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An Ultralytics YOLOv8-Based Approach for Road Detection in Snowy Environments in the Arctic Region of Norway 被引量:2
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作者 Aqsa Rahim Fuqing Yuan Javad Barabady 《Computers, Materials & Continua》 2025年第6期4411-4428,共18页
In recent years,advancements in autonomous vehicle technology have accelerated,promising safer and more efficient transportation systems.However,achieving fully autonomous driving in challenging weather conditions,par... In recent years,advancements in autonomous vehicle technology have accelerated,promising safer and more efficient transportation systems.However,achieving fully autonomous driving in challenging weather conditions,particularly in snowy environments,remains a challenge.Snow-covered roads introduce unpredictable surface conditions,occlusions,and reduced visibility,that require robust and adaptive path detection algorithms.This paper presents an enhanced road detection framework for snowy environments,leveraging Simple Framework forContrastive Learning of Visual Representations(SimCLR)for Self-Supervised pretraining,hyperparameter optimization,and uncertainty-aware object detection to improve the performance of YouOnly Look Once version 8(YOLOv8).Themodel is trained and evaluated on a custom-built dataset collected from snowy roads in Tromsø,Norway,which covers a range of snow textures,illumination conditions,and road geometries.The proposed framework achieves scores in terms of mAP@50 equal to 99%and mAP@50–95 equal to 97%,demonstrating the effectiveness of YOLOv8 for real-time road detection in extreme winter conditions.The findings contribute to the safe and reliable deployment of autonomous vehicles in Arctic environments,enabling robust decision-making in hazardous weather conditions.This research lays the groundwork for more resilient perceptionmodels in self-driving systems,paving the way for the future development of intelligent and adaptive transportation networks. 展开更多
关键词 Autonomous vehicles self-driving vehicles road detection snow-covered roads YOLOv8 road detection using segmentation
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Research on the Influencing Factors of China's Cross-border E-commerce Exports to Countries Along the“Belt and Road” 被引量:1
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作者 Xinhao Zhao 《Proceedings of Business and Economic Studies》 2025年第2期321-325,共5页
Cross-border e-commerce,as a new form of international trade,has shown great development potential in the context of the“Belt and Road”initiative.Based on the cross-border e-commerce export data from 2015 to 2024,th... Cross-border e-commerce,as a new form of international trade,has shown great development potential in the context of the“Belt and Road”initiative.Based on the cross-border e-commerce export data from 2015 to 2024,this paper analyzes the influencing factors of China's cross-border e-commerce exports to countries along the“Belt and Road”by constructing an econometric model.The study found that factors such as the perfection of digital infrastructure,the efficiency of logistics and transportation,the convenience of payment and settlement,and the penetration rate of consumers online shopping significantly affect the export scale of cross-border e-commerce.Institutional factors such as the development level of e-commerce platforms in countries along the route,market access thresholds,and tariff policies also play an important role.Based on the research results,suggestions are put forward to strengthen the construction of cross-border payment system,optimize the logistics distribution network,promote customs clearance facilitation,and deepen cooperation in the field of e-commerce,to provide references for promoting the development of China's crossborder e-commerce exports to countries along the“Belt and Road.” 展开更多
关键词 The Belt and road Cross-border e-commerce Export trade Influencing factor
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Erosion on marginal slopes of unpaved roads in semi-arid Brazil,and the role of Caatinga vegetation in sediment retention and disconnectivity
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作者 Teresa Raquel Lima FARIAS Maria Thereza Rocha CHAVES +3 位作者 Cicero Lima de ALMEIDA Pedro Henrique Augusto MEDEIROS José Carlos de ARAÚJO Joaquín NAVARRO-HEVIA 《Journal of Arid Land》 2025年第4期500-514,共15页
