Against the backdrop of the digital economy and emerging engineering education construction, Network Architecture, as a core course in the field of information and communication engineering, is confronted with problems such as outdated content lagging behind technological iteration, practical teaching disconnection from industrial demands, insufficient integration of AI technology, and weak industry-education collaboration. Targeting the cultivation of network talents with AI application capabilities and industrial adaptability, this paper constructs a three-in-one reform framework of “AI-empowered teaching innovation-industry-education integrated ecosystem construction-diversified evaluation guarantee.” At the level of AI empowerment, teaching quality is improved through intelligent reconstruction of curriculum content, upgrading of teaching methods, and innovation of the practical system. At the level of industry-education integration, a dual-cycle mechanism of “campus resource integration-off-campus industrial collaboration” is established to cultivate talents jointly through cooperative training bases. At the evaluation level, a value-added evaluation model based on a knowledge graph is introduced to realize the three-dimensional process assessment of “knowledge-skills-literacy.” Empirical research verifies the effectiveness of the reform path, providing a replicable practical paradigm for the AI-based transformation and in-depth industry-education integration of engineering courses.
National Development and Reform Commission of the People’s Republic of China, 2022, 14th Five-Year Plan for Digital Economy Development. National Development and Reform Commission, Beijing.
Ministry of Education of the People’s Republic of China, 2021, Three-Year Action Plan for Emerging Engineering Education Construction (2021–2023). Ministry of Education, Beijing.
Li ZK, Yan A, Zhang SZ, 2025, AI Empowerment and Industry-education Integration: Exploration on Curriculum Reform Path of Forage Crop Cultivation. Smart Agriculture Guide, 17(17): 144–147.
Li QR, 2025, Research on Innovation and Practice of Teaching Mode of Building Construction under the Background of Digital Transformation. Brick-Tile, 2025(9): 180–183.
Fu GQ, Zhou HH, Chen WX, 2025, Research on the Ternary Collaborative Informatization System of “Technology-education-ecology” in Vocational Education Based on Artificial Intelligence. Journal of Hunan Institute of Science and Technology (Natural Sciences), 38(3): 1–7.
Hu ZN, 2025, Construction and Practice of Value-added Evaluation Mode in Vocational Education Based on Knowledge Graph Technology. Modern Business Trade Industry, 2025(19): 62–72.
Zhao JL, Zhang C, Chang L, 2023, Teaching Reform and Practice of Numerical Analysis Course for Postgraduate Innovation Ability Cultivation. College Mathematics, 39(6): 10–17.
Huawei Technologies Co., Ltd. Huawei SDN Technology White Paper. Shenzhen: Huawei, 2024.
BDStar Navigation Co., Ltd., 2024, Beidou Satellite Communication Network Technology White Paper. BDStar, Beijing.
Huawei Technologies Co., Ltd., 2024, Technical Specification for 5G Core Network and SDN Convergence. Huawei, Shenzhen.