id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
fcis-31918	Shi, Luetian	Research on the Enhanced Application of Artificial Neural Network Models in Photonic Crystal Design	2025	7	.pdf	application/pdf	4690	224	42	To ensure that the neural network accurately learns the mapping relationship between photonic crystal parameters and band structures, the training samples are initially restricted to typical defect-free structures. ShiLveTiannjupt@outlook.com Abstract: Photonic crystals, owing to their ability to precisely control photonic dispersion and localized fields, are extensively utilized in lasers, sensing, and optical information processing.	cache/fcis-31918.pdf	txt/fcis-31918.txt