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Toward Secure and Auditable Data Sharing:A Cross-Chain CP-ABE Framework
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作者 Ye Tian Zhuokun Fan Yifeng Zhang 《Computers, Materials & Continua》 2026年第4期1509-1529,共21页
Amid the increasing demand for data sharing,the need for flexible,secure,and auditable access control mechanisms has garnered significant attention in the academic community.However,blockchain-based ciphertextpolicy a... Amid the increasing demand for data sharing,the need for flexible,secure,and auditable access control mechanisms has garnered significant attention in the academic community.However,blockchain-based ciphertextpolicy attribute-based encryption(CP-ABE)schemes still face cumbersome ciphertext re-encryption and insufficient oversight when handling dynamic attribute changes and cross-chain collaboration.To address these issues,we propose a dynamic permission attribute-encryption scheme for multi-chain collaboration.This scheme incorporates a multiauthority architecture for distributed attribute management and integrates an attribute revocation and granting mechanism that eliminates the need for ciphertext re-encryption,effectively reducing both computational and communication overhead.It leverages the InterPlanetary File System(IPFS)for off-chain data storage and constructs a cross-chain regulatory framework—comprising a Hyperledger Fabric business chain and a FISCO BCOS regulatory chain—to record changes in decryption privileges and access behaviors in an auditable manner.Security analysis shows selective indistinguishability under chosen-plaintext attack(sIND-CPA)security under the decisional q-Parallel Bilinear Diffie-Hellman Exponent Assumption(q-PBDHE).In the performance and experimental evaluations,we compared the proposed scheme with several advanced schemes.The results show that,while preserving security,the proposed scheme achieves higher encryption/decryption efficiency and lower storage overhead for ciphertexts and keys. 展开更多
关键词 data sharing blockchain attribute-based encryption dynamic permissions
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BC-PC-Share:Blockchain-Based Patient-Centric Data Sharing Scheme for PHRs in Cloud Computing
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作者 Caihui Lan Haifeng Li 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第9期2985-3010,共26页
Sharing of personal health records(PHR)in cloud computing is an essential functionality in the healthcare system.However,how to securely,efficiently and flexibly share PHRs data of the patient in a multi-receiver sett... Sharing of personal health records(PHR)in cloud computing is an essential functionality in the healthcare system.However,how to securely,efficiently and flexibly share PHRs data of the patient in a multi-receiver setting has not been well addressed.For instance,since the trust domain of the cloud server is not identical to the data owner or data user,the semi-trust cloud service provider may intentionally destroy or tamper shared PHRs data of user or only transform partial ciphertext of the shared PHRs or even return wrong computation results to save its storage and computation resource,to pursue maximum economic interest or other malicious purposes.Thus,the PHRs data storing or sharing via the cloud server should be performed with consistency and integrity verification.Fortunately,the emergence of blockchain technology provides new ideas and prospects for ensuring the consistency and integrity of shared PHRs data.To this end,in this work,we leverage the consortiumblockchain technology to enhance the trustworthiness of each participant and propose a blockchain-based patient-centric data sharing scheme for PHRs in cloud computing(BC-PC-Share).Different from the state-of-art schemes,our proposal can achieve the following desired properties:(1)Realizing patient-centric PHRs sharing with a public verification function,i.e.,which can ensure that the returned shared data is consistent with the requested shared data and the integrity of the shared data is not compromised.(2)Supporting scalable and fine-grained access control and sharing of PHRs data with multiple domain users,such as hospitals,medical research institutes,and medical insurance companies.(3)Achieving efficient user decryption by leveraging the transformation key technique and efficient user revocation by introducing time-controlled access.The security analysis and simulation experiment demonstrate that the proposed BC-PC-Share scheme is a feasible and promising solution for PHRs data sharing via consortium blockchain. 展开更多
关键词 Blockchain patient-centric personal health records data sharing attribute-based encryption
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A Custom Medical Image De-identification System Based on Data Privacy 被引量:1
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作者 ZHANG Jingchen WANG Jiayang +3 位作者 ZHAO Yuanzhi ZHOU Wei LUO Wei QIAN Qing 《数据与计算发展前沿(中英文)》 2025年第3期122-135,共14页