Vegetation plays a major role in soil protection against erosion effects,and studies have also highlighted its importance in retaining sediments from roadside slopes.Yet,hydro-sedimentological studies under natural pr... Vegetation plays a major role in soil protection against erosion effects,and studies have also highlighted its importance in retaining sediments from roadside slopes.Yet,hydro-sedimentological studies under natural precipitation conditions are still scarce in semi-arid areas due to difficulties in monitoring the few and very concentrated precipitation events.Quantifying sediment connectivity and yield at watershed scale,often highly impacted by the erosion of unpaved roads,is necessary for management plans.This study aims to evaluate the efficiency of native vegetation on roadside slope segments in Caatinga biome in retaining sediments and conserving the soil in a semi-arid area of Brazil.Surface runoff,sediment concentration,and yield measurements were measured from 34 natural precipitation events in four years on two slopes with and without vegetation.The runoff coefficients of the plot with no vegetation varied from 3.0%to 58.0%,while in the vegetated plot,they showed variation from 1.0%to 21.0%.The annual specific sediment yield ranged from 4.6 to 138.7 kg/(hm^(2)•a)for the vegetated plot and from 34.9 to 608.5 kg/(hm^(2)•a)for the unvegetated one.These results indicate a 4 to 12 times higher soil loss on the unvegetated slope in relation to the vegetated one and demonstrate that natural Caatinga vegetation acts as an effective barrier against surface-transported sediments.Moreover,natural Caatinga vegetation present on the slope plays an important role in breaking connectivity between sediment flows from unpaved roads and the watershed drainage system.These findings indicate that investments in unpaved road and roadside slope restoration,not only enhance road infrastructure but also promote environmental gains by reducing the impact of erosion. 展开更多
关键词 erosion control road erosion road slopes road impact sediment retention slope restoration
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Riding on Four Lanes How a 10-km road expansion project will transform lives in Rwanda’s Masaka and beyond
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作者 《ChinAfrica》 2025年第11期42-43,共2页
For the people of Masaka,Kabuga and Muyumbu in Rwanda,the daily commute often takes longer than it should.A stretch of just 10 km along the Prince House-Giporoso-Masaka road can take half an hour during peak hours.The... For the people of Masaka,Kabuga and Muyumbu in Rwanda,the daily commute often takes longer than it should.A stretch of just 10 km along the Prince House-Giporoso-Masaka road can take half an hour during peak hours.The narrow two-lane artery,clogged with long-haul trucks from the Rwanda-Tanzania border and commuter traffic,has long tested the patience of drivers and pedestrians alike.In May,a long-awaited announcement finally arrived.Rwanda’s Ministry of Infrastructure confirmed plans to expand the road from two lanes to four,adding a 1.2-km flyover at Giporoso-Remera and an underpass to keep tra"c flowing smoothly.The$60.5 million(Rwf86 billion)project will be fully funded by China,a testament to the deepening friendship and cooperation between the two nations.For many residents,it signals the end of years of lost time and daily frustration. 展开更多
关键词 Muyumbu Rwanda Masaka traffic congestion road expansion daily commute expand road Kabuga
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Modelling of Daily Long-Term Urban Road Traffic Flow Distribution: A Poisson Process Approach
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作者 Jojo D. Lartey 《Open Journal of Modelling and Simulation》 2025年第1期89-105,共17页
Road traffic flow forecasting provides critical information for the operational management of road mobility challenges, and models are used to generate the forecast. This paper uses a random process to present a novel... Road traffic flow forecasting provides critical information for the operational management of road mobility challenges, and models are used to generate the forecast. This paper uses a random process to present a novel traffic modelling framework for aggregate traffic on urban roads. The main idea is that road traffic flow is random, even for the recurrent flow, such as rush hour traffic, which is predisposed to congestion. Therefore, the structure of the aggregate traffic flow model for urban roads should correlate well with the essential variables of the observed random dynamics of the traffic flow phenomena. The novelty of this paper is the developed framework, based on the Poisson process, the kinematics of urban road traffic flow, and the intermediate modelling approach, which were combined to formulate the model. Empirical data from an urban road in Ghana was used to explore the model’s fidelity. The results show that the distribution from the model correlates well with that of the empirical traffic, providing a strong validation of the new framework and instilling confidence in its potential for significantly improved forecasts and, hence, a more hopeful outlook for real-world traffic management. 展开更多
关键词 Poisson Process Macroscopic Traffic Flow Urban road Long-Term Forecast Multiple Entries-Exits Dynamics
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How Do Chinese Enterprises Achieve Steady Growth in the Construction of the Belt and Road?
