Machine Learning-Aided Operations and Communications of Unmanned Aerial Vehicles: A Contemporary Survey

IEEE Communications Surveys & Tutorials, Год журнала: 2023, Номер 26(1), С. 496 - 533

Опубликована: Сен. 11, 2023

Over the past decade, Unmanned Aerial Vehicles (UAVs) have provided pervasive, efficient, and cost-effective solutions for data collection communications. Their excellent mobility, flexibility, fast deployment enable UAVs to be extensively utilized in agriculture, medical, rescue missions, smart cities, intelligent transportation systems. Machine learning (ML) has been increasingly demonstrating its capability of improving automation operation precision many UAV-assisted applications, such as communications, sensing, collection. The ongoing amalgamation UAV ML techniques is creating a significant synergy empowering with unprecedented intelligence autonomy. This survey aims provide timely comprehensive overview used operations communications identify potential growth areas research gaps. We emphasize four key components which can significantly contribute, namely, perception feature extraction, interpretation regeneration, trajectory mission planning, aerodynamic control operation. classify latest popular tools based on their applications conduct gap analyses. also takes step forward by pointing out challenges upcoming realm ML-aided automated It revealed that different dominate modules While there an increasing trend cross-module designs, little effort devoted end-to-end framework, from extraction unveiled reliability trust require attention before full cooperation between humans come fruition.

Язык: Английский

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Revolutionizing Intelligent Transportation Systems with Cellular Vehicle-to-Everything (C-V2X) technology: Current trends, use cases, emerging technologies, standardization bodies, industry analytics and future directions

Vehicular Communications, Год журнала: 2023, Номер 43, С. 100638 - 100638

Опубликована: Июль 11, 2023

Язык: Английский

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From Efficiency to Sustainability: Exploring the Potential of 6G for a Greener Future

Sustainability, Год журнала: 2023, Номер 15(23), С. 16387 - 16387

Опубликована: Ноя. 28, 2023

This article provides a comprehensive examination of sustainable 6G wireless communication systems, addressing the urgent need for environmentally friendly and energy-efficient networks. The background establishes broader context significance study, emphasizing escalating concerns surrounding environmental impact energy consumption systems. purpose this study is to explore propose solutions methods employed in research encompass an analysis various strategies technologies, including energy-aware network design, dynamic power management, harvesting, green infrastructure deployment. main findings highlight effectiveness these approaches enhancing efficiency, reducing carbon footprint, optimizing resource management conclusions drawn from emphasize importance systems achieving more eco-friendly future. It crucial adopt practices minimize address increasing demands valuable insights researchers, industry practitioners, policymakers, aiding development implementation

Язык: Английский

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A Review on the Application of Internet of Medical Things in Wearable Personal Health Monitoring: A Cloud-Edge Artificial Intelligence Approach

IEEE Access, Год журнала: 2024, Номер 12, С. 21437 - 21452

Опубликована: Янв. 1, 2024

The advent of the fifth-generation mobile communication technology (5G) era has catalyzed significant advancements in medical diagnosis delivery, primarily driven by surge data from wearable Internet Medical Things (IoMT) devices. Nonetheless, IoMT paradigm grapples with challenges related to security, privacy, constrained computational capabilities at edge, and an inadequate architecture for handling traditionally error-prone data. In this context, our research offers: (1) exhaustive review large-scale propelled IoMT, (2) exploration prevailing cloud-edge Artificial Intelligence (AI) framework tailored (3) insight into application Edge Federated Learning (EFL) bolstering big analytics yield secure superior diagnostic outcomes. We place a particular emphasis on proliferation devices that incessantly stream data, either patients or healthcare institutions, centralized repositories. Furthermore, we introduce federated AI blueprint designed position resources proximate edge network, facilitating real-time feedback patients. conclude delineating prospective trajectories enhancing through integration.

