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Stackelberg Game-Based Resource Allocation with Blockchain for Cold-Chain Logistics System 被引量:1
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作者 Yang Zhang Chaoyang Li Xiangjun Xin 《Computers, Materials & Continua》 SCIE EI 2023年第5期2429-2442,共14页
Cold-chain logistics system(CCLS)plays the role of collecting and managing the logistics data of frozen food.However,there always exist problems of information loss,data tampering,and privacy leakage in traditional ce... Cold-chain logistics system(CCLS)plays the role of collecting and managing the logistics data of frozen food.However,there always exist problems of information loss,data tampering,and privacy leakage in traditional centralized systems,which influence frozen food security and people’s health.The centralized management form impedes the development of the cold-chain logistics industry and weakens logistics data availability.This paper first introduces a distributed CCLS based on blockchain technology to solve the centralized management problem.This system aggregates the production base,storage,transport,detection,processing,and consumer to form a cold-chain logistics union.The blockchain ledger guarantees that the logistics data cannot be tampered with and establishes a traceability mechanism for food safety incidents.Meanwhile,to improve the value of logistics data,a Stackelberg game-based resource allocation model has been proposed between the logistics data resource provider and the consumer.The competition between resource price and volume balances the resource supplement and consumption.This model can help to achieve an optimal resource price when the Stackelberg game obtains Nash equilibrium.The two participants also can maximize their revenues with the optimal resource price and volume by utilizing the backward induction method.Then,the performance evaluations of transaction throughput and latency show that the proposed distributed CCLS is more secure and stable.The simulations about the variation trend of data price and amount,optimal benefits,and total benefits comparison of different forms show that the resource allocation model is more efficient and practical.Moreover,the blockchain-based CCLS and Stackelberg game-based resource allocation model also can promote the value of logistic data and improve social benefits. 展开更多
关键词 cold-chain logistics resource allocation Stackelberg game blockchain
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Quantum Secure Undeniable Signature for Blockchain-Enabled Cold-Chain Logistics System
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作者 Chaoyang Li Hongxue Shen +1 位作者 Xiayang Shi Hui Liang 《Computers, Materials & Continua》 SCIE EI 2023年第5期3941-3956,共16页
Data security and user privacy are two main security concerns in the cold-chain logistics system(CCLS).Many security issues exist in traditional CCLS,destroying data security and user privacy.The digital signature can... Data security and user privacy are two main security concerns in the cold-chain logistics system(CCLS).Many security issues exist in traditional CCLS,destroying data security and user privacy.The digital signature can provide data verification and identity authentication based on the mathematical difficulty problem for logistics data sharing in CCLS.This paper first established a blockchain-enabled cold-chain logistics system(BCCLS)based on union blockchain technology,which can provide secure data sharing among different logistics nodes and guarantee logistics data security with the untampered blockchain ledger.Meanwhile,a lattice-based undeniable signature scheme is designed to strengthen the security of logistics data and user privacy against quantum attacks.This scheme is based on the lattice assumption,which can provide anti-quantum security for BCCLS in the future quantum computer age.It also establishes the undeniable mechanism that guarantees that the actual signer cannot deny a valid signature.Then,security proof shows that this undeniable signature scheme is correct and safe,and an efficiency comparison shows that it is more efficient than other schemes in similar literature.The performance evaluations of transaction throughput and latency show that the proposed BCCLS is efficient and practical.This work can improve the security and efficiency of logistics data management and promote the reform and development of the logistics industry. 展开更多
关键词 Undeniable signature cold-chain logistics system blockchain PRIVACY-PRESERVING
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Optimization Model of Cold-Chain Logistics Network for Fresh Agricultural Products —Taking Guangdong Province as an Example 被引量:2