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作者 Wan Zewei Liu Wenyu +1 位作者 Wang Yiming Duan Chaoqun 《China's Foreign Trade》 2025年第2期16-19,共4页
In the 12 years since the Belt and Road Initiative was first proposed,many Chinese enterprises have made fruitful achievements in the participating countries of the Belt and Road Initiative.
关键词 Chinese enterprises belt road CONSTRUCTION belt road initiative steady growth participating countries
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Lost Silk Road cities in Central Asian mountains
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作者 郭歌 《疯狂英语(新悦读)》 2025年第3期13-15,75,共4页
1 Researchers have discovered the remains of ancient cities located above the ancient Silk Road in the rocky mountains of southeastern Uzbekistan.The groundbreaking discovery,made possible by new drone‑based lidar(激... 1 Researchers have discovered the remains of ancient cities located above the ancient Silk Road in the rocky mountains of southeastern Uzbekistan.The groundbreaking discovery,made possible by new drone‑based lidar(激光雷达)technology,challenges long‑held assumptions that urban life was rarely seen in the remote mountains of Central Asia. 展开更多
关键词 urban life Silk road silk road ancient cities MOUNTAINS central Asia drone based lidar
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Dynamic Route Optimization for Multi-Vehicle Systems with Diverse Needs in Road Networks Based on Preference Games
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作者 Jixiang Wang Jing Wei +2 位作者 Siqi Chen Haiyang Yu Yilong Ren 《Computers, Materials & Continua》 2025年第6期4167-4192,共26页
The real-time path optimization for heterogeneous vehicle fleets in large-scale road networks presents significant challenges due to conflicting traffic demands and imbalanced resource allocation.While existing vehicl... The real-time path optimization for heterogeneous vehicle fleets in large-scale road networks presents significant challenges due to conflicting traffic demands and imbalanced resource allocation.While existing vehicleto-infrastructure coordination frameworks partially address congestion mitigation,they often neglect priority-aware optimization and exhibit algorithmic bias toward dominant vehicle classes—critical limitations in mixed-priority scenarios involving emergency vehicles.To bridge this gap,this study proposes a preference game-theoretic coordination framework with adaptive strategy transfer protocol,explicitly balancing system-wide efficiency(measured by network throughput)with priority vehicle rights protection(quantified via time-sensitive utility functions).The approach innovatively combines(1)a multi-vehicle dynamic routing model with quantifiable preference weights,and(2)a distributed Nash equilibrium solver updated using replicator sub-dynamic models.The framework was evaluated on an urban road network containing 25 intersections with mixed priority ratios(10%–30%of vehicles with priority access demand),and the framework showed consistent benefits on four benchmarks(Social routing algorithm,Shortest path algorithm,The comprehensive path optimisation model,The emergency vehicle timing collaborative evolution path optimization method)showed consistent benefits.Results showthat across different traffic demand configurations,the proposed method reduces the average vehicle traveling time by at least 365 s,increases the road network throughput by 48.61%,and effectively balances the road loads.This approach successfully meets the diverse traffic demands of various vehicle types while optimizing road resource allocations.The proposed coordination paradigm advances theoretical foundations for fairness-aware traffic optimization while offering implementable strategies for next-generation cooperative vehicle-road systems,particularly in smart city deployments requiring mixed-priority mobility guarantees. 展开更多
关键词 Preference game vehicle road coordination large-scale road network different needs dynamic route selection
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Global Dialogue on Civilisational Inheritance and the Digital Silk Road
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《International Understanding》 2025年第2期16-17,共2页
On the afternoon of May 30,the parallel forum"Global Dialogue on Civilisational Inheritance and the Digital Silk Road,"as part of the 4th Dialogue on Exchanges and Mutual Learning among Civilisations,was hel... On the afternoon of May 30,the parallel forum"Global Dialogue on Civilisational Inheritance and the Digital Silk Road,"as part of the 4th Dialogue on Exchanges and Mutual Learning among Civilisations,was held in Dunhuang.The forum focused on key areas of Silk Road civilisation studies in the new era under the theme"Carrying Forward the Silk Road Spirit and Pooling Strength for the Implementation of the Global Civilisation Initiative."Discussions centred on topics such as humanistic research on the Digital Silk Road,translation studies of cultural heritage,and archaeological studies of Silk Road sites,providing a platform for experts and scholars to exchange ideas and share achievements,and working to build a strong synergy for exchanges and mutual learning among civilisations. 展开更多
