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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jiarong Ren

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Review Open access Jul 2026

Context-Aware Crowd Management in Smart Cities: A Scenario-Driven Systematic Review of Sensing, Prediction, and Intervention

Following a rigorous PRISMA protocol, 107 primary empirical studies are synthesized to systematically review context-aware crowd technologies and propose four strategic directions to chart a deployment-oriented roadmap for the integrated Urban Brain.

Rong-Yong Zhao, Jiarong Ren, Cui-Ling Li · 0 citations

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