A new framework called Hierarchical Semantic-Constrained Heterogeneous Graph (HSCHG) has been proposed for open-vocabulary audio-visual event localization, addressing challenges in maintaining audio-visual consistency and semantic hierarchy. Experimental results indicate that this method outperforms existing approaches, potentially enhancing capabilities in audio-visual recognition technologies.