Waterfront recreational spaces, as key urban ecological resources, are distinctive in their scarcity and ecological fragility. Their sustainable revitalization requires evidence-based spatial planning and design. The analysis of the vitality of waterfront recreational spaces, which are characterized by the interaction between space and experience, essentially explores how human, water, and the city can coexist and thrive together. Based on the dual characteristics of vitality, this study presents a space–experience interactive evaluation system for waterfront recreational places that incorporates multi-source data. The vitality evaluation results can then be cross-validated with intuitive representations of vitality quantified using pedestrian flow data. Furthermore, this can be used to accurately calibrate the vitality gradient, identify and analyze the anomalous units, and provide insight into influencing factors and underlying mechanisms of vitality. The empirical investigation of the waterfront recreational area of Suzhou Jinji Lake Scenic Area (JLSA) demonstrates that this method can accurately identify spatial vitality distributions and effectively characterize the key elements of vitality zones at different levels. It can precisely decode the vitality of waterfront recreational spaces, providing fresh perspectives on understanding the space–experience interaction in waterfront recreational spaces and directing actions for enhancing vitality. In addition to serving as a supplement to existing research, it provides a flexible, scalable evaluation framework for a variety of waterfront contexts, supports the implementation of human-centered urban design, and offers theoretical and practical support for the sustainable development of waterfront areas.
Zhang et al. (2026) studied this question.