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作者 Kaihao Liang Wenfeng Zhang Meng Zhang 《Journal of Applied Mathematics and Physics》 2019年第3期476-485,共10页
Cold-chain demand of fresh agricultural products is increasing in China, while network layout of cold-chain logistics is in disorder and its cost is huge. To address this problem, this paper casts an optimal model of ... Cold-chain demand of fresh agricultural products is increasing in China, while network layout of cold-chain logistics is in disorder and its cost is huge. To address this problem, this paper casts an optimal model of cold-chain logistics network and tackles it with genetic algorithms. This optimal model takes running total cost of logistics network as the objective, and embeds a nonlinear mixed integer programming including two assignment issues. The model determines optimal layout and logistics management for pre-cooling stations and logistics center for fresh agricultural products. Our main contribution is to consider construction cost and operation cost of cold chain logistics simultaneously. Case study illustrates the effectiveness of the model. 展开更多
关键词 cold-chain logistics NETWORK Layout GENETIC Algorithms
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The Construction of Cold-Chain Logistics Park of Agricultural Products in Sanshui from Two-stage Perspective
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作者 Jianhui HUANG Wei WANG Quan LI 《Asian Agricultural Research》 2015年第3期39-43,共5页
This paper firstly analyzed the operation model,market positioning,market demand forecast as well as market competition and challenges,park site selection,and transportation conditions for construction of the Cold-Cha... This paper firstly analyzed the operation model,market positioning,market demand forecast as well as market competition and challenges,park site selection,and transportation conditions for construction of the Cold-Chain Logistics Park of Agricultural Products in Sanshui.Then,it presented the overall planning scheme for construction of the Cold-Chain Logistics Park of Agricultural Products from a progressive two-stage perspective of overall planning and stage-by-stage implementation.The first stage mainly performs the function as a transaction platform of agricultural products and meanwhile provides customers with agricultural products storage and inspection services.The second stage adds value-added services such as distribution processing,modified atmosphere storage,freezing and refrigeration,market price information distribution,E-commerce of agricultural products and personalized services.It is expected to provide references and suggestions for the construction of the Cold-Chain Logistics Park of Agricultural Products. 展开更多
关键词 cold-chain logistics logistics PARK AGRICULTURAL p
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Research on the Challenges of Cold-chain Logistics and the Combination Ways with Logistics O2O Operation
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作者 Lifen Zhang 《International Journal of Technology Management》 2016年第6期17-19,共3页
In this paper, we conduct research on challenges of cold-chain logistics and combination ways with logistics O2O operation. Because of the cold chain logistics to the high requirement of the equipment, technology as c... In this paper, we conduct research on challenges of cold-chain logistics and combination ways with logistics O2O operation. Because of the cold chain logistics to the high requirement of the equipment, technology as caused the high cost of cold chain logistics. In the overall cost of China’s logistics is on the high side, under the condition of low profi t, many enterprises to enter and don’t have much interest in the field of cold chain logistics. So-called cold chain logistics is frozen food in the production, storage, transportation, sales, remain the regulations to the consumption of each link in the cold chain environment, to ensure the food quality, reduce loss of food and system engineering. Under this basis, we propose the O2O based logistics pattern that will solve the issues well. 展开更多
关键词 cold-chain logistics COMBINATION WAYS logistics O2O CHALLENGES Operation
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一类调制耦合logistics模型的动力学行为
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作者 李亚男 刘娜 余志恒 《数学进展》 北大核心 2025年第3期545-570,共26页
本文主要研究了一类调制耦合logistics模型的动力学行为.我们首先运用多项式完全判别系统理论处理相关高阶半代数系统,并给出了该模型在各个不动点处的拓扑分类及其局部稳定性.其次,利用中心流形定理,我们分别给出该模型在不同非双曲情... 本文主要研究了一类调制耦合logistics模型的动力学行为.我们首先运用多项式完全判别系统理论处理相关高阶半代数系统,并给出了该模型在各个不动点处的拓扑分类及其局部稳定性.其次,利用中心流形定理,我们分别给出该模型在不同非双曲情形下不动点附近发生跨临界和超临界倍周期分岔的参数条件.此外,我们还证明了该模型具有Marotto意义下的混沌.最后,借助Maple 2023和Matlab R2019a,我们对该模型的动力学行为进行数值模拟,以进一步验证前述理论结果的正确性. 展开更多
关键词 耦合logistics模型 多项式完全判别系统 分岔 Marotto混沌
