The innovation of deep learning-based entrepreneurship capabilities of green tourism students under the Internet of Things

This work intends to enhance the energy-related innovation and entrepreneurship capabilities of Green Tourism major students by leveraging Internet of Things (IoT) technology and deep learning models.As the global tourism industry transitions toward low-carbon development, students need traditional management skills and competencies in scenic area energy management, energy-saving solution design, and the construction of green business models.This work proposes a personalised education-based innovation and entrepreneurship training model, integrating real-time energy consumption data collected via IoT with student learning behaviour data to provide targeted green cultivation strategies for diverse learners.These results indicate that the model effectively strengthens students' capacity to address energy challenges and design sustainable development solutions, holding significant implications for the education of Green Tourism major students.