Archives of Computational Methods in Engineering, Journal Year: 2024, Volume and Issue: unknown
Published: Nov. 23, 2024
Language: Английский
Archives of Computational Methods in Engineering, Journal Year: 2024, Volume and Issue: unknown
Published: Nov. 23, 2024
Language: Английский
European Journal of Mechanics - A/Solids, Journal Year: 2024, Volume and Issue: unknown, P. 105449 - 105449
Published: Sept. 1, 2024
Language: Английский
Citations
34Thin-Walled Structures, Journal Year: 2025, Volume and Issue: unknown, P. 112911 - 112911
Published: Jan. 1, 2025
Language: Английский
Citations
3Applied Mathematical Modelling, Journal Year: 2024, Volume and Issue: unknown, P. 115715 - 115715
Published: Sept. 1, 2024
Language: Английский
Citations
11Composites Part B Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 112243 - 112243
Published: Feb. 1, 2025
Language: Английский
Citations
1Polymers, Journal Year: 2024, Volume and Issue: 16(18), P. 2607 - 2607
Published: Sept. 14, 2024
This review explores the application of Long Short-Term Memory (LSTM) networks, a specialized type recurrent neural network (RNN), in field polymeric sciences. LSTM networks have shown notable effectiveness modeling sequential data and predicting time-series outcomes, which are essential for understanding complex molecular structures dynamic processes polymers. delves into use models polymer properties, monitoring polymerization processes, evaluating degradation mechanical performance Additionally, it addresses challenges related to availability interpretability. Through various case studies comparative analyses, demonstrates different science applications. Future directions also discussed, with an emphasis on real-time applications need interdisciplinary collaboration. The goal this is connect advanced machine learning (ML) techniques science, thereby promoting innovation improving predictive capabilities field.
Language: Английский
Citations
7Journal of Building Engineering, Journal Year: 2024, Volume and Issue: unknown, P. 110935 - 110935
Published: Oct. 1, 2024
Language: Английский
Citations
7Engineering Structures, Journal Year: 2024, Volume and Issue: 326, P. 119597 - 119597
Published: Dec. 30, 2024
Language: Английский
Citations
7Thin-Walled Structures, Journal Year: 2024, Volume and Issue: unknown, P. 112494 - 112494
Published: Sept. 1, 2024
Language: Английский
Citations
4Materials & Design, Journal Year: 2025, Volume and Issue: unknown, P. 113591 - 113591
Published: Jan. 1, 2025
Language: Английский
Citations
0Thin-Walled Structures, Journal Year: 2025, Volume and Issue: unknown, P. 112989 - 112989
Published: Jan. 1, 2025
Language: Английский
Citations
0