الملخص
Unmanned aerial vehicle (UAV) dispatch is beginning to move beyond isolated path planning and optimization-driven resource allocation toward system-level coordination supported by semantic reasoning and LLM-based interfaces. This survey provides a unified characterization of LLM-enabled UAV dispatch systems that bridges semantic intent, symbolic decision-making, and physical UAV execution. Rather than treating LLMs as standalone add-ons, we conceptualize them as a cross-layer semantic orchestration layer connecting human instructions, external solvers, and distributed control modules. We organize the literature into four representative dispatch paradigms: pipeline dispatch, global assignment dispatch, decentralized agentic dispatch, and divide-and-conquer dispatch. For each paradigm, we analyze its decision logic, system structure, control flow, representative methods, and potential LLM roles. We further examine how LLMs support semantic parsing, retrieval-grounded planning, solver orchestration, local agent reasoning, multi-agent coordination, safety assessment, and human-facing explanation. We discuss the implications of these paradigms for scalability, robustness, coordination burden, and verification requirements, and identify open challenges including latency-aware reasoning, grounding reliability, physical feasibility guarantees, edge deployment, privacy protection, and distributed consistency. This survey provides a system-level taxonomy and design perspective for integrating LLMs into safety-critical UAV dispatch systems.
الكلمات المفتاحية
الموضوع
بيانات النشر
- المجلة
- غير متاح
- وصول مفتوح
- وصول مفتوح أخضر
اقتبس هذه المقالة
APA 7
Han, X., Quan, A., Zhao, X., Kong, X., & Shen, G. (2026). LLM-Enabled UAV Dispatch: A System-Level Survey and Taxonomy. https://omanscience.com/ar/articles/llm-enabled-uav-dispatch-a-system-level-survey-and-taxonomy
MLA 9
Han, Xiao, et al. "LLM-Enabled UAV Dispatch: A System-Level Survey and Taxonomy." https://omanscience.com/ar/articles/llm-enabled-uav-dispatch-a-system-level-survey-and-taxonomy.
شيكاغو (المؤلف–التاريخ)
Han, Xiao, Aoyang Quan, Xiangyu Zhao, Xiangjie Kong, and Guojiang Shen. 2026. "LLM-Enabled UAV Dispatch: A System-Level Survey and Taxonomy." https://omanscience.com/ar/articles/llm-enabled-uav-dispatch-a-system-level-survey-and-taxonomy.
هارفارد
Han, X., Quan, A., Zhao, X., Kong, X. and Shen, G. (2026) 'LLM-Enabled UAV Dispatch: A System-Level Survey and Taxonomy', Available at: https://omanscience.com/ar/articles/llm-enabled-uav-dispatch-a-system-level-survey-and-taxonomy.
فانكوفر
Han X, Quan A, Zhao X, Kong X, Shen G. LLM-Enabled UAV Dispatch: A System-Level Survey and Taxonomy. https://omanscience.com/ar/articles/llm-enabled-uav-dispatch-a-system-level-survey-and-taxonomy
IEEE
X. Han, A. Quan, X. Zhao, X. Kong, and G. Shen, "LLM-Enabled UAV Dispatch: A System-Level Survey and Taxonomy," https://omanscience.com/ar/articles/llm-enabled-uav-dispatch-a-system-level-survey-and-taxonomy.