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Issue:2026 - Vol. 4 - Iss.3
Published:-
Articles:12 articles
Journal of Education Reform and Innovation
JOERAI
The journal aims to providing a platform for researchers, educators, scholars and scientists to publish original research results, exchange new ideas, and disseminate information on innovative designs and educational models. Especially, it is necessary to discuss how to improve the level of teaching technology guidance in order to develop a new model and method of educational skills in the information age. Applied research in education reform and innovation, reflecting the intention of research trends, exchanging t… More
2026 Vol.4 Iss.3 (12 articles)
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JOERAI 2026, 4(3), 0-0;
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JOERAI 2026, 4(3), 0-0;
Research Paper
Reframing Doctoral English Education in the AI Era: Reform, Practice, and Reflection
Abstract: This paper reports the final-stage outcomes of a university-level doctoral English teaching reform project implemented at a science- and engineering-oriented university in China. The reform aimed to reconstruct doctoral English education by clarifying teaching objectives, strengthening academic competence training, and innovating pedagogical models in the context of artificial intelligence and global academic communication. Based on questionnaire surveys, interviews, classroom observation, teaching practice, and bl…
Keywords: Doctoral English Education; Teaching Reform; Academic Competence; Blended Learning
JOERAI 2026, 4(3), 1-10;
https://doi.org/10.58244/joerai.263885
Research Paper
The Cultural Inheritance and National Responsibility in the Family Tree: Guarding the "Ancestral Roots" and Forging the "Spirit of the Nation"
Abstract: This case study uses the "family tree" as the core carrier to construct a teaching path that integrates the Data Structures course with Chinese family genealogy culture. It explores the method of integrating ideological and political education (IPE) by extending from the engineering case of "social responsibility" to "patriotism and familial affection." The case first explains the correspondence between the tree structure of family genealogy and the tree structure in data structures, clarifying the relationship bet…
Keywords: Data Structures; Family Tree; Ideological and Political Education; Patriotism and Familial Affection; Social Responsibility
JOERAI 2026, 4(3), 11-21;
https://doi.org/10.58244/joerai.263886
Research Paper
Artificial Intelligence Tools and Learning Efficiency in Higher Education: Evidence from a Student Survey
Abstract: Artificial intelligence (AI) technologies are rapidly transforming higher education by offering new tools that support learning, academic writing, and problem solving. Despite growing interest in AI in education, empirical evidence on whether AI-related competencies improve students’ academic performance remains limited. This study examines the relationship between artificial intelligence knowledge, perceptions of AI usefulness, and learning efficiency among university students. Using cross-sectional survey data fr…
Keywords: Artificial intelligence in education; AI literacy; learning efficiency; academic performance; higher education; generative AI
JOERAI 2026, 4(3), 22-30;
https://doi.org/10.58244/joerai.263887
Research Paper
A Project-Based Learning Method for Intelligent Security Face Recognition Systems Based on Cloud–Edge–Device Collaborative Architecture
Abstract: This paper takes the "Intelligent Security System V1.0" project, in which the author participated as a core R&D member, as the research object, and systematically reviews the complete research-based learning process from project initiation, literature review, technology selection, system architecture design, module development, integration testing, to final deployment and documentation. Rather than focusing on the theoretical derivation or code-level implementation details of a particular face recognition algorithm…
Keywords: Research-based learning intelligent security; edge computing; face recognition; system design; cloud–edge–device collaboration
JOERAI 2026, 4(3), 31-45;
https://doi.org/10.58244/joerai.263888
Research Paper
Lawn Image Semantic Segmentation Method Based on the Improved DeepLabV3+
