Concepedia

Deep learning-based modeling and prediction of GNSS time series: A comparative analysis of adaptive optimization algorithms

Mehmet Emin Tabar, Yasemin ŞİŞMAN

Advances in Space Research · 2025 · 10 citations · 47 references

Concepts

ComputingGeophysicsForecastingGlobal Navigation Satellite SystemsMachine LearningDeep LearningGnss Atmospheric EffectsState-space ModelsTime Series ForecastingTime Series ModelingTime Series PredictionAdaptive AlgorithmsAdaptive OptimizationDeep Learning For ForecastingDeep Learning For Time Series ForecastingDeep Learning-based ForecastingGlobal Navigation Satellite System (Gnss) MeasurementsGlobal Navigation Satellite Systems (Gnss)Optimization Algorithms

References

47

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

Decoupled Weight Decay Regularization

Ilya Loshchilov, Frank Hutter · arXiv (Cornell University) · 2017 · 9.1K citations · Full text

Computing, Computer Science, Algorithms +16

A Novel Connectionist System for Unconstrained Handwriting Recognition

Alexander Graves, Marcus Liwicki, S. George Fernandez et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 2K citations

Computing, Computer Science, Artificial Intelligence +13

A Comparison of ARIMA and LSTM in Forecasting Time Series

Sima Siami‐Namini, Neda Tavakoli, Akbar Siami Namin · 2018 · 1.2K citations

Computing, Business Economics, Finance +17

Physics-Informed LSTM hyperparameters selection for gearbox fault detection

Yuejian Chen, Meng Rao, Ke Feng et al. · Mechanical Systems and Signal Processing · 2022 · 212 citations

Computing, Computer Science, Physics +10