The invention relates to a fluorescence sensing material based on a naphthalimides derivative and application thereof, and particularly relates to a mesoporous silicon dioxide material loaded with of a structure compound shown the following formula II, a mesoporous silicon dioxide loaded with palladium taken as a catalyst, and a preparation method and application of the mesoporous silicon dioxide and the catalyst.