impacts (1 works) · Air quality index (1 works) · Archaeology (1 works)