Journal of Membrane Science, Journal Year: 2024, Volume and Issue: unknown, P. 123510 - 123510
Published: Nov. 1, 2024
Language: Английский
Journal of Membrane Science, Journal Year: 2024, Volume and Issue: unknown, P. 123510 - 123510
Published: Nov. 1, 2024
Language: Английский
European Polymer Journal, Journal Year: 2024, Volume and Issue: 213, P. 113110 - 113110
Published: May 11, 2024
Language: Английский
Citations
8Journal of Power Sources, Journal Year: 2024, Volume and Issue: 622, P. 235353 - 235353
Published: Sept. 3, 2024
Language: Английский
Citations
8Polymers, 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 Electroanalytical Chemistry, Journal Year: 2024, Volume and Issue: unknown, P. 118712 - 118712
Published: Oct. 1, 2024
Language: Английский
Citations
5ACS Applied Energy Materials, Journal Year: 2025, Volume and Issue: unknown
Published: Feb. 20, 2025
Language: Английский
Citations
0Journal of Polymer Science, Journal Year: 2025, Volume and Issue: unknown
Published: March 3, 2025
ABSTRACT Nafion and polyvinylidene fluoride (PVDF) nanofibrous membranes have received more attention due to their high performances as proton exchange membranes, catalyst supports, binders in fuel cells. In this paper, regulations of the properties PVDF by designing fiber structures are investigated. Three with an ~50% content, blended Nafion/PVDF (N/P) two core‐shell PVDF‐Nafion PVDF‐N/P core, Nafion, a mixture respectively shell, fabricated single‐needle or coaxial electrospinning, then hot‐pressed, annealed, acidized. XRD spectrums manifest that mutually promote crystallization, annealing further improves crystallinity. Compared 117 three show greater mechanical lower water uptake, swelling, conductivity. reveal stress conductivity than N/P. increase broken about 50 MPa, almost five times shows highest 0.0493 S/cm, 27% exhibiting potential application prospect. The experimental results significant for cost‐effectively optimizing on large scale.
Language: Английский
Citations
0Energy & Fuels, Journal Year: 2025, Volume and Issue: unknown
Published: March 13, 2025
Language: Английский
Citations
0Journal of environmental chemical engineering, Journal Year: 2025, Volume and Issue: unknown, P. 116823 - 116823
Published: April 1, 2025
Language: Английский
Citations
0Journal of Polymer Research, Journal Year: 2024, Volume and Issue: 31(9)
Published: Sept. 1, 2024
Language: Английский
Citations
3International Journal of Hydrogen Energy, Journal Year: 2024, Volume and Issue: 94, P. 13 - 22
Published: Nov. 9, 2024
Language: Английский
Citations
3