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Is digital transformation boosting green innovation in logistics enterprises?Evidence from listed firms in China’s logistics industry
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作者 Jun Li Xi Chen Liang Wan 《中国科学技术大学学报》 北大核心 2025年第1期18-30,17,I0001,共15页
In the era of green logistics,digital transformation has become an effective means for the logistics industry’s high-quality development.Using listed companies in China’s logistics industry from 2010 to 2021 as the ... In the era of green logistics,digital transformation has become an effective means for the logistics industry’s high-quality development.Using listed companies in China’s logistics industry from 2010 to 2021 as the research samples,this paper conducts an empirical test on the impact of the digital transformation of logistics enterprises on their green in-novation.Specifically,enterprise digital transformation indicators are constructed through the text analysis method,and the fixed-effects model is applied for analysis.The results indicate that the digital transformation of logistics enterprises has a significant promoting effect on their green innovation;the promoting effect of the digital transformation of logistics enterprises on green innovation is primarily achieved by easing corporate financing constraints and reducing corporate en-vironmental uncertainty;and the impact of digital transformation on green innovation is geographically heterogeneous. 展开更多
关键词 DIGITALIZATION logistics enterprises green innovation
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Temporal-spatial Distribution Model of Cold Chain Logistics for Vegetables
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作者 陈绍慧 张鹏 +1 位作者 鲁晓翔 李江阔 《Agricultural Science & Technology》 CAS 2012年第5期1115-1118,共4页
[Objective] The aim was to study on temporal-spatial distribution model of cold chain logistics for vegetables. [Method] Broccoli was taken as an example. Detailedly, time-space distribution model of cold chain logist... [Objective] The aim was to study on temporal-spatial distribution model of cold chain logistics for vegetables. [Method] Broccoli was taken as an example. Detailedly, time-space distribution model of cold chain logistics for broccoli was proposed from standpoints of costs and benefits based on changes of time and space, and a comprehensive evaluation was made on timeliness, efficiency, risks, added- value of products and satisfaction of information in cold-chain logistics. [Result] The efficiency of cold chain logistics for vegetable can be greatly improved by temporal- spatial distribution model of cold chain logistics. [Conclusion] Costs and benefits of vegetables in temporal-apstial distribution could be evaluated by the model. 展开更多
关键词 VEGETABLE cold-chain logistics Temporal-spatial distribution BROCCOLI
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Effectiveness of Logistics Management Information System (LMIS) in Improving the Availability of Essential Medicines and Medical Supplies in Public Hospitals in Zambia: A Cross-Sectional Study
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作者 Aubrey Kanyika Steward Mudenda +4 位作者 Victor Daka Nayuda Kaonga Chitundu Mbao Diana K. Mwaba Scott Kaba Matafwali 《Pharmacology & Pharmacy》 2025年第2期61-72,共12页
Background: The availability of essential medicines and medical supplies is crucial for effectively delivering healthcare services. In Zambia, the Logistics Management Information System (LMIS) is a key tool for manag... Background: The availability of essential medicines and medical supplies is crucial for effectively delivering healthcare services. In Zambia, the Logistics Management Information System (LMIS) is a key tool for managing the supply chain of these commodities. This study aimed to evaluate the effectiveness of LMIS in ensuring the availability of essential medicines and medical supplies in public hospitals in the Copperbelt Province of Zambia. Materials and Methods: From February to April 2022, a cross-sectional study was conducted in 12 public hospitals across the Copperbelt Province. Data were collected using structured questionnaires, checklists, and stock control cards. The study assessed LMIS availability, training, and knowledge among pharmacy personnel, as well as data accuracy, product availability, and order fill rates. Descriptive statistics were used to analyse the data. Results: All surveyed hospitals had LMIS implemented and were using eLMIS as the primary LMIS. Only 47% and 48% of pharmacy personnel received training in eLMIS and Essential Medicines Logistics Improvement Program (EMLIP), respectively. Most personnel demonstrated good knowledge of LMIS, with 77.7% able to log in to eLMIS Facility Edition, 76.6% able to locate stock control cards in the system, and 78.7% able to perform transactions. However, data