关键词 Digital Silk road silk road global dialogue civilisational inheritance exchanges mutual learning humanistic research parallel forumglobal Dunhuang
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Commemorative Prints Special editions of China Report ASEAN and Champa unveiled at the China-Laos Cultural Road Dialogue in Vientiane
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作者 Gao Yuan 《China Report ASEAN》 2025年第2期58-59,共2页
On the morning of January 15,the China-Laos Cultural Road Dialogue took place in Vientiane,Laos.A ceremony was held during the event to release the January 2025 special editions of China Report ASEAN(an English journa... On the morning of January 15,the China-Laos Cultural Road Dialogue took place in Vientiane,Laos.A ceremony was held during the event to release the January 2025 special editions of China Report ASEAN(an English journal)and Champa(a Chinese-Lao bilingual journal named after the national flower of Laos which is considered a symbol of sincerity and joy).Part of the 2025“One River,One Family”Spring Festival cultural series in Laos,the event was supervised by China International Communications Group(CICG),the Chinese Embassy in Laos,and China State Railway Group Company,hosted by the Publicity Department of the CPC Yunnan Provincial Committee and the Publicity Department of the Central Committee of the Lao People’s Revolutionary Party(LPRP),and organized by CICG Asia-Pacific,Yunnan Daily,Yunnan International Communication Center for South and Southeast Asia,Pasaxon(“The People”newspaper in Laos),and China Railway Kunming Group. 展开更多
关键词 journal road edition
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Stories of Infrastructure-Driven Development in the Belt and Road
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作者 Ai Xianghua 《Contemporary World》 2025年第4期49-52,共4页
Since its inception,the Belt and Road Initiative(BRI)has emerged as a global platform for international cooperation,with infrastructure connectivity at its core.Infrastructure,often referred to as the“lifeblood”of e... Since its inception,the Belt and Road Initiative(BRI)has emerged as a global platform for international cooperation,with infrastructure connectivity at its core.Infrastructure,often referred to as the“lifeblood”of economic and social development,plays a pivotal role in breaking bottlenecks,bridging regional gaps,and driving inclusive growth-particularly in developing regions where inadequate infrastructure has long hindered progress. 展开更多
关键词 Belt road Initiative INFRASTRUCTURE international cooperation economic development social development regional gaps breaking bottlenecksbridging belt road initiative bri
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Multifaceted sensor-based approach for road quality assessment in the Indian road scenario
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作者 Anupama Jawale Amiya Kumar Tripathy 《Journal of Road Engineering》 2025年第3期414-426,共13页
This study aims to explore the feasibility of conducting supervised classification of road barriers in a practical context through the utilization of diverse data collection methods.These methods encompass acceleromet... This study aims to explore the feasibility of conducting supervised classification of road barriers in a practical context through the utilization of diverse data collection methods.These methods encompass accelerometer,ultrasonic,GPS,and real-time clock sensors,which collectively contribute to a comprehensive analysis of the subject matter.This study primarily focuses on the highways of India,along with urban and semi-urban areas,as its central subject of investigation.In order to facilitate the collection of data from these sensors,a mobile application referred to as DC has been meticulously developed.In this study,the data collected from the sensors undergo a transformation process to create a fuzzy dataset.This is achieved through the application of min-max normalization followed by fuzzification techniques.A variety of methodologies for measuring distance have been established,each aimed at achieving optimal classification outcomes.One of the primary objectives is to establish comprehensive standards for assessing the condition of roadways,considering a multitude of factors,including the overall length of the road and the extent of any damage present.This study conducts a comprehensive comparative analysis of all distance metrics employed for the classification of road impediments.The findings reveal promising results regarding accuracy,demonstrating an approximate range between 98%and 99%.Furthermore,to facilitate the observation of outcomes in real time,a visualization tool is currently under development.This tool aims to display road obstructions on maps,enhancing the user's ability to navigate and understand the current traffic conditions effectively. 展开更多
