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Record W4409685636 · doi:10.1016/j.egyr.2025.04.043

Tidal energy assessment along the coast of the Andaman Sea in Southern Thailand

2025· article· en· W4409685636 on OpenAlexaff
Narit Klompong, Jompob Waewsak, Ruamporn Nikhom, Somphol Chiwamongkhonkarn, Chuleerat Kongruang, Yves Gagnon

Bibliographic record

VenueEnergy Reports · 2025
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicOceanographic and Atmospheric Processes
Canadian institutionsUniversité de Moncton
FundersGraduate School, Prince of Songkla UniversityEnergy Policy and Planning Office
KeywordsOceanographyGeologyTidal powerFisheryGeographyEcologyBiology

Abstract

fetched live from OpenAlex

In the context of climate change, power generation from renewable energy resources is rapidly developing throughout the World. While still in its infancy, tidal power is seen, on a long-term basis, as a component of renewable energy portfolios. This paper assesses the technical power potential and the economic aspect of tidal power generation along the coast of the Andaman Sea in Southern Thailand. As a necessary condition for tidal power generation, the tidal current kinetic energy was estimated from the tidal current speeds. The Regional Ocean Modeling System (ROMS) and the Surface-water Modeling System (SMS), along with bathymetry, salinity and sea surface temperature, were executed to analyze the potential of the tidal resource to generate electricity. The forcing data were obtained from the Weather Research and Forecasting (WRF) modeling with FNL reanalysis data over the period of 2012–2016. For validation purposes, the spatial tidal current speeds and water depths were also measured in four representative coastline areas. Some areas of the Andaman Sea coastline appear to have sufficient tidal energy potential for power generation, especially along the southern part of the coast. The results show that the highest annual energy production could reach 160 MWh per year for a 10-unit cluster of a 103 kW tidal current turbine. On the other hand, using the most efficient tidal current turbine studied, the annual energy production could reach 79 MWh per year in large areas of the southern part of the Andaman coast. Finally, for the potential site identified (Pak Phra Strait), the evaluation of the economic indicators reveal that the tidal project could be viable with financial subsidies or incentives from the various levels of governments. • Assessment of the technical power potential of tidal power in Southern Thailand. • Four areas on the coast of the Andaman Sea are assessed for tidal power generation. • The Regional Ocean Modeling System and the Surface-water Modeling System are used. • A 10-unit cluster of tidal turbines could generate up to 160 MWh of energy per year. • Need financial incentives to ensure the viability of tidal power where studied.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.087
Threshold uncertainty score0.979

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.004
GPT teacher head0.194
Teacher spread0.190 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2025
Admission routes1
Has abstractyes

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