Abstract: With the in-depth advancement of urbanization in China, the urban green area has gradually increased. The demand for its maintenance and management is also constantly rising. Lawn mowing, as a daily task with high repetition and high labor intensity, urgently needs an intelligent lawn mowing device to replace manual labor. Semantic segmentation technology, as the key technical basis of the perception system of intelligent lawn mowing robots, can accurately identify and distinguish different targets in the scene, an…
Keywords: Machine Vision; Image Semantic Segmentation; DeepLabV3+; Multi-scale Feature Integration; Attention Mechanism
JOERAI 2026, 4(3), 46-60;
https://doi.org/10.58244/joerai.263889
Research Paper
Bridging the Digital Divide: A Global Framework for Transitioning from ICT Literacy to Authentic Computer Science Education
Abstract: The persistent digital divide has evolved from a binary of access (haves vs. have-nots) to a nuanced spectrum of skills, ranging from basic Information and Communication Technology (ICT) literacy to the high-level abstraction and problem-solving inherent in Computer Science (CS) education. This review paper synthesizes three decades of research across educational technology, sociology, and computer science pedagogy to critically examine the gap between ICT literacy and authentic CS education. We propose a novel, gl…
Keywords: Digital divide; ICT literacy; computer science education; computational thinking; global education framework; K-12 pedagogy; educational equity
JOERAI 2026, 4(3), 61-68;
https://doi.org/10.58244/joerai.263890
Research Paper
Deep Learning-Based Grain Depot Fire Safety Early Warning IoT System: A CSITP Practice Under Industry-Education Integration
Abstract: Industry-education integration represents the core direction of higher engineering education reform in the new era. As a key carrier connecting classroom teaching with industrial practice, the College Students' Innovation Training Project (CSITP) serves as an important platform for cultivating interdisciplinary engineering innovation talents. To address the prominent “industry-education disconnect” problems commonly observed in current CSITP implementation—including topics detached from real industrial needs, weak…
Keywords: Industry-Education Integration; College Students' Innovation Training Project; Grain Depot Fire Safety; Deep Learning; PID Control
JOERAI 2026, 4(3), 69-83;
https://doi.org/10.58244/joerai.263891
Research Paper
Research on Film Damage Image Classification Based on Improved VGG16
Abstract: In this paper, an improved convolutional neural network based on VGG16 network model is proposed to solve the problems of whether the film image is damaged by the traditional method and the difficulty and low accuracy of the damage type. Use migration learning to prevent over-fitting due to a small number of data sets; The fusion of cross entropy loss function and center loss function can optimize multiple targets at the same time to get more accurate results. In order to effectively prevent the gradient explosion…
Keywords: VGG16; Convolution neural network Migration learning; Multi-loss function fusion BN layer
JOERAI 2026, 4(3), 84-96;
https://doi.org/10.58244/joerai.263892
Research Paper
The Impact of AI Large Language Models on Academic Education
Abstract: With the explosive development of generative AI large language models represented by ChatGPT and DeepSeek, the field of academic education is undergoing unprecedented systemic transformation. This study aims to explore the dual impact of AI large language models as a "new intellectual medium" on traditional educational paradigms, academic ethics, and talent cultivation objectives. The research finds that, on the positive side, large models accelerate the universalization of educational resources and the improvement…
Keywords: AI Large Language Models; Generative Artificial Intelligence; Academic Education; Digitalization of Education; Human-Machine Collaboration; Academic Ethics
JOERAI 2026, 4(3), 97-107;
https://doi.org/10.58244/joerai.263893
Research Paper
Learning Experience on Intelligent Security Face Recognition System Based on Edge Computing
Abstract: To address the latency, privacy, and performance issues of traditional centralized face recognition systems, edge computing offers an effective solution. This paper details my comprehensive involvement in developing an edge computing-based intelligent security face recognition system, a key project of the National College Students' Innovation and Entrepreneurship Training Program. Throughout the project lifecycle, I independently optimized an ECA-CNN-ViT hybrid model, constructed a three-layer cloud-edge-terminal a…
Keywords: Face Recognition; Deep Learning; Edge Computing; Model Lightweight; Learning Experience
JOERAI 2026, 4(3), 108-119;
https://doi.org/10.58244/joerai.263894
