Abstract:Cultural industry has become the main direction for urban industrial heritage renewal. This study first analyzed and constructed a sustainable industrial heritage renewal path system for cultural and creative parks from multiple perspectives: economy, space, culture, and ecology. Secondly, this study focused on the research and application of spatial narrative theory in the renovation and renewal of industrial heritage and explored the construction methods of industrial cultural characteristics and identity in the process of revitalizing physical spaces. In the current research on spatial narratives of industrial heritage, few researchers have focused on human behavioral cognition and its correlation with historical information and spatial characteristics of the sites. Therefore, this study took the renovation and renewal of industrial heritage oriented towards cultural and creative parks as the research objects, and extracted the narrative construction methods of the parks from three perspectives: narrative theme, path, and carrier. Then, through the GNSS (Global Navigation Satellite System) movement tracking experiment combined with spatial point pattern analysis, this study visualized and analyzed the characteristic data such as visitors' movement trajectories and aggregation densities, analyzed the correlation between the path carriers of the narrative spaces and behavioral characteristics, and finally summarized and extracted the spatial narrative construction modes and strategies of industrial heritage in four aspects: path planning, carrier distribution, place creation, and interactive design. The research results showed that: Narrative path planning could effectively guide movement trajectories. The spatial narrative method based on the "object-scene-event" carrier had a positive impact on visitors' aggregation and dwell time, thereby verifying the applicability of spatial narrative theory in the renovation and renewal of industrial heritage. Spatial narrative construction served as an effective path for the spatial reshaping and cultural meaning regeneration of industrial heritage. This study provides new insights for the revitalization of industrial heritage and the construction of cultural identity from the perspective of urban renewal. At the same time, the sustainable reuse of industrial heritage will to some extent reduce the potential risks of disasters such as fires and explosions caused by the abandonment and idle of urban stock resources, and provide guidance and reference for promoting the construction of resilient, intelligent, and sustainable cities.