accuracy from physical and electronic records varied from 0% to 60%, and product availability ranged from 50% to 80%. Order fill rates from Zambia Medicines and Medical Supplies Agency (ZAMMSA) were consistently below 30%. Discrepancies were observed between physical stock counts and eLMIS records. Conclusion: This study found that most hospitals in the Copperbelt Province of Zambia have implemented LMIS use. While LMIS implementation is high in the Copperbelt Province of Zambia, challenges such as low training levels, data inaccuracies, low product availability, and order fill rates persist. Addressing these issues requires a comprehensive approach, including capacity building, data quality improvement, supply chain coordination, and investment in infrastructure and human resources. Strengthening LMIS effectiveness is crucial for improving healthcare delivery and patient outcomes in Zambia. 展开更多
关键词 logistics Management Information System Essential Medicines Medical Supplies Supply Chain Management Zambia
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Bridging Emissions to Solutions: Enhancing Environmental Preservation through Green Inbound and Outbound Logistics
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作者 Apeksha Garg Sudha Vemaraju Marri Madhavi 《Journal of Environmental & Earth Sciences》 2025年第6期280-292,共13页
Logistics service providers significantly contribute to environmental degradation through improper waste disposal,hazardous packaging materials,excessive fuel consumption,and emissions.This study examines the impact o... Logistics service providers significantly contribute to environmental degradation through improper waste disposal,hazardous packaging materials,excessive fuel consumption,and emissions.This study examines the impact of green in-bound logistics and green outbound logistics on environmental,economic,and social performance of logistics companies using survey data from 221 Vietnamese logistics firms.Statistical analysis using Structural Equation Modeling revealed that green inbound logistics positively influences environmental and social performance while moderately affecting eco-nomic outcomes.In contrast,green outbound logistics demonstrates stronger effects on economic and environmental performance but exhibits limited impact on social dimensions.The measurement model showed strong reliability and validity(Cronbach's Alpha>0.70,robust Composite Reliability and Average Variance Extracted values),with excellent fit indices(Chi-Square/df=1.681,GFI=0.898,TLI=0.945,CFI=0.956,RMSEA=0.056).These findings highlight important distinctions between inbound and outbound green logistics impacts,offering valuable insights for an industry with currently low adoption rates of sustainable practices.The research demonstrates that implementing green logistics enhances both environmental preservation and business performance,providing compelling evidence for companies to accelerate their sustainability transition.By understanding these differential impacts,logistics firms can develop more tar-geted and effective sustainability strategies that optimize triple bottom line outcomes. 展开更多
关键词 Green logistics Environmental Performance Social Performance logistics Firms IGL OGL Carbon Emissions Energy Efficiency
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Research the Safety Specialties for the Container Shipping Logistics Networks of China
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作者 Di Cui 《Journal of Traffic and Transportation Engineering》 2025年第2期62-65,共4页
Structural properties of the ship container logistics network of China(SCLNC)are studied in the light of recent investigations of complex networks.SCLNC is composed of a set of routes and ports located along the sea o... Structural properties of the ship container logistics network of China(SCLNC)are studied in the light of recent investigations of complex networks.SCLNC is composed of a set of routes and ports located along the sea or river.Network properties including the degree distribution,degree correlations,clustering,shortest path length,centrality and betweenness are studied in different definition of network topology.It is found that geographical constraint plays an important role in the network topology of SCLNC.We also study the traffic flow of SCLNC based on the weighted network representation,and demonstrate the weight distribution can be described by power law or exponential function depending on the assumed definition of network topology.Other features related to SCLNC are also investigated. 展开更多
关键词 logistics networks ship container logistics networks the safety characters
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Logistics Engineering Management in the Platform Supply Chain: An Overview from Logistics Service Strategy Selection Perspective
