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EVATL: A novel framework for emergency vehicle communication with adaptive traffic lights for smart cities EVATL:智能城市中具有自适应交通灯的应急车辆通信新框架
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-10-15 DOI: 10.1049/smc2.12068
Ayush Dodia, Sumit Kumar, Ruchi Rani, Sanjeev Kumar Pippal, Pramoda Meduri

Fixed cycle traffic lights primarily regulate road traffic, in which traffic light control systems are for specific lanes or crossings in urban areas. Also, not being appropriately installed can prolong the congestion delay and unnecessarily long wait times for crossing intersections, which can cause emergency vehicles to become stuck at intersections. Adaptive signal timing management technique that is more computationally viable than current fixed cycle signal control systems and can improve network-wide traffic operations by reducing traffic delay and energy consumption. Even though specific adaptive control systems exist, there is no mechanism to communicate with emergency vehicles, which is crucial for smart cities. Motivated by this problem, a novel framework, Emergency Vehicle Adaptive Traffic Light (EVATL), is proposed for smart cities where an adaptive mode of operation for traffic lights is employed with emergency vehicle communication, improving their functioning and reducing overall congestion delay. EVATL detects emergency vehicle location using GPS with the Internet of Things(IoT), which integrates with traffic signals and works adaptively according to vehicle density at the traffic signal using YOLOv8. So, the primary goal of the proposed EVATL is to prioritise an emergency vehicle while simultaneously integrating adaptive traffic signals for smart cities. A GUI is developed for evaluating the proposed model by creating different scenarios for an adaptive traffic light and emergency vehicle communication. While analysing the simulation results of the proposed model EVATL, a clear improvement can be seen in the wait time of vehicles at a traffic light with the timely detection of an emergency vehicle at a set distance.

固定循环交通灯主要用于调节道路交通,其中交通灯控制系统用于城市地区的特定车道或交叉路口。此外,不适当的安装会延长拥堵延迟和不必要的长时间等待过十字路口,这可能导致紧急车辆被困在十字路口。自适应信号配时管理技术,它比当前的固定周期信号控制系统在计算上更可行,并且可以通过减少交通延迟和能源消耗来改善全网范围的交通运行。即使存在特定的自适应控制系统,也没有与应急车辆通信的机制,这对智能城市至关重要。针对这一问题,本文提出了一种新的框架——应急车辆自适应交通灯(Emergency Vehicle Adaptive Traffic Light, EVATL),用于智慧城市,在智慧城市中,应急车辆通信采用自适应的交通灯运行模式,提高其功能,减少整体拥堵延迟。EVATL利用GPS和物联网(IoT)检测紧急车辆位置,并与交通信号相结合,使用YOLOv8根据交通信号处的车辆密度自适应工作。因此,提出的EVATL的主要目标是优先考虑紧急车辆,同时为智慧城市集成自适应交通信号。通过为自适应交通灯和应急车辆通信创建不同的场景,开发了一个GUI来评估所提出的模型。通过对所提模型EVATL仿真结果的分析,可以看出,在设定距离上及时发现紧急车辆,可以明显改善车辆在红绿灯处的等待时间。
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引用次数: 0
Making cities smarter for an inclusive green transition towards a long-term sustainable development: A critical literature review 让城市更智能,实现包容性绿色转型,实现长期可持续发展:一篇批判性文献综述
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-10-13 DOI: 10.1049/smc2.12066
Faten Mostafa Hatem
This review critically approaches the literature on smart cities while describing the significance of more value‐based rationality and more reflexive practice for constructing smart cities, rethinking how human experiences are approached to improve it to be more balanced and engaging. This transition establishes a sense of place in the city necessary to enhance people's attitudes and overall well‐being. As the vision of smart cities promotes them as more liveable cities while focusing on achieving more efficient services, the review clarifies the need to improve the ability of smart cities to produce more engaging experiences to achieve long‐term sustainable development, planning and governance as part of their green transition. The authors promote innovative approaches to realising agendas of citizen engagement and sustainability by clarifying the potential of interdisciplinary cooperation among art, place and technology. This will help redefine progress in city development from merely enhancing basic functions to improving the human experience.
这篇综述批判性地探讨了智慧城市的文献,同时描述了更多基于价值的理性和更多反思性实践对建设智慧城市的重要性,重新思考如何接近人类经验以改善它,使其更加平衡和吸引人。这种转变在城市中建立了一种地方感,这对于提高人们的态度和整体幸福感是必要的。由于智慧城市的愿景将其提升为更宜居的城市,同时注重提供更高效的服务,因此,该报告明确了提高智慧城市能力的必要性,以提供更吸引人的体验,以实现长期可持续发展、规划和治理,作为其绿色转型的一部分。作者通过阐明艺术、地点和技术之间跨学科合作的潜力,促进了实现公民参与和可持续性议程的创新方法。这将有助于重新定义城市发展的进程,从仅仅增强基本功能到改善人类体验。
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引用次数: 0
The role of art in smart cities research and making 艺术在智慧城市研究和制作中的作用
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-09-13 DOI: 10.1049/smc2.12064
F. A. Faten Mostafa Hatem

