The present disclosure relates to a physically and chemically cross-linked hydrogels, including polyacryloyl hydrazide and at least one cross-linker and method of preparing said hydrogels are described herein. The disclosure further relates to a delivery system including the hydrogel and a chemical compound for controlled release of the compound. The disclosure also relates to a method for the preparation of delivery system