Design and Application of Chemical Analysis Platform Based on Intelligent Integration of Big Data and Deep Learning Algorithm in Undergraduate Experimental Teaching
- Corresponding author: Yifei Li, liyf640@nenu.edu.cn
Citation:
Yifei Li, Xuexin Chen, Sihan Liu, Shiyi Chen, Ling Pan. Design and Application of Chemical Analysis Platform Based on Intelligent Integration of Big Data and Deep Learning Algorithm in Undergraduate Experimental Teaching[J]. University Chemistry,
;2026, 41(1): 169-178.
doi:
10.12461/PKU.DXHX202504098
Frey, N. C.; Soklaski, R.; Axelrod, S.; Samsi, S.; Gómez-Bombarelli, R.; Coley, C. W.; Gadepally, V. Nat. Mach. Intell. 2023, 5, 1297.
Qiang, B.; Zhou, Y.; Ding, Y.; Liu, N.; Song, S.; Zhang, L.; Huang, B.; Liu, Z. Nat. Mach. Intell. 2023, 5, 1476.
Peng, X.; Lei, Y.; Feng, P.; Jia, L.; Ma, J.; Zhao, D.; Zeng, J. Nat. Mach. Intell. 2023, 5, 395.
Lu, T.; Zhang, Z.; Zhu, J.; Wang, Y.; Jiang, P.; Xiao, X.; Bernatchez, C.; Heymach, J. V.; Gibbons, D. L.; Wang, J.; et al. Nat. Mach. Intell. 2021, 3, 864.
Schaap-Johansen, A. L.; Vujovic, M.; Borch, A.; Hadrup, S. R.; Marcatili, P. Front. Immunol. 2021, 12, 712488.
Springer, I.; Besser, H.; Tikotsky-Moskovitz, N.; Dvorkin, S.; Louzoun, Y. Front. Immunol. 2020, 11, 1803.
Moris, P.; De Pauw, J.; Postovskaya, A.; Gielis, S.; Neuter, N. D.; Bittremieux, W.; Ogunjimi, B.; Laukens, K.; Meysman, P. Brief. Bioinform. 2021, 22, bbaa318.
Bagaev, D. V.; Vroomans, R. M.; Samir, J.; Stervbo, U.; Rius, C.; Dolton, G.; Greenshields-Waston, A.; Attaf, M.; Egorov, E. S.; Zvyagin, L. V.; et al. Nucleic Acids Res. 2019, 48, D1057.
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