This article promotes the role and importance of art in the research and making of smart cities. To elucidate the potential of using relational artworks for a more vibrant interaction in the city as well as various visuals in knowledge production and/or implications of overlooking them, a case study of Milton Keynes is presented in the article. Visual comparisons and analysis contributed to making the argument clearer by reflecting on the situation on the ground. Qualitative methods have been used for data collection and analysis, which included interviews, document analysis and on-field observations. The findings were presented under three main sections: Innovation in knowledge production, vocabulary and design, and art in Milton Keynes and Milton Keynes in art. The themes are used to clearly discuss the need for innovative methods in knowledge production and cities making while explaining the benefits of integrating art with science. By reflecting on the benefits of accommodating the need for effective communication, higher engagement and fulfilling experience in research and design of cities, the powers of visual and relational art are unpacked throughout the article. Thus, the role of art is introduced to be beyond that of decoration to help facilitate cities development and production.

这篇文章促进了艺术在智慧城市研究和建设中的作用和重要性。为了阐明在城市中使用关系艺术作品进行更有活力的互动的潜力,以及在知识生产中使用各种视觉效果和/或忽视它们的影响,文章中提出了米尔顿凯恩斯的案例研究。直观比较和分析反映了实地情况,有助于使论点更加清晰。数据收集和分析采用了定性方法,包括面谈、文件分析和实地观察。研究结果分为三个主要部分:知识生产的创新、词汇和设计、米尔顿凯恩斯的艺术和米尔顿凯恩斯的艺术。这些主题明确地讨论了在知识生产和城市建设中对创新方法的需求,同时解释了将艺术与科学相结合的好处。通过反思适应城市研究和设计中对有效沟通、更高参与度和充实体验的需求的好处,视觉和关系艺术的力量在整篇文章中都得到了揭示。因此,艺术的作用是超越装饰的,以帮助促进城市的发展和生产。
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引用次数: 0
Demonstration of a contactless waste collection system: A Japanese case study 非接触式废物收集系统的演示:日本案例研究
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-09-12 DOI: 10.1049/smc2.12065
Akihisa Ogawa, Andante Hadi Pandyaswargo, Ryota Tsubouchi, Hiroshi Onoda

The COVID-19 pandemic has increased the need for social distancing and improved sanitation to prevent the spread of infectious diseases. In the waste management sector, protecting the safety and health of waste collection labourer has become a priority. In Japan, the labour shortage problem and ageing demography have intensified the need for contactless waste collection technology. This study responds to this need by reviewing the global practice of smart waste collection technologies and observing the situation of the Japanese waste collection system through participant observation. Based on the identified trends and status, the authors developed a contactless waste collection system and tested it on an actual working site. The demonstration showed that the system could safely lift a 700 L waste container containing 212 kg of waste to the collection truck without human contact. Labourers can be reduced from 2 to 1 person to operate the collection truck. This study also discovered the smart bin's potential to motivate the reduction of packaging waste consumption.