关键词 CLASSIFICATION road obstacles RQI SENSORS
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BIM Application in Road Construction Sector of Developing Countries
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作者 Shuxing Kang 《Journal of World Architecture》 2025年第3期109-115,共7页
Road construction plays a vital role in the social and economic development of developing countries.However,it is often constrained by financial limitations,maintenance challenges,and environmental concerns.Building I... Road construction plays a vital role in the social and economic development of developing countries.However,it is often constrained by financial limitations,maintenance challenges,and environmental concerns.Building Information Modelling(BIM)presents a transformative opportunity to improve road construction efficiency,cost-effectiveness,and sustainability by enabling digital collaboration,lifecycle management,and data-driven decision making.This paper examines the current state of BIM application in the road construction sector of developing countries,focusing on lifecycle integration,economic and operational benefits,and key barriers to adoption.Findings indicate that BIM can enhance project outcomes in whole project life.However,challenges such as high initial costs,lack of skilled personnel,and insufficient policy support hinder widespread adoption.Moreover,the underutilization of BIM in the operational phase leads to unsatisfied returns on investment.The study highlights the critical role of government policies in driving BIM implementation,particularly in public-sector road projects.Recommendations include fostering BIM standards,investing in workforce training,and developing localized BIM solutions to maximize long-term benefits for developing nations. 展开更多
关键词 BIM road Construction APPLICATION
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BIM Application in Road Construction Sector of Developing Countries
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作者 Shuxing Kang 《Journal of Architectural Research and Development》 2025年第4期154-160,共7页
Road construction plays a vital role in the social and economic development of developing countries.However,it is often constrained by financial limitations,maintenance challenges,and environmental concerns.Building I... Road construction plays a vital role in the social and economic development of developing countries.However,it is often constrained by financial limitations,maintenance challenges,and environmental concerns.Building Information Modelling(BIM)presents a transformative opportunity to improve road construction efficiency,cost-effectiveness,and sustainability by enabling digital collaboration,lifecycle management,and data-driven decision-making.This paper examines the current state of BIM application in the road construction sector of developing countries,focusing on lifecycle integration,economic and operational benefits,and key barriers to adoption.Findings indicate that BIM can enhance project outcomes in whole project life.However,challenges such as high initial costs,lack of skilled personnel,and insufficient policy support hinder widespread adoption.Moreover,the underutilization of BIM in the operational phase leads to unsatisfied returns on investment.The study highlights the critical role of government policies in driving BIM implementation,particularly in public-sector road projects.Recommendations include fostering BIM standards,investing in workforce training,and developing localized BIM solutions to maximize long-term benefits for developing nations. 展开更多
关键词 BIM road construction APPLICATION
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CNIE Delegation Visited Madagascar and Hosted"Silk Road People-to-People Connectivity"China-Madagascar Exchange Meeting on Cooperation
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《International Understanding》 2025年第2期43-45,共3页