【Objective】Medical imaging data has great value,but it contains a significant amount of sensitive information about patients.At present,laws and regulations regarding to the de-identification of medical imaging data... 【Objective】Medical imaging data has great value,but it contains a significant amount of sensitive information about patients.At present,laws and regulations regarding to the de-identification of medical imaging data are not clearly defined around the world.This study aims to develop a tool that meets compliance-driven desensitization requirements tailored to diverse research needs.【Methods】To enhance the security of medical image data,we designed and implemented a DICOM format medical image de-identification system on the Windows operating system.【Results】Our custom de-identification system is adaptable to the legal standards of different countries and can accommodate specific research demands.The system offers both web-based online and desktop offline de-identification capabilities,enabling customization of de-identification rules and facilitating batch processing to improve efficiency.【Conclusions】This medical image de-identification system robustly strengthens the stewardship of sensitive medical data,aligning with data security protection requirements while facilitating the sharing and utilization of medical image data.This approach unlocks the intrinsic value inherent in such datasets. 展开更多
关键词 de-identification system medical image data privacy DICOM data sharing
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Blockchain-Enabled Data Secure Sharing with Privacy Protection Based on Proxy Re-Encryption in Web3.0 Applications 被引量:1
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作者 Ma Jiawei Zhou Haojie +2 位作者 Wang Sidie Song Jiyuan Tian Tian 《China Communications》 2025年第5期256-272,共17页
With the rapid development of web3.0 applications,the volume of data sharing is increasing,the inefficiency of big data file sharing and the problem of data privacy leakage are becoming more and more prominent,and the... With the rapid development of web3.0 applications,the volume of data sharing is increasing,the inefficiency of big data file sharing and the problem of data privacy leakage are becoming more and more prominent,and the existing data sharing schemes have been difficult to meet the growing demand for data sharing,this paper aims at exploring a secure,efficient and privacy-protecting data sharing scheme under web3.0 applications.Specifically,this paper adopts interplanetary file system(IPFS)technology to realize the storage of large data files to solve the problem of blockchain storage capacity limitation,and utilizes ciphertext policy attribute-based encryption(CP-ABE)and proxy re-encryption(PRE)technology to realize secure multi-party sharing and finegrained access control of data.This paper provides the detailed algorithm design and implementation of data sharing phases and processes,and analyzes the algorithms from the perspectives of security,privacy protection,and performance. 展开更多
关键词 blockchain data sharing privacy protection proxy re-encryption WEB3.0
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A Lightweight IoT Data Security Sharing Scheme Based on Attribute-Based Encryption and Blockchain 被引量:1
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作者 Hongliang Tian Meiruo Li 《Computers, Materials & Continua》 2025年第6期5539-5559,共21页
The accelerated advancement of the Internet of Things(IoT)has generated substantial data,including sensitive and private information.Consequently,it is imperative to guarantee the security of data sharing.While facili... The accelerated advancement of the Internet of Things(IoT)has generated substantial data,including sensitive and private information.Consequently,it is imperative to guarantee the security of data sharing.While facilitating fine-grained access control,Ciphertext Policy Attribute-Based Encryption(CP-ABE)can effectively ensure the confidentiality of shared data.Nevertheless,the conventional centralized CP-ABE scheme is plagued by the issues of keymisuse,key escrow,and large computation,which will result in security risks.This paper suggests a lightweight IoT data security sharing scheme that integrates blockchain technology and CP-ABE to address the abovementioned issues.The integrity and traceability of shared data are guaranteed by the use of blockchain technology to store and verify access transactions.The encryption and decryption operations of the CP-ABE algorithm have been implemented using elliptic curve scalarmultiplication to accommodate lightweight IoT devices,as opposed to themore arithmetic bilinear pairing found in the traditional CP-ABE algorithm.Additionally,a portion of the computation is delegated to the edge nodes to alleviate the computational burden on users.A distributed key management method is proposed to address the issues of key escrow andmisuse.Thismethod employs the edge blockchain to facilitate the storage and distribution of attribute private keys.Meanwhile,data security sharing is enhanced by combining off-chain and on-chain ciphertext storage.The security and performance analysis indicates that the proposed scheme is more efficient and secure. 展开更多
