Spatial layout optimization model integrating layered attention mechanism in the development of smart tourism management.

ABSTRACT: Tourism demand projection is paramount for both corporate operations and destination management, facilitating tourists in crafting bespoke, multifaceted itineraries and enriching their vacation experiences. This study proposes a multi-layer self attention mechanism recommendation algorithm based on dynamic spatial perception, with the aim of refining the analysis of tourists' emotional inclinations and providing precise estimates of tourism demand. Initially, the model is constructed upon a foundation of multi-layer attention modules, enabling the semantic discovery of proximate entities to the focal scenic locale and employing attention layers to consolidate akin positions, epitomizing them through contiguous vectors. Subsequently, leveraging tourist preferences, the model forecasts the l

SUBMITTER: Ding J 

PROVIDER: S-EPMC11623231 | biostudies-literature | 2024

REPOSITORIES: biostudies-literature