Artificial intelligence (AI) advancements for transportation security: in-depth insights into electric and aerial vehicle systems

IF 4.2 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Environment, Development and Sustainability Pub Date : 2024-04-02 DOI:10.1007/s10668-024-04790-4
Gulshan Kumar, Ali Altalbe
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Abstract

The transformative advancements in transportation technology have brought forth electric and aerial vehicles (EnAVs) as revolutionizing modes of mobility. However, amidst the transformative potential of these vehicles, novel security challenges have emerged, demanding innovative solutions. This review paper delves into the critical intersection of artificial intelligence (AI) and transportation security, with a focus on EnAVs. It meticulously examines the evolving threat landscape within transportation technology and sheds light on the vulnerabilities inherent in these advanced vehicles. AI is positioned as a promising approach to address these challenges. This paper comprehensively explores the role of AI in enhancing security, encompassing image and video analysis for vehicle surveillance, natural language processing for cybersecurity, and reinforcement learning for decision-making and control. Additionally, it presents real-world applications of AI techniques, including intrusion detection, object tracking, sensor fusion, and predictive maintenance. Peering into the future, this review discusses the prospective horizons of AI in transportation security, including its integration with autonomous vehicles and the potential ramifications of quantum computing. By critically examining existing research, identifying gaps, and proposing directions for future exploration, this paper contributes to a holistic understanding of how AI can fortify the security of EnAVs, thus paving the way for safer and more resilient transportation systems.

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人工智能 (AI) 在运输安全方面的进步:深入了解电动和航空飞行器系统
交通技术的变革性进步带来了电动和空中交通工具(enav)作为革命性的交通方式。然而,在这些车辆具有变革潜力的同时,也出现了新的安全挑战,需要创新的解决方案。这篇综述论文深入探讨了人工智能(AI)和交通安全的关键交叉点,重点是enav。它细致地研究了运输技术中不断变化的威胁格局,并揭示了这些先进车辆固有的脆弱性。人工智能被定位为解决这些挑战的有希望的方法。本文全面探讨了人工智能在增强安全性方面的作用,包括用于车辆监控的图像和视频分析、用于网络安全的自然语言处理以及用于决策和控制的强化学习。此外,它还介绍了人工智能技术的实际应用,包括入侵检测、目标跟踪、传感器融合和预测性维护。展望未来,本文讨论了人工智能在交通安全方面的前景,包括与自动驾驶汽车的集成以及量子计算的潜在影响。通过严格审查现有研究,找出差距,并提出未来探索的方向,本文有助于全面了解人工智能如何加强enav的安全性,从而为更安全、更有弹性的交通系统铺平道路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Environment, Development and Sustainability
Environment, Development and Sustainability Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
10.20
自引率
6.10%
发文量
754
期刊介绍: Environment, Development and Sustainability is an international and multidisciplinary journal covering all aspects of the environmental impacts of socio-economic development. It is also concerned with the complex interactions which occur between development and environment, and its purpose is to seek ways and means for achieving sustainability in all human activities aimed at such development. The subject matter of the journal includes the following and related issues: -mutual interactions among society, development and environment, and their implications for sustainable development -technical, economic, ethical and philosophical aspects of sustainable development -global sustainability - the obstacles and ways in which they could be overcome -local and regional sustainability initiatives, their practical implementation, and relevance for use in a wider context -development and application of indicators of sustainability -development, verification, implementation and monitoring of policies for sustainable development -sustainable use of land, water, energy and biological resources in development -impacts of agriculture and forestry activities on soil and aquatic ecosystems and biodiversity -effects of energy use and global climate change on development and sustainability -impacts of population growth and human activities on food and other essential resources for development -role of national and international agencies, and of international aid and trade arrangements in sustainable development -social and cultural contexts of sustainable development -role of education and public awareness in sustainable development -role of political and economic instruments in sustainable development -shortcomings of sustainable development and its alternatives.
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