关键词 Edge blockchain CP-ABE data security sharing IOT
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Experimental dataset from BESⅢdetector at Beijing electron-positron collider
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作者 Ming-Hua Liao Jian-Shu Liu +2 位作者 Xin-Nan Wang Sheng-Sen Sun Zheng-Yun You 《Nuclear Science and Techniques》 2025年第11期83-88,共6页
In the BESⅢdetector at Beijing electron-positron collider,billions of events from e^(+)e^(-)collisions were recorded.These events passing through the trigger system were saved in raw data format files.They play an im... In the BESⅢdetector at Beijing electron-positron collider,billions of events from e^(+)e^(-)collisions were recorded.These events passing through the trigger system were saved in raw data format files.They play an important role in the study of physics inτ-charm energy region.Here,we published an e^(+)e^(-)collision dataset containing both Monte Carlo simulation samples and real data collected by the BESⅢdetector.The data pass through the detector trigger system,file format conversion,and physics information extraction and finally save the physics information and detector response in text format files.This dataset is publicly available and is intended to provide interested scientists and those outside of the BESⅢcollaboration with event information from BESⅢ,which can be used to understand physics research in e^(+)e^(-)collisions,developing visualization projects for physics education,public outreach,and science advocacy. 展开更多
关键词 Electron-positron collision BESIII data sharing Education Visualization
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ORTHRUS:A Model for a Decentralized and Fair Data Marketplace Supporting Two Types of Output
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作者 Su Jin Shin Sang Uk Shin 《Computer Modeling in Engineering & Sciences》 2025年第11期2787-2819,共33页
To reconstruct vehicle accidents,data from the time of the incident—such as pre-collision speed and collision point—is essential.This data is collected and generated through various sensors installed in the vehicle.... To reconstruct vehicle accidents,data from the time of the incident—such as pre-collision speed and collision point—is essential.This data is collected and generated through various sensors installed in the vehicle.However,it may contain sensitive information about the vehicle owner.Consequently,vehicle owners tend to be reluctant to provide their vehicle data due to concerns about personal information exposure.Therefore,extensive research has been conducted on secure vehicle data trading models.Existing models primarily utilize centralized approaches,leading to issues such as single points of failure,data leakage,and manipulation.To address these problems,this paper proposes ORTHRUS,a blockchain-based vehicle data trading marketplace that ensures transparency,traceability,and decentralization.The proposed model accommodates two categories of output data:the original data and the computed result from the function.Additionally,in the proposed model,data owners retain control over their data,enabling them to directly choose which types of data to provide.By employing Multi-party computation(MPC)technique,MOZAIK architecture,and the random leader selection technique,the proposed scheme,ORTHRUS,guarantees the input privacy and resistance to pre-collusion attacks.Furthermore,the proposed model promotes fairness by identifying dishonest behavior among participants by enforcing penalties and rewards through the implementation of smart contracts. 展开更多
关键词 Blockchain PRIVACY data sharing MPC
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Photoneutron cross‑section data generation and analysis at the Shanghai laser electron gamma source
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作者 Zi-Rui Hao Long-Xiang Liu +15 位作者 Yue Zhang Hong-Wei Wang Gong-Tao Fan Hang-Hua Xu Sheng Jin Yu-Xuan Yang Zhi-Cai Li Pu Jiao Kai-Jie Chen Qian-Kun Sun Zhen-Wei Wang Meng-Die Zhou Shan Ye Meng-Ke Xu Xiang-Fei Wang Yu-Long Shen 《Nuclear Science and Techniques》 2025年第10期1-12,共12页
Photonuclear data are increasingly used in fundamental nuclear research and technological applications.These data are generated using advanced γ-ray sources.The Shanghai laser electron gamma source(SLEGS)is a new las... Photonuclear data are increasingly used in fundamental nuclear research and technological applications.These data are generated using advanced γ-ray sources.The Shanghai laser electron gamma source(SLEGS)is a new laser Compton scattering γ-ray source at the Shanghai Synchrotron Radiation Facility.It delivers energy-tunable,quasi-monoenergetic gamma beams for high-precision photonuclear measurements.This paper presents the flat-efficiency detector(FED)array at SLEGS and its application in photoneutron cross-section measurements.Systematic uncertainties of the FED array were determined to be 3.02%through calibration with a ^(252)Cf neutron source.Using ^(197)Au and ^(159)Tb as representative nuclei,we demonstrate the format and processing methodology for raw photoneutron data.The results validate SLEGS’capability for high-precision photoneutron measurements. 展开更多
