Chemical Engineering Journal, Journal Year: 2024, Volume and Issue: unknown, P. 158112 - 158112
Published: Nov. 1, 2024
Language: Английский
Chemical Engineering Journal, Journal Year: 2024, Volume and Issue: unknown, P. 158112 - 158112
Published: Nov. 1, 2024
Language: Английский
Nano Energy, Journal Year: 2024, Volume and Issue: 131, P. 110215 - 110215
Published: Sept. 4, 2024
Language: Английский
Citations
6Chemical Engineering Journal, Journal Year: 2024, Volume and Issue: unknown, P. 158879 - 158879
Published: Dec. 1, 2024
Language: Английский
Citations
4Nano Energy, Journal Year: 2025, Volume and Issue: unknown, P. 110709 - 110709
Published: Jan. 1, 2025
Language: Английский
Citations
0Chemical Engineering Journal, Journal Year: 2025, Volume and Issue: unknown, P. 161516 - 161516
Published: March 1, 2025
Language: Английский
Citations
0Energy Technology, Journal Year: 2025, Volume and Issue: unknown
Published: April 1, 2025
Triboelectric nanogenerators (TENGs) hold great potential as portable, cost‐effective, and flexible energy sources. It is essential to understand in depth how the triboelectric properties of materials operating conditions change TENG performance improve their electrical outputs. In this study, effects various material parameters on voltage, current, power outputs TENGs are numerically investigated. The surface charge density improves at all load resistances, while dielectric thickness, constant, area, separation velocity effective medium low resistances. distance, unlike these, decreases However, high it has opposite effect performance. Furthermore, a broad range data obtained from numerical simulations used train machine learning‐based simulator. This simulator based multilayer perceptron (MLP) model with an input layer nine neurons, two hidden layers, one neurons other 55 output three for predicting power. MLP model, trained using TensorFlow, demonstrates accuracy R² values over 0.99 achieves remarkably mean absolute percentage error (MAPE) 4.22%, 3.35%, 7.57% predictions, respectively.
Language: Английский
Citations
0Journal of Polymer Research, Journal Year: 2025, Volume and Issue: 32(4)
Published: April 1, 2025
Language: Английский
Citations
0Published: April 1, 2025
Language: Английский
Citations
0Journal of Colloid and Interface Science, Journal Year: 2025, Volume and Issue: unknown, P. 137836 - 137836
Published: May 1, 2025
Language: Английский
Citations
0Nano Energy, Journal Year: 2024, Volume and Issue: 131, P. 110327 - 110327
Published: Oct. 2, 2024
Language: Английский
Citations
2Nano Energy, Journal Year: 2024, Volume and Issue: unknown, P. 110363 - 110363
Published: Oct. 1, 2024
Language: Английский
Citations
2