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作者 Lin Chen Ting Dong +1 位作者 Xiang Li Xiaofeng Xu 《Engineering》 2025年第4期236-249,共14页
With the accelerated expansion of the platform economy,the supply chain has evolved into a new stage of the platform supply chain(PSC),which is deeply integrated with the platform economy.Logistics engineering managem... With the accelerated expansion of the platform economy,the supply chain has evolved into a new stage of the platform supply chain(PSC),which is deeply integrated with the platform economy.Logistics engineering management plays a crucial role in ensuring the efficient operation of PSCs and contributes to the construction of a global economic system.Given its importance to the efficiency of PSCs,the choice of logistics service strategy in logistics engineering management has attracted considerable scholarly attention.However,the current research is fragmented and lacks systematic analysis and synthesis.This paper provides a comprehensive overview of logistics engineering management in PSCs from the perspective of logistics service strategy selection from January 2005 to September 2024.To this end,we first review the research related to self-built logistics(SBL)and third-party logistics(3PL)in PSCs due to the complete independence of these two logistics service strategies.The results show that the following two topics are of great interest to researchers.One is the choice of the optimal logistics service strategy for the members of PSCs,while the other is the impact of factors related to logistics services on PSCs,including the channel selection,platform entry,sales model,and so forth.Next,we summarize the determinants influencing the choice between SBL and 3PL for the members of PSCs.The results indicate that the influencing factors are the service cost and service level,followed by the channel,brand,market potential,and competition.Then,on the basis of the themes of logistics service sharing(LSS),we review the research on LSS in PSCs,as LSS often emerges as an innovative model after a certain stage of development in SBL and 3PL.We find that LSS is regarded as an important complement to SBL and 3PL,with key research hotspots,including the channel,partner selection,and service competition.Service cost is a major factor influencing LSS,with competition,consumers'logistics preference,and market potential being secondary factors.Finally,this paper outlines several important and promising directions for future research.This paper has important management implications for building a modern logistics system and promoting the transformation of PSCs. 展开更多
关键词 logistics engineering management Platform supply chain logistics service strategy Bibliometric analysis Literature review
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Ecological Dynamics of a Logistic Population Model with Impulsive Age-selective Harvesting
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作者 DAI Xiangjun JIAO Jianjun 《应用数学》 北大核心 2026年第1期72-79,共8页
In this paper,we establish and study a single-species logistic model with impulsive age-selective harvesting.First,we prove the ultimate boundedness of the solutions of the system.Then,we obtain conditions for the asy... In this paper,we establish and study a single-species logistic model with impulsive age-selective harvesting.First,we prove the ultimate boundedness of the solutions of the system.Then,we obtain conditions for the asymptotic stability of the trivial solution and the positive periodic solution.Finally,numerical simulations are presented to validate our results.Our results show that age-selective harvesting is more conducive to sustainable population survival than non-age-selective harvesting. 展开更多
关键词 The logistic population model Selective harvesting Asymptotic stability EXTINCTION
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基于logistic回归、决策树和神经网络构建成人慢性肾脏病合并活动性结核病的风险预测模型与应用
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作者 陈德盼 李翔 +5 位作者 张开义 李敏 夏加伟 高楚伊 杨亚涛 张乐 《中国防痨杂志》 北大核心 2026年第1期94-105,共12页
目的:探究logistic回归模型、决策树模型和神经网络模型在预测慢性肾脏病(chronic kidney disease,CKD)患者合并活动性结核病中的应用价值。方法:回顾性分析2021年1月至2024年1月昆明市第三人民医院收治的CKD患者392例,其中合并活动性... 目的:探究logistic回归模型、决策树模型和神经网络模型在预测慢性肾脏病(chronic kidney disease,CKD)患者合并活动性结核病中的应用价值。方法:回顾性分析2021年1月至2024年1月昆明市第三人民医院收治的CKD患者392例,其中合并活动性结核病患者266例,为观察组,未合并活动性结核病患者126例,为对照组。收集两组患者的临床资料及实验室指标,采用logistic回归、决策树和神经网络三种模型筛选影响因素并构建风险预测模型,通过受试者工作特征(receiver operating characteristic,ROC)曲线比较模型的预测效能。结果:logistic回归模型的ROC曲线下面积(AUC)为0.726(95%CI:0.676~0.777),敏感度为45.1%,特异度为92.1%,同时识别出饮酒、咯血、低淋巴细胞计数、低红细胞压积、高尿酸、高纤维蛋白原降解产物和低白细胞介素10(IL-10)水平为独立预测因子(P值均<0.05)。决策树模型的AUC为0.825(95%CI:0.783~0.868),敏感度为62.0%,特异度为82.5%,该模型以纤维蛋白原降解产物为首要分层变量,进一步纳入CD4^(+)T淋巴细胞、淋巴细胞计数、红细胞压积、食欲不振和尿酸等变量构建决策路径。神经网络模型的预测效能最优,其AUC为0.876(95%CI:0.843~0.909),敏感度为60.9%,特异度高达98.4%,其特征重要性分析显示,IL-10、红细胞压积、纤维蛋白原降解产物和CD4^(+)T淋巴细胞为排名前4的预测因子。结论:神经网络模型对CKD患者合并活动性结核病的预测能力最佳。本研究识别出的关键预测因子,如低淋巴细胞计数、低CD4^(+)T淋巴细胞计数、高纤维蛋白原降解产物等有助于界定筛查重点人群。三种模型优势互补,可协同应用于临床:对于存在免疫功能抑制(如淋巴细胞、CD4^(+)T淋巴细胞计数低下)、凝血纤溶激活(如纤维蛋白原降解产物升高)及咯血等特征的CKD患者,应加强结核病筛查。 展开更多
关键词 结核 肾脏病学 logistIC模型 决策树 神经网络(计算机) 预测
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Decoding the future:a bibliometric exploration of blockchain in logistics
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作者 Ma Del Valle Fernandez Moreno Juan Miguel Alcantara‑Pilar Marta Tolentino 《Financial Innovation》 2025年第1期1134-1157,共24页
This paper presents the results of a bibliometric analysis concerning the application of blockchain technology to logistics.It aims to discern the relational structure among past and current topics,predict emerging tr... This paper presents the results of a bibliometric analysis concerning the application of blockchain technology to logistics.It aims to discern the relational structure among past and current topics,predict emerging trends,and provide a longitudinal perspective on this research domain.Using co-word analysis techniques,we employ SciMAT software to analyze over 800 papers from 2016 to March 2023.The investigation enhances the understanding of blockchain technology,revealing that scientific production in this area revolves around eight primary thematic clusters.Visual representations of the results are provided through longitudinal maps and strategic diagrams,illustrating pivotal themes across the three study periods:blockchain and sustainability.Smart contracts emerge as a focal topic in the final period under consideration. 展开更多
关键词 Bibliometric analysis SciMAT Blockchain technology logistIC
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Research on the Path of Integration between Logistics and Manufacturing in Haikou Driven by Big Data
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作者 Taoyuan Wan 《Proceedings of Business and Economic Studies》 2025年第2期160-165,共6页
With the constant changes of the times,China's science and technology have entered a period of rapid development.At the same time,the economic structure is also changing with the changes of the times,and the origi... With the constant changes of the times,China's science and technology have entered a period of rapid development.At the same time,the economic structure is also changing with the changes of the times,and the original Haikou logistics industry in the process is also facing new impacts and challenges.And related enterprises want to stand out in the fierce market competition,we must optimize and upgrade the current industry development situation,promote the integrated development of Haikou logistics and manufacturing industry,to constantly promote the innovative application of digital technology in the logistics industry and manufacturing industry,the formation of a multi-force economic development model.This paper mainly starts with the development status of Haikou logistics,analyzes the importance of the integration of Haikou logistics and manufacturing industry under the background of big data drive,and makes an in-depth discussion on the path of the integration of Haikou logistics and manufacturing industry under the drive of big data,hoping to contribute new strength to the development of social economy. 展开更多
关键词 Big data Haikou logistics Manufacturing industry CONVERGENCE PATHS
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Modern Logistics Transforms Life on the Roof of the World
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作者 Wang Ruohan 《China's Tibet》 2025年第4期10-12,共3页
He Haiyan,a courier for YTO Express,one of China’s leading logistics and express delivery companies,picked up a package of fresh yak meat from a specialty store in Lhasa,the Xizang Autonomous Region,on March 7.After ... He Haiyan,a courier for YTO Express,one of China’s leading logistics and express delivery companies,picked up a package of fresh yak meat from a specialty store in Lhasa,the Xizang Autonomous Region,on March 7.After air transport,the meat would reach its destination 2,000 km away in Chengdu,Sichuan Province,within 48 hours. 展开更多
关键词 MODERNIZATION freshmeat YTOExpress logistics air transportthe yak meat TRANSPORTATION
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T^(2)L:A traceable and trustable consortium blockchain for logistics
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作者 Ming He Haodi Wang +6 位作者 Yunchuan Sun Rongfang Bie Tian Lan Qi Song Xi Zeng Matevz Pustisĕk Zhenyu Qiu 《Digital Communications and Networks》 2025年第5期1385-1393,共9页
Traceability and trustiness are two critical issues in the logistics sector.Blockchain provides a potential way for logistics tracking systems due to its traits of tamper resistance.However,it is non-trivial to apply ... Traceability and trustiness are two critical issues in the logistics sector.Blockchain provides a potential way for logistics tracking systems due to its traits of tamper resistance.However,it is non-trivial to apply blockchain on logistics because of firstly,the binding relationship between virtue data and physical location cannot be guaranteed so that frauds may exist.Secondly,it is neither practical to upload complete data on the blockchain due to the limited storage resources nor convincing to trust the digest of the data.This paper proposes a traceable and trustable consortium blockchain for logistics T^(2)L to provide an efficient solution to the mentioned problems.Specifically,the authenticated geocoding data from telecom operators’base stations are adopted to ensure the location credibility of the data before being uploaded to the blockchain for the purpose of reliable traceability of the logistics.Moreover,we propose a scheme based on Zero Knowledge Proof of Retrievability(ZK BLS-PoR)to ensure the trustiness of the data digest and the proofs to the blockchain.Any user in the system can check the data completeness by verifying the proofs instead of downloading and examining the whole data based on the proposed ZK BLS-PoR scheme,which can provide solid theoretical verification.In all,the proposed T^(2)L framework is a traceable and trustable logistics system with a high level of security. 展开更多
关键词 Consortium blockchain logistics Base station Proof of Retrievability
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Communications in Urban Low-Altitude Drone Logistics Networks:Requirements,Solutions and Challenges
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作者 Duan Ruiyang Mao Yinian +1 位作者 Chen Jialong Song Jian 《China Communications》 2025年第9期37-47,共11页
Communications system has a signifi-cant impact on both operational safety and logisti-cal efficiency within low-altitude drone logistics net-works.Aiming at providing a systematic investiga-tion of real-world communi... Communications system has a signifi-cant impact on both operational safety and logisti-cal efficiency within low-altitude drone logistics net-works.Aiming at providing a systematic investiga-tion of real-world communication requirements and challenges encountered in Meituan UAV’s daily oper-ations,this article first introduces the operational sce-narios within current drone logistics networks and an-alyzes the related communication requirements.Then,the current communication solution and its inherent bottlenecks are elaborated.Finally,this paper explores emerging technologies and examines their application prospects in drone logistics networks. 展开更多
关键词 communication challenges communication requirements drone logistics low-altitude economy
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Research on the Transformation Mechanism,Challenges,and Development Path of AI Empowering the Logistics Industry
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作者 Haiou Xiong 《Journal of Electronic Research and Application》 2025年第6期321-327,共7页
Against the background of the integration of the digital economy and industrial intelligence,AI technology has become the core support for the logistics industry to reduce costs,improve efficiency,and break through de... Against the background of the integration of the digital economy and industrial intelligence,AI technology has become the core support for the logistics industry to reduce costs,improve efficiency,and break through development bottlenecks.This paper constructs a research framework of“Application Scenarios-Transformation Mechanism-Challenges-Development Path,”systematically analyzing the application value and practical issues of AI in the logistics industry.The core applications of AI are concentrated in three scenarios:intelligent customer service,logistics data analysis and decision optimization,and intelligent inventory management.Through process automation replacement,service model upgrading,and data-driven decision-making,it achieves a systematic transformation of industry operational efficiency improvement,customer experience optimization,and decision-making model transformation.At the same time,AI applications still face practical challenges such as insufficient technical integration compatibility,data security and privacy protection risks,and talent structure adaptation gaps.In the future,the logistics industry needs to fully release the value of AI technology by deepening the integration of AI with cross-technologies,promoting green and flexible development. 展开更多
关键词 Artificial intelligence logistics industry Transformation mechanism Development path
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