关键词 data descriptor Raw data data repositories data sharing data reuse
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Data Spaces in Medicine and Health:Technologies,Applications,and Challenges
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作者 Wan-Fei Hu Si-Zhu Wu Qing Qian 《Chinese Medical Sciences Journal》 2025年第1期18-28,I0004,共12页
Data space,as an innovative data management and sharing model,is emerging in the medical and health sectors.This study expounds on the conceptual connotation of data space and delineates its key technologies,including... Data space,as an innovative data management and sharing model,is emerging in the medical and health sectors.This study expounds on the conceptual connotation of data space and delineates its key technologies,including distributed data storage,standardization and interoperability of data sharing,data security and privacy protection,data analysis and mining,and data space assessment.By analyzing the real-world cases of data spaces within medicine and health,this study compares the similarities and differences across various dimensions such as purpose,architecture,data interoperability,and privacy protection.Meanwhile,data spaces in these fields are challenged by the limited computing resources,the complexities of data integration,and the need for optimized algorithms.Additionally,legal and ethical issues such as unclear data ownership,undefined usage rights,risks associated with privacy protection need to be addressed.The study notes organizational and management difficulties,calling for enhancements in governance framework,data sharing mechanisms,and value assessment systems.In the future,technological innovation,sound regulations,and optimized management will help the development of the medical and health data space.These developments will enable the secure and efficient utilization of data,propelling the medical industry into an era characterized by precision,intelligence,and personalization. 展开更多
关键词 data space medical and health data data sharing privacy protection data security
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Nuclear data measurement and propagation in Back-n experiments:methodologies and instrumentation
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作者 Min-Hao Gu Jie-Ming Xue +7 位作者 Ya-Kang Li Ping Cao Jie Ren Yong-Hao Chen Wei Jiang Han Yi Peng Hu Rui-Rui Fan 《Nuclear Science and Techniques》 2025年第11期69-82,共14页
This article introduces the methodologies and instrumentation for data measurement and propagation at the Back-n white neutron facility of the China Spallation Neutron Source.The Back-n facility employs backscattering... This article introduces the methodologies and instrumentation for data measurement and propagation at the Back-n white neutron facility of the China Spallation Neutron Source.The Back-n facility employs backscattering techniques to generate a broad spectrum of white neutrons.Equipped with advanced detectors such as the light particle detector array and the fission ionization chamber detector,the facility achieves high-precision data acquisition through a general-purpose electronics system.Data were managed and stored in a hierarchical system supported by the National High Energy Physics Science Data Center,ensuring long-term preservation and efficient access.The data from the Back-n experiments significantly contribute to nuclear physics,reactor design,astrophysics,and medical physics,enhancing the understanding of nuclear processes and supporting interdisciplinary research. 展开更多
关键词 Nuclear physics data acquisition data storage and management data sharing Neutron experiments White neutron beam
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Enhancing Medical Data Sharing:A Cooperative Game Incentive Approach Based on Blockchain
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作者 Xiaohui Yang Shuo Huang 《Computers, Materials & Continua》 2025年第6期5071-5089,共19页
With the rapid development of medical data sharing,issues of privacy and ownership have become prominent,which have limited the scale of data sharing.To address the above challenges,we propose a blockchainbased data-s... With the rapid development of medical data sharing,issues of privacy and ownership have become prominent,which have limited the scale of data sharing.To address the above challenges,we propose a blockchainbased data-sharing framework to ensure data security and encourage data owners to actively participate in sharing.We introduce a reliable attribute-based searchable encryption scheme that enables fine-grained access control of encrypted data and ensures secure and efficient data sharing.The revenue distribution model is constructed based on Shapley value to motivate participants.Additionally,by integrating the smart contract technology of blockchain,the search operation and incentive mechanism are automatically executed.Through revenue distribution analysis,the incentive effect and rationality of the proposed scheme are verified.Performance evaluation shows that,compared with traditional data-sharing models,our proposed framework not only meets data security requirements but also incentivizes more participants to actively participate in data sharing. 展开更多