Язык: Английский

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Integration of Electric Vehicles (EVs) with Electrical Grid and Impact on Smart Charging

International Journal of Multidisciplinary Sciences and Arts, Год журнала: 2023, Номер 2(2), С. 225 - 234

Опубликована: Дек. 20, 2023

Integrating Electric Vehicles (EVs) with the electrical grid is a pivotal aspect of modern transportation systems. This integration poses multifaceted challenges and opportunities, influencing grid's stability, energy management, environmental sustainability. Smart charging solutions emerge as crucial mechanism to address these by optimizing patterns, balancing demand, maximizing renewable utilization. abstract delves into impacts EV-grid integration, exploring interplay between smart dynamics while considering implications for infrastructure, user behavior, impact. It also provides concise overview EV integration's key issues. highlights role technologies in addressing them paving way sustainable future energy.

Язык: Английский

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From Food Industry 4.0 to Food Industry 5.0: Identifying technological enablers and potential future applications in the food sector

Comprehensive Reviews in Food Science and Food Safety, Год журнала: 2024, Номер 23(6)

Опубликована: Окт. 22, 2024

Abstract Although several food‐related fields have yet to fully grasp the speed and breadth of fourth industrial revolution (also known as Industry 4.0), growing literature from other sectors shows that 5.0 (referring fifth revolution) is already underway. Food 4.0 has been characterized by fusion physical, digital, biological advances in food science technology, whereas future could be seen a more holistic, multidisciplinary, multidimensional approach. This review will focus on identifying potential enabling technologies harnessed shape coming years. We state‐of‐the‐art studies use innovative various agriculture applications over last 5 In addition, opportunities challenges highlighted, directions conclusions drawn. Preliminary evidence suggests outcome an evolutionary process not revolution, often claimed. Our results show regenerative and/or conversational artificial intelligence, Internet Everything, miniaturized nanosensors, 4D printing beyond, cobots advanced drones, edge computing, redactable blockchain, metaverse immersive techniques, cyber‐physical systems, digital twins, sixth‐generation wireless beyond are likely among main driving 5.0. framework, vision, value becoming popular research topics academic fields, agri‐food sector just started embrace some aspects dimensions

Язык: Английский

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Blockchain and 6G-Enabled IoT

Inventions, Год журнала: 2022, Номер 7(4), С. 109 - 109

Опубликована: Ноя. 28, 2022

Ubiquitous computing turns into a reality with the emergence of Internet Things (IoT) adopted to connect massive numbers smart and autonomous devices for various applications. 6G-enabled IoT technology provides platform information collection processing at high speed low latency. However, there are still issues that need be addressed in an extended connectivity environment, particularly security privacy domain challenges. In addition, traditional centralized architecture is often unable address problems associated access control management, interoperability different devices, possible existence single point failure, extensive computational overhead. Considering evolution decentralized mechanisms, it necessary provide robust IoT-enabled industrial The blockchain has changed way shared. Blockchain can establish trust secure distributed while eliminating third-party authorities. We believe coalition potentially many problems. This paper dedicated discussing advantages, challenges, future research directions integrating applications such as homes, cities, healthcare, supply chain, vehicle automation, etc.

Язык: Английский

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Telemedicine and Smart Healthcare—The Role of Artificial Intelligence, 5G, Cloud Services, and Other Enabling Technologies

International Journal of Communications Network and System Sciences, Год журнала: 2023, Номер 16(03), С. 31 - 51

Опубликована: Янв. 1, 2023

This paper discusses telemedicine and the employment of advanced mobile technologies in smart healthcare delivery. It covers technological advances connected healthcare, including roles artificial intelligence, machine learning, 5G IoT platforms, other enabling technologies. also presents challenges potential risks that could arise from delivering services. Healthcare delivery is witnessing revolutions engineered by developments connectivity plethora applications, sensors, devices, equipment go along with it. Human society evolving fast response to these developments, which are pushing connectivity-providing sector create adopt new waves network Consequently, communications have been introduced into system many novel applications developed make it easier for sharing data various forms volumes within health-related These made possible be effectively adopted. provides an overview some recent space telemedicine.

Язык: Английский

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Driving innovation in energy and telecommunications: next-generation energy storage and 5G technology for enhanced connectivity and energy solutions

International Journal of Management & Entrepreneurship Research, Год журнала: 2024, Номер 6(5), С. 1581 - 1597

Опубликована: Май 12, 2024

Driving innovation in energy and telecommunications involves leveraging next-generation storage 5G technology to enhance connectivity solutions. This review explores the intersection of these two domains, highlighting importance advancements for a sustainable connected future. Energy is crucial balancing supply demand electricity modern power systems. Traditional methods, such as batteries pumped hydro, have limitations terms scalability, efficiency, cost-effectiveness. Next-generation technologies, including advanced batteries, hydrogen storage, thermal offer promising solutions overcome limitations. These technologies enable efficient at scale, facilitating integration renewable sources like solar wind into grid. By storing excess generated during periods low demand, systems ensure reliable stable supply, reducing reliance on fossil fuels lowering greenhouse gas emissions. In parallel, evolution technology, particularly advent networks, revolutionizing communication. offers significantly higher data transfer speeds, lower latency, increased network capacity compared its predecessors. capabilities are essential supporting emerging Internet Things (IoT), autonomous vehicles, smart grids. With 5G-enabled IoT devices, utilities can monitor consumption real-time, optimize grid operations, detect respond faults more efficiently. Moreover, enhances efficiency reliability by enabling seamless communication between distributed resources operators. The convergence presents numerous opportunities driving both sectors. One key areas development equipped with connectivity. autonomously adjust their operation based conditions, weather forecasts, patterns, optimizing distribution real-time. Furthermore, management algorithms artificial intelligence (AI) machine learning (ML) usage further improving Another area lies microgrids. Microgrids localized that operate independently or conjunction main combining communication, microgrids provide reliable, clean, resilient remote urban areas. also facilitate peer-to-peer trading, allowing consumers buy sell within communities, fostering independence sustainability. battery solid-state flow enhancing performance Solid-state density, faster charging rates, improved safety conventional lithium-ion batteries. Flow other hand, scalability long-duration capabilities, making them suitable grid-scale applications. Integrating monitoring control overall resilience flexibility infrastructure. addition technological advancements, requires collaboration among various stakeholders, policymakers, regulators, industry players, research institutions. Policies regulations should incentivize deployment infrastructure, promote interoperability standards, privacy security. Public-private partnerships investment innovative solutions, while initiatives spur advancements. through building sustainable, connected, systems, grids, we usage, reduce carbon emissions, our Collaboration across sectors unlocking full potential transformative achieving brighter, future generations come. Keywords: Innovation, Energy, Telecommunications, Next-Generation, Enhanced

Язык: Английский

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Utilizing Ubiquitous Learning to Foster Sustainable Development in Rural Areas: Insights from 6G Technology

Computers in Human Behavior, Год журнала: 2024, Номер 161, С. 108418 - 108418

Опубликована: Авг. 23, 2024

Rural education frequently grapples with demanding situations such as isolation, confined assets, and a virtual divide. The emergence of the sixth generation (6G) era, characterized by its speedy connectivity, minimal latency, robust reliability, stands out beacon desire, promising to revolutionize these educational landscapes adopting ubiquitous Learning (U-Learning) environments. This research delves into transformative skills 6G in rural schooling through U-Learning. It highlights 6G's position ensuring identical entry advanced instructional materials, fostering immersive tailored learning stories, permitting immediate interplay within school rooms. Employing combined-methods framework, this look intertwines an in-depth literature assessment empirical inquiries, case studies, surveys, dialogues critical stakeholders. scrutinizes prevailing pastoral training, technological advancements, conditions for deploying green U-Learning ecosystems. findings indicated significant improvements resource access, student engagement, outcomes due implementing technology. key benefits observed were high-speed reduced enhanced facilitating more interactive experiences. emerges pivotal pressure reshaping education, addressing essential problems accessibility, pupil academic excellence. Achieving vision needs concerted efforts infrastructure improvement, programming 6G, collaborative endeavors amongst all Future should focus on developing specific deployment strategies programs unique populations.

Язык: Английский

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