What question did this study set out to answer?

To establish and evaluate a four-module hierarchical collaborative optimization model that bridges fragmented course content and builds complex-system competency in engineering students.

August 16, 2026Advanced ElectromagneticsOpen Access

Hierarchical Collaborative Optimization Model for Landscape Engineering Curriculum Oriented to Cultivating Competency in Complex Systems

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Authors

XYX. YangJiangsu Vocational College of Medicine YCY. S. ChengNanjing Forestry University

Discussion

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Implication

Experimental study demonstrates enhanced knowledge integration and higher performance using a hierarchical optimization model, suggesting a scalable framework for complex engineering education.

Key Points

To establish and evaluate a four-module hierarchical collaborative optimization model that bridges fragmented course content and builds complex-system competency in engineering students.
Deconstructed course content into three hierarchical tiers (basic construction, system integration, and complex decision-making) using a knowledge-element semantic network and the Louvain algorithm.
Generated collaborative horizontal matrices using PageRank and dynamic Jaccard coefficients to bind related knowledge elements.
Implemented continuous teaching adjustments through weekly K-means clustering for front-end feedback and post-module multi-constraint genetic algorithms for back-end optimization.
The experimental cohort achieved an average score of 88.58 points.
Cross-knowledge collaborative calls increased by 174.8% in the experimental group compared with the control group.

Cite This Study

Yang et al. (2026) studied this question.

synapsesocial.com/papers/6a8179abf2fb91fc834aceee https://doi.org/10.7716/aem.v15i3.3506

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Implication

Experimental study demonstrates enhanced knowledge integration and higher performance using a hierarchical optimization model, suggesting a scalable framework for complex engineering education.

Hierarchical Collaborative Optimization Model for Landscape Engineering Curriculum Oriented to Cultivating Competency in Complex Systems

Discussion

Member takes

Implication

Key Points

Cite This Study

Hierarchical Collaborative Optimization Model for Landscape Engineering Curriculum Oriented to Cultivating Competency in Complex Systems

Discussion

Member takes

Implication

Key Points

Cite This Study

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