What does this research mean for the field?

The ARIMA (1,1,4) model is more effective than the LSTM model for predicting Jakarta's sea level, which is forecasted to remain reasonably steady through the end of 2023. Novelty: ClaimNovelty.INCREMENTAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

What question did this study set out to answer?

The research aims to compare the performance of ARIMA and LSTM methods in predicting sea levels in Jakarta.

October 27, 2024Jurnal Ilmu dan Teknologi Kelautan TropisOpen Access

Comparison of Arima and LSTM Methods in Predicting Jakarta Sea Level

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Authors

YHYanuar Nurul Hilal GNGibson Daniel Andrianto Nainggolan SSSabilla Hamda Syahputri

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Implication

Randomized trial compared ARIMA and LSTM methods for predicting sea level in Jakarta, indicating ARIMA's superior performance.

Key Points

The research aims to compare the performance of ARIMA and LSTM methods in predicting sea levels in Jakarta.
Prediction of sea level using ARIMA and LSTM methods up to the end of 2023.
Performance assessed using Mean Absolute Error, Mean Absolute Percentage Error, and Root Mean Square Error.
Comparison based on the effectiveness of both models in predicting future sea levels.
ARIMA (1,1,4) model achieved a Mean Absolute Error of 7.19, MAPE of 4.86%, and RMSE of 10.35.
ARIMA outperformed LSTM in terms of prediction accuracy.
Forecast indicates that sea levels in Jakarta are expected to remain reasonably steady.

Cite This Study

Hilal et al. (2024) studied this question.

synapsesocial.com/papers/6a1dffbf8b32c80b546047b8 https://doi.org/10.29244/jitkt.v16i2.52818

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Comparison of Arima and LSTM Methods in Predicting Jakarta Sea Level

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Key Points

Cite This Study

Comparison of Arima and LSTM Methods in Predicting Jakarta Sea Level

Discussion

Member takes

Implication

Key Points

Cite This Study

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