At the invitation of the Madagascar-China Friendship Group of the National Assembly of Madagascar,Li Jun,former Vice-Minister of the International Department of the CPC Central Committee and Vice-President of CNIE,led... At the invitation of the Madagascar-China Friendship Group of the National Assembly of Madagascar,Li Jun,former Vice-Minister of the International Department of the CPC Central Committee and Vice-President of CNIE,led a sixmember delegation to visit Madagascar from May 11th to 14th,2025.During the delegation's visit,Justin Tokely,Speaker of the National Assembly of Madagascar and Razafinarivo Augustin,Deputy Speaker met with the delegation.The delegation exchanged views with Rafidi,Director of the Madagascar Economic Development Bureau as well as leaders of local NGOs on Belt and Road cooperation and peopleto-people exchanges. 展开更多
关键词 CNI delegation National Assembly Madagascar Silk road people people connectivity Madagascar visit Belt road cooperation meeting China Madagascar exchange
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Research on the Current Status and Development Trends of Talent in Energy Construction within the Belt and Road Initiative
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作者 Yu Xiaozhong Chen Junyu +3 位作者 Ge Chang Pan Rui Xiang Man Zhang Linyuan 《China Oil & Gas》 2025年第3期67-74,共8页
As energy cooperation under the Belt and Road Initiative continues to deepen,both traditional and new energy projects require a diverse range of talents in fields such as engineering technology,management,environmenta... As energy cooperation under the Belt and Road Initiative continues to deepen,both traditional and new energy projects require a diverse range of talents in fields such as engineering technology,management,environmental protection,and finance.However,the current talent supply faces structural deficiencies,including a lack of international perspective among local talent,a shortage of interdisciplinary talents,and an inadequate framework for transnational mobility and educational cooperation,which severely constrains project implementation efficiency. 展开更多
关键词 traditional new energy projects Belt road Initiative energy cooperation international perspective structural deficiencies belt road initiative talent supply energy construction
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A Critical Discourse Analysis on Japanese Media Coverage of the Belt and Road Initiative
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作者 WANG Yunjiao 《Cultural and Religious Studies》 2025年第2期53-57,共5页
This study analyzes 81 NHK(Japan Broadcasting Corporation)reports on the Belt and Road Initiative(BRI)from January 2020 to January 2024.It examines the changing themes,strategies,and attitudes towards the BRI.Findings... This study analyzes 81 NHK(Japan Broadcasting Corporation)reports on the Belt and Road Initiative(BRI)from January 2020 to January 2024.It examines the changing themes,strategies,and attitudes towards the BRI.Findings reveal that during the COVID-19 pandemic,NHK focused on China’s“vaccine diplomacy”and aid,portraying China as a proactive global player,while suggesting competition.In the context of the Russia-Ukraine conflict and the BRI forum,NHK’s coverage shifted towards geopolitics and international cooperation,showing skepticism and caution.Future efforts should emphasize improving communication with Japan to highlight the positive outcomes of the BRI and counter negative perceptions. 展开更多
关键词 intemational changes Japanesemedia China Beltand road Initiative
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Digital Twin Enabling Technologies for Advancing Road Engineering and Lifecycle Applications
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作者 Yu Yan Lei Ni +2 位作者 Lijun Sun Ying Wang Jianing Zhou 《Engineering》 2025年第1期184-206,共23页
Road infrastructure is facing significant digitalization challenges within the context of new infrastructure construction in China and worldwide.Among the advanced digital technologies,digital twin(DT)has gained promi... Road infrastructure is facing significant digitalization challenges within the context of new infrastructure construction in China and worldwide.Among the advanced digital technologies,digital twin(DT)has gained prominence across various engineering sectors,including the manufacturing and construction industries.Specifically,road engineering has demonstrated a growing interest in DT and has achieved promising results in DT-related applications over the past several years.This paper systematically introduces the development of DT and examines its current state in road engineering by reviewing research articles on DT-enabling technologies,such as model creation,condition sensing,data processing,and interaction,as well as its applications throughout the lifecycle of road infrastructure.The findings indicate that research has primarily focused on data perception and virtual model creation,while realtime data processing and interaction between physical and virtual models remain underexplored.DT in road engineering has been predominantly applied during the operation and maintenance phases,with limited attention given to the construction and demolition phases.Future efforts should focus on establishing uniform standards,developing innovative perception and data interaction techniques,optimizing development costs,and expanding the scope of lifecycle applications to facilitate the digital transformation of road engineering.This review provides a comprehensive overview of state-of-the-art advancements in this field and paves the way for leveraging DT in road infrastructure lifecycle management. 展开更多