关键词 Medical data sharing blockchain cooperative game incentive mechanism
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Blockchain-Based Framework for Secure Sharing of Cross-Border Trade Data
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作者 Shenjian Xiao Xiaoli Qin +1 位作者 Yanzhao Tian Zhongkai Dang 《Computers, Materials & Continua》 2025年第5期2351-2373,共23页
The advent of the digital age has consistently provided impetus for facilitating global trade,as evidenced by the numerous customs clearance documents and participants involved in the international trade process,inclu... The advent of the digital age has consistently provided impetus for facilitating global trade,as evidenced by the numerous customs clearance documents and participants involved in the international trade process,including enterprises,agents,and government departments.However,the urgent issue that requires immediate attention is how to achieve secure and efficient cross-border data sharing among these government departments and enterprises in complex trade processes.In addressing this need,this paper proposes a data exchange architecture employing Multi-Authority Attribute-Based Encryption(MA-ABE)in combination with blockchain technology.This scheme supports proxy decryption,attribute revocation,and policy update,while allowing each participating entity to manage their keys autonomously,ensuring system security and enhancing trust among participants.In order to enhance system decentralization,a mechanism has been designed in the architecture where multiple institutions interact with smart contracts and jointly participate in the generation of public parameters.Integration with the multi-party process execution engine Caterpillar has been shown to boost the transparency of cross-border information flow and cooperation between different organizations.The scheme ensures the auditability of data access control information and the visualization of on-chain data sharing.The MA-ABE scheme is statically secure under the q-Decisional Parallel Bilinear Diffie-Hellman Exponent(q-DPBDHE2)assumption in the random oracle model,and can resist ciphertext rollback attacks to achieve true backward and forward security.Theoretical analysis and experimental results demonstrate the appropriateness of the scheme for cross-border data collaboration between different institutions. 展开更多
关键词 Multi-authority attribute based encryption blockchain data sharing access control
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A comprehensive review of federated learning for multi-center medical data
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作者 Si-Ying Zhu Wen Tang +1 位作者 Yu-Ting Xie Li-Zhe Xie 《Biomedical Engineering Communications》 2025年第2期16-28,共13页
As the integration of medical big data and artificial intelligence advances,the secure sharing of medical data has become a key driving force for advancing disease research and clinical diagnosis.Federated learning,a ... As the integration of medical big data and artificial intelligence advances,the secure sharing of medical data has become a key driving force for advancing disease research and clinical diagnosis.Federated learning,a distributed approach enabling collaborative data processing without sharing raw data,offers promising solutions to challenges in multi-center medical data sharing.This review summarizes the progress of federated learning in multi-center medical data processing,analyzed from four perspectives:system architectures,data distribution strategies,clinical tasks,and algorithmic models.At the same time,this paper explores the challenges in practical applications,such as data heterogeneity,communication overhead,and privacy concerns.It proposes driving future research development by optimizing algorithms,strengthening privacy protection mechanisms,and enhancing computational efficiency. 展开更多
关键词 multi-center medical data federated learning privacy protection data secure sharing
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地球表层系统科学数据挖掘与知识发现关键技术研究进展与发展趋势
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作者 王卷乐 谢忠 +6 位作者 宋佳 宋春桥 陈旻 余卓渊 邱芹军 李凯 段博文 《地球信息科学学报》 北大核心 2026年第3期545-555,共11页
【意义】在开放科学背景下,不断涌现的开放数据增加了可用的资源,但也同时因为数据的分散、异构、多语义等特征,为数据的深度挖掘和知识发现带来挑战。地球表层系统圈层交互强烈且人类活动活跃,由此产生的科学数据尤其丰富,围绕该领域... 【意义】在开放科学背景下,不断涌现的开放数据增加了可用的资源,但也同时因为数据的分散、异构、多语义等特征,为数据的深度挖掘和知识发现带来挑战。地球表层系统圈层交互强烈且人类活动活跃,由此产生的科学数据尤其丰富,围绕该领域的数据挖掘与知识发现是全球科学前沿和竞争焦点。【进展】本文围绕地球表层系统科学数据的发现、管理、挖掘、模型共享与集成应用,开展了系统深入的全链条关键技术研究。通过本体更新与对齐方法,构建了可动态更新、规模庞大的地球表层系统科学数据目录和关联网络,提升了数据共享评估的准确性与效率;结合云计算、容器虚拟化等前沿技术研发的智能服务工具,实现了对海量遥感数据的高效处理与信息提取,探索了多源数据管理的标准化路径;研发了融合遥感大数据与智能算法的高精度地球表层系统参数数据产品,并实现了时空演变规律的高效挖掘分析;通过创新性的异构模型容器化服务技术,解决了地表系统科学模型共享与计算的难题;建立了可在线计算的协同分析环境,并在蒙古高原生态屏障建设和长三角城市群可持续发展评估等应用场景中示范。【展望】在以上技术进展基础上,指出地球表层系统科学数据挖掘与知识发现研究面向FAIR化、智能化、产品化、模型化以及场景化的未来发展趋势。 展开更多
关键词 地球系统科学 数据共享 模型共享 数据挖掘 在线计算 协同分析
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科学基金成果的管理与传播研究
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作者 王冬梅 冯勇 +9 位作者 朱明皓 丁华 刘畅 张耀月 石顺伟 肖一雄