COVID-19大流行增加了保持社交距离和改善卫生条件的必要性,以防止传染病的传播。在废物管理部门,保护废物收集工人的安全和健康已成为一个优先事项。在日本,劳动力短缺问题和人口老龄化加剧了对非接触式垃圾收集技术的需求。本研究通过回顾智能垃圾收集技术的全球实践,并通过参与式观察观察日本垃圾收集系统的情况,回应了这一需求。根据确定的趋势和现状,作者开发了一种非接触式废物收集系统,并在实际工作现场进行了测试。演示表明,该系统可以在无人接触的情况下安全地将一个装有212公斤废物的700升废物容器抬到收集车上。工人可以从2人减少到1人来操作收集车。这项研究还发现了智能垃圾箱的潜力,以激励减少包装废物的消耗。
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引用次数: 0
Leadership of urban digital innovation for public value: A competency framework 城市数字化创新的公共价值领导力:一个能力框架
IF 2.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-09-02 DOI: 10.1049/smc2.12063
Viviana Bastidas, Kwadwo Oti-Sarpong, Timea Nochta, Li Wan, Junqing Tang, Jennifer Schooling

Leading digital innovation projects in smart cities requires the right human resources with the right set of competencies. Such requirement is challenging because city managers and built environment professionals are traditionally trained and work in disciplinary and professional silos. This results in a lack of knowledge, abilities, and tools to produce optimal outcomes for communities across multiple sectors. Guided by a socio-technical and multidisciplinary approach, the DC2-CF framework is proposed to help urban planners identify, develop and expand the competencies they need to effectively steer responsible digital innovation and ensure public value creation. The DC2-CF proposes a digital innovation process model to facilitate the delivery of successful urban digital innovation projects based on the lessons learned from working with city digital leaders. In addition, the DC2-CF provides a delivery structure which identifies specific tasks, competencies, and roles necessary to enable the use off the innovation process model in practice and break down the professional silos currently existing in cities. The framework is envisioned to assist city planners in fostering leadership capacity in local authorities and the private sector in digital city development, contributing to enhancing collaborative working and effective public value creation.

智慧城市中领先的数字创新项目需要具备合适能力的合适人力资源。这样的要求是具有挑战性的,因为城市管理者和建筑环境专业人员传统上是在学科和专业竖井中训练和工作的。这导致缺乏知识、能力和工具,无法为跨多个部门的社区产生最佳结果。在社会技术和多学科方法的指导下,DC2 - CF框架旨在帮助城市规划者识别、发展和扩大他们有效引导负责任的数字创新和确保公共价值创造所需的能力。DC2‐CF提出了一个数字创新过程模型,根据与城市数字领导者合作的经验教训,促进成功的城市数字创新项目的交付。此外,DC2‐CF提供了一个交付结构,该结构确定了在实践中使用创新过程模型所需的具体任务、能力和角色,并打破了目前城市中存在的专业竖井。该框架旨在帮助城市规划者培养地方当局和私营部门在数字城市发展方面的领导能力,促进协同工作和有效的公共价值创造。
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引用次数: 0
‘Hot cities’ and their experiences and planning for rapid growth: An analysis of strategic planning documents “热点城市”及其经验与快速发展规划:战略规划文件分析
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-13 DOI: 10.1049/smc2.12061
Robert Hammarberg, Linda Highfield, Gretchen Walton, Paige Wermuth, Ann Bowman

City living is the new normal as more than half of the world's population resides in urban areas. How has this transition affected public health and urban planning departments, and how, if at all, are they recognizing its effects in their strategic planning documents? Using publicly available strategic planning documents from public health and urban planning departments among rapidly growing U.S. cities, keyword frequency and keywords-in-context/code frequency analyses were performed to address this question. The results indicated that urban planning departments recognize their city's growth and associated effects more frequently than public health departments. Although not all cities included in the study referenced their rapid population growth in their materials, those that did commonly noted its effects on demographic transition, infrastructure planning, and service delivery. Thus, indicating rapid population growth may impact these areas pertinent to public health and urban planning. Regardless of department, the areas least connected to rapid growth in the documents were budgeting and data; two topics indicated by the literature are important tools to address the effects of rapid population growth, signifying, among other things, the need to better utilize smart city initiatives such as real-time data sharing.

城市生活是新常态,因为世界上一半以上的人口居住在城市地区。这种转变是如何影响公共卫生和城市规划部门的?如果有的话,他们是如何在战略规划文件中认识到这种影响的?利用快速发展的美国城市公共卫生和城市规划部门提供的公开战略规划文件,对关键字频率和关键字上下文/代码频率进行了分析,以解决这一问题。结果表明,城市规划部门比公共卫生部门更频繁地认识到城市的增长及其相关影响。虽然并非所有参与研究的城市都在其材料中提到了人口的快速增长,但那些提到了人口快速增长的城市普遍指出了其对人口转型、基础设施规划和服务提供的影响。因此,人口的快速增长可能会影响到这些与公共卫生和城市规划有关的领域。无论哪个部门,与文件快速增长联系最少的领域是预算和数据;文献中指出的两个主题是解决人口快速增长影响的重要工具,这意味着,除其他事项外,需要更好地利用智能城市倡议,如实时数据共享。
{"title":"‘Hot cities’ and their experiences and planning for rapid growth: An analysis of strategic planning documents","authors":"Robert Hammarberg,&nbsp;Linda Highfield,&nbsp;Gretchen Walton,&nbsp;Paige Wermuth,&nbsp;Ann Bowman","doi":"10.1049/smc2.12061","DOIUrl":"10.1049/smc2.12061","url":null,"abstract":"<p>City living is the new normal as more than half of the world's population resides in urban areas. How has this transition affected public health and urban planning departments, and how, if at all, are they recognizing its effects in their strategic planning documents? Using publicly available strategic planning documents from public health and urban planning departments among rapidly growing U.S. cities, keyword frequency and keywords-in-context/code frequency analyses were performed to address this question. The results indicated that urban planning departments recognize their city's growth and associated effects more frequently than public health departments. Although not all cities included in the study referenced their rapid population growth in their materials, those that did commonly noted its effects on demographic transition, infrastructure planning, and service delivery. Thus, indicating rapid population growth may impact these areas pertinent to public health and urban planning. Regardless of department, the areas least connected to rapid growth in the documents were budgeting and data; two topics indicated by the literature are important tools to address the effects of rapid population growth, signifying, among other things, the need to better utilize smart city initiatives such as real-time data sharing.</p>","PeriodicalId":34740,"journal":{"name":"IET Smart Cities","volume":"5 3","pages":"220-229"},"PeriodicalIF":3.1,"publicationDate":"2023-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smc2.12061","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43996698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developing an integrated medication adherence system: Exploring the potential of i-Ware's augmented reality goggles and mobile application 开发一个综合的药物依从系统:探索i‐Ware增强现实护目镜和移动应用程序的潜力
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-11 DOI: 10.1049/smc2.12062
Aya Taghian, Ahmed H. Abd El-Malek, Mohammed S. Sayed, Mohammed Abo-Zahhad

Medical therapists often manage medications to improve therapeutic outcomes for their patients. For senior patients who take multiple drugs to manage various conditions, medication adherence is critical. To provide an immersive and engaging medication reminder experience, the authors propose i-Ware, a smart wearable m-Health (mobile health) device. The system's hardware and software were co-designed to meet non-functional requirements. The model reminds patients to take their medication, and the augmented reality goggles aid those who struggle to manage their medicine. The navigation features help users find their way home, and the audio feature reads out the date and time, useful for patients with low vision. The i-Ware system has the potential for real-world application and can significantly improve medication adherence. As an AR-enabled medicine reminder, i-Ware is an innovative solution for medication management in senior patients.

医学治疗师经常管理药物来改善患者的治疗效果。对于服用多种药物来治疗各种疾病的老年患者,药物依从性至关重要。为了提供一种身临其境的、引人入胜的药物提醒体验,作者提出了i - Ware,一种智能可穿戴的移动健康设备。该系统的硬件和软件是共同设计的,以满足非功能需求。这个模型提醒病人吃药,增强现实护目镜帮助那些难以管理药物的人。导航功能可以帮助用户找到回家的路,音频功能可以读出日期和时间,这对弱视患者很有用。i - Ware系统具有实际应用的潜力,可以显著提高药物依从性。i - Ware是一款基于AR功能的用药提醒系统,为老年患者的用药管理提供了创新的解决方案。
{"title":"Developing an integrated medication adherence system: Exploring the potential of i-Ware's augmented reality goggles and mobile application","authors":"Aya Taghian,&nbsp;Ahmed H. Abd El-Malek,&nbsp;Mohammed S. Sayed,&nbsp;Mohammed Abo-Zahhad","doi":"10.1049/smc2.12062","DOIUrl":"10.1049/smc2.12062","url":null,"abstract":"<p>Medical therapists often manage medications to improve therapeutic outcomes for their patients. For senior patients who take multiple drugs to manage various conditions, medication adherence is critical. To provide an immersive and engaging medication reminder experience, the authors propose i-Ware, a smart wearable m-Health (mobile health) device. The system's hardware and software were co-designed to meet non-functional requirements. The model reminds patients to take their medication, and the augmented reality goggles aid those who struggle to manage their medicine. The navigation features help users find their way home, and the audio feature reads out the date and time, useful for patients with low vision. The i-Ware system has the potential for real-world application and can significantly improve medication adherence. As an AR-enabled medicine reminder, i-Ware is an innovative solution for medication management in senior patients.</p>","PeriodicalId":34740,"journal":{"name":"IET Smart Cities","volume":"5 3","pages":"230-242"},"PeriodicalIF":3.1,"publicationDate":"2023-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smc2.12062","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41638105","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Energy balanced routing protocol based on improved particle swarm optimisation and ant colony algorithm for museum environmental monitoring of cultural relics 基于改进粒子群算法和蚁群算法的博物馆文物环境监测能量均衡路由协议
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-03 DOI: 10.1049/smc2.12060
Zhouzhou Liu, Yangmei Zhang, Han Peng

The environmental monitoring of cultural relics based on wireless sensor networks in museums demands for the transmission and processing of massive data, which in turn leads to problems, such as heavy network traffic, high time delay, and unbalanced node energy consumption. To solve these problems, an energy balanced routing protocol which can minimise the network energy consumption is proposed. The improved swarm intelligence optimisation algorithm which combined particle swarm optimisation with ant colony optimisation is adopted to construct an environmental monitoring system for cultural relics preservation. Simulation results show that the decrease of the path length for data transmission under the proposed algorithm is 2.5% higher than that of other classical algorithms, indicating that the proposed algorithm can effectively reduce the length of network path and improve the transmission performance of network system. In view of optimisation rounds and simulation time, the energy consumption of the network system under our algorithm is 57.5% less compared with other classical algorithms, and the average residual energy variance is 57.1% less. The cultural relics environmental monitoring system based on the proposed routing protocol has better network load balancing performance.

博物馆中基于无线传感器网络的文物环境监测需要海量数据的传输和处理,这反过来又导致了网络流量大、时延高、节点能耗不平衡等问题。为了解决这些问题,提出了一种能量平衡路由协议,该协议可以最大限度地减少网络能耗。采用粒子群优化与蚁群优化相结合的改进群智能优化算法,构建了文物保护环境监测系统。仿真结果表明,与其他经典算法相比,该算法的数据传输路径长度减少了2.5%,表明该算法可以有效地减少网络路径长度,提高网络系统的传输性能。从优化轮次和模拟时间来看,与其他经典算法相比,我们算法下的网络系统能耗降低了57.5%,平均剩余能量方差降低了57.1%。基于该路由协议的文物环境监测系统具有较好的网络负载均衡性能。
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引用次数: 0
Blockchain technology as an enabler for cross-sectoral systems integration for developing smart sustainable cities 区块链技术是发展智能可持续城市的跨部门系统集成的推动者
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-07-04 DOI: 10.1049/smc2.12059
Sarmad Khawaja, Vahid Javidroozi

Smart cities driven by modern technologies are the need of the day to alleviate the urbanisation challenges and improve the overall experience of the citizens. As the role of data-sharing to facilitate systems integration across city sectors for developing smart cities has grown ever so profoundly, there is a need for decentralisation, transparency, and openness in terms of integration of city sectors to have efficient data diffusion among them. This is extremely important as the requirements of smart sustainable cities are open data sharing to allow service providers to better serve the citizens. Blockchain technology offers these characteristics with the extremely important added advantage of maintaining data security via an immutable record. However, the notion of the use of Blockchain for smart sustainable cities is still in the early years and requires extensive efforts to research and test it. In this research, a state-of-the-art review is conducted to explore the usefulness of Blockchain technology in smart sustainable city development with a specific focus on cross-sectoral systems integration, highlighting the gaps in the existing body of knowledge. This leads to the proposal of a novel framework for the use of Blockchain for smart sustainable cities, linking together service providers and citizens.

由现代技术驱动的智慧城市是缓解城市化挑战和改善市民整体体验的需求。随着数据共享在促进城市各部门系统集成以发展智慧城市方面的作用日益深刻,需要在城市各部门集成方面实现分权、透明和开放,以实现数据在城市各部门之间的有效扩散。这一点非常重要,因为智能可持续城市的要求是开放数据共享,使服务提供商能够更好地为市民服务。区块链技术提供了这些特征,并具有通过不可变记录维护数据安全性的极其重要的附加优势。然而,将区块链用于智能可持续城市的概念仍处于早期阶段,需要进行广泛的研究和测试。在本研究中,进行了最先进的审查,以探索区块链技术在智能可持续城市发展中的有用性,特别关注跨部门系统集成,突出现有知识体系中的差距。这导致了一个将区块链用于智能可持续城市的新框架的提出,将服务提供商和公民联系在一起。
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引用次数: 0
Evaluation of practical edge computing CNN-based solutions for intelligent recycling bins 基于CNN的智能回收箱实用边缘计算解决方案的评估
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-06-07 DOI: 10.1049/smc2.12057
Xueying Li, Ryan Grammenos

Rapid economic growth has given rise to the urgent demand for more efficient waste recycling systems. An innovative smart recycling bin is proposed that automatically separates urban waste to increase the recycling rate. Over 1800 recycling waste images were collected and combined with an existing public dataset to train neural network classification models for two embedded systems, one incorporating a Jetson Nano and the other a K210 unit. The model developed reached an accuracy of 93.99% on the Jetson Nano and 94.61% on the K210. A user interface application was also designed to collect feedback from users during their interaction with the smart bin. In terms of power consumption, the system employing the Jetson Nano consumed 4.7 W, representing a 30% reduction in power consumption compared to previous work, while the K210 required just 0.89 W of power to operate. In summary, our work demonstrated a small-scale, fully functional prototype of an energy-efficient, high-accuracy smart recycling bin, with the potential of commercialisation for the purpose of improving urban waste recycling.

经济的快速增长引起了对更有效的废物回收系统的迫切需求。提出了一种创新的智能回收箱,可以自动分类城市垃圾,提高回收率。收集了超过1800张回收垃圾图像,并将其与现有的公共数据集相结合,以训练两个嵌入式系统的神经网络分类模型,一个包含Jetson Nano,另一个包含K210单元。该模型在Jetson Nano和K210上的准确率分别达到了93.99%和94.61%。还设计了一个用户界面应用程序,用于在用户与智能垃圾箱交互期间收集用户的反馈。在功耗方面,采用Jetson Nano的系统消耗4.7 W,与以前的工作相比减少了30%的功耗,而K210只需要0.89 W的功率。总之,我们的工作展示了一个小型、功能齐全的节能、高精度智能回收箱原型,具有商业化的潜力,可以改善城市废物的回收利用。
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引用次数: 0
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