关键词 Digital twin road infrastructure Enabling technology Life cycle
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Evaluation of Road Landscapes in Xizang Cultural Tourism and Creative Park Based on POE and AHP
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作者 JIANG Pengcheng AI Qiao LI Guoqing 《Journal of Landscape Research》 2025年第4期8-12,22,共6页
The internal road landscapes of Xizang Cultural Tourism and Creative Park at an altitude of 3,650 m were taken as the research object,and focusing on the restrictive effect of the high-altitude extreme environment on ... The internal road landscapes of Xizang Cultural Tourism and Creative Park at an altitude of 3,650 m were taken as the research object,and focusing on the restrictive effect of the high-altitude extreme environment on the road landscapes,data were collected through data crawling and survey questionnaires.Post occupancy evaluation(POE)was used to establish an evaluation system containing five dimensions and 24 indicators(including five high-altitude specific indicators),and statistical analysis was conducted by using multiple methods such as the analytic hierarchy process(AHP),SD semantic difference method,and IPA image analysis method.The results show that the respondents are generally satisfied with the overall evaluation of road landscapes in Xizang Cultural Tourism and Creative Park.However,the performance of high-altitude associated indicators is worrying.That is,anti-glare safety requirements are not met,and the survival rate of plateau plants is lower than the requirements of landscape effect;the integration of cultural landscapes fails to reflect regional culture.Based on this,high-altitude adaptive design strategies of three-dimensional synergy of“culture,ecology and security”were proposed to provide a certain paradigm reference for the evaluation and design of road landscapes in high-altitude areas. 展开更多
关键词 High altitude road landscape Landscape assessment POE AHP
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Health Monitoring and Maintenance of Urban Road Infrastructure Using Temporal Convolutional Networks with Adaptive Activation
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作者 Zongqi Li Hongwei Zhao Jianyong Guo 《Computer Modeling in Engineering & Sciences》 2025年第7期345-357,共13页
Monitoring the condition of road infrastructure is crucial for maintaining its structural integrity and ensuring safe transportation.This study proposes a deep learning framework based on Temporal Convolutional Networ... Monitoring the condition of road infrastructure is crucial for maintaining its structural integrity and ensuring safe transportation.This study proposes a deep learning framework based on Temporal Convolutional Networks(TCN)integrated with Adaptive Parametric Rectified Linear Unit(APReLU)to predict future road subbase strain trends.Our model leverages time-series strain data collected from embedded triaxial sensors within a national highway,spanning August 2021 to June 2022,to forecast strain dynamics critical for proactive maintenance planning.The TCN-APReLU architecture combines dilated causal convolutions to capture long-termdependencies and APReLU activation functions to adaptively model nonlinear strain patterns,addressing limitations of traditional ReLU in handling bidirectional strain signals(compressive and tensile).Comparative experiments demonstrate TCN-APReLU’s superior performance.These improvements highlight its enhanced accuracy in predicting strain accumulation under cyclic traffic loads,enabling maintenance teams to prioritize interventions 5-7 days before critical thresholds(e.g.,>100με)are exceeded.This work provides a robust data-driven solution for urban road health monitoring,emphasizing scalability through parallelizable convolutions and adaptability to sensor noise.Future extensions will integrate multi-modal data to further generalize predictions across diverse infrastructure scenarios. 展开更多
关键词 road health monitoring deep learning TCN-APReLU prediction model
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