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Agent-based simulation of unmanned aerial vehicles in civilian applications: A systematic literature review and research directions

机译:基于Agent的民用无人机仿真:系统的文献综述和研究方向

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Recently, the civilian applications of Unmanned Aerial Vehicles (UAVs) are gaining more interest in several domains. Due to operational costs, safety concerns, and legal regulations, Agent-Based Simulation (ABS) is commonly used to design models and conduct tests. This has resulted in numerous research works addressing ABS in civilian UAV applications. This paper aims to provide a comprehensive overview of the ABS contribution in civilian UAV applications by conducting a Systematic Literature Review (SLR) on the relevant research in the previous ten years. Following the SLR methodology, this objective is broken down into several research questions aiming to (i) understand the evolution of ABS use in civilian UAV applications and identify the related hot research topics, (ii) identify the underlying artificial intelligence systems used in the literature, (iii) understand how and when ABS is integrated in broader and more complex internet of things & ubiquitous computing environments, and (iv) identity the communication technologies, tools, and evaluation techniques used to design, implement, and test the proposed ABS models. From the SLR results, key research directions are highlighted including problems related to autonomy, explainability, security, flight duration, integration within smart cities, regulations, and validation & verification of the UAV behavior. (C) 2019 Elsevier B.V. All rights reserved.
机译:最近,无人飞行器(UAV)的民用应用在几个领域中越来越引起人们的兴趣。由于运营成本,安全问题和法律法规的限制,基于代理的仿真(ABS)通常用于设计模型和进行测试。这导致了许多针对民用无人机应用中的ABS的研究工作。本文旨在通过对过去十年中的相关研究进行系统文献综述(SLR),全面概述ABS在民用无人机应用中的贡献。遵循SLR方法,此目标分为几个研究问题,旨在(i)了解民用无人机应用中ABS使用的演变并确定相关的热门研究主题,(ii)确定文献中使用的基础人工智能系统;(iii)了解如何以及何时将ABS集成到更广泛,更复杂的物联网和普适计算环境中;以及(iv)识别用于设计,实施和测试建议的ABS模型的通信技术,工具和评估技术。从SLR的结果中,重点突出了主要的研究方向,包括与自治性,可解释性,安全性,飞行时间,智能城市内的集成,法规以及无人机行为的验证与验证有关的问题。 (C)2019 Elsevier B.V.保留所有权利。

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