摘要
旨在探索AIGC技术在校园交通调度系统中的应用价值,设计并实现一套智能化的校园交通调度系统,提升校园交通服务质量。以湖南工业大学为实践基地,通过问卷调查(n=104)和深度访谈(n=41)收集用户需求数据,在为期两个月的实践过程中采集647条用户乘车数据并记录26个固定停靠点的分布情况。运用扎根理论方法建构包含认知体验、感官体验、互动体验、情感体验和价值体验的五维度理论模型。在系统开发过程中,创新性地引入Cursor编码器实现智能化的代码生成和优化,采用Python作为核心开发语言,通过CampusNetworkVis类和TrafficMonitor类构建数据可视化、智能调度和决策支持等功能模块。结果系统在高峰期的调度准确率达到91.3%,用户满意度评分为4.6分(满分5分)。通过引入三级预警机制和渐进式视觉提示,使用户压力指数降低35.7%(p<0.05)。本研究成功将AIGC技术应用于校园交通调度系统的开发中,不仅显著提升了系统开发效率,也实现了调度准确性和用户体验的双重优化。研究成果为新一代校园交通服务系统的发展提供了实践范例,同时为AIGC技术在交通调度领域的应用探索了新的路径。
This study aims to explore the application value of the AIGC technology in campus transportation scheduling systems,design and implement an intelligent campus transportation scheduling system,and improve the quality of campus transportation services.Taking Hunan University of Technology as the practice base,user demand data are collected through questionnaires(n=104)and in-depth interviews(n=41),and 647 user ride data and the distribution of 26 fixed stops are collected during the two-month practice.A five-dimensional theoretical model containing cognitive experience,sensory experience,interactive experience,emotional experience and value experience is constructed according to the rooted theory.In system development,Cursor encoder is innovatively introduced to realize intelligent code generation and optimization,Python is adopted as the core development language,and CampusNetworkVis and TrafficMonitor classes are used to construct functional modules such as data visualization,intelligent scheduling,and decision support.The system achieves 91.3%scheduling accuracy during peak hours and a user satisfaction score of 4.6/5.By introducing a three-level warning mechanism and progressive visual cues,the user stress index is reduced by 35.7%(p<0.05).In this study,the AIGC technology is successfully applied to the development of a campus transportation scheduling system,which not only significantly improves the system development efficiency,but also achieves the double optimization of scheduling accuracy and user experience.The research results provide a practical example for the development of a new generation of campus transportation service systems,and at the same time explore a new path for the application of the AIGC technology in the field of transportation scheduling.
作者
黄浩
南高伟
张华
HUANG Hao;NAN Gaowei;ZHANG Hua(School of Packaging Design and Art,Hunan University of Technology,Hunan Zhuzhou 412007,China;Key Laboratory of Advanced Technology and Future Design of Hunan Province,Hunan Zhuzhou 412007,China;People's Government of Gaolong Town,Chaling County,Zhuzhou City,Hunan Province,Hunan Zhuzhou 412403,China)
出处
《工业工程设计》
2025年第2期34-41,共8页
INDUSTRIAL&ENGINEERING DESIGN
基金
能力培养与价值引领下的“产品专题设计”课程思政教学改革(HNKCSZ-2020-0372)
交叉学科视角下的产品设计专业递进型项目驱动教学模式研究
株洲市社科院项目(ZZSK2024162)。
关键词
行为体验
校园交通调度系统
行为设计
用户体验
behavioral experience
campus transportation scheduling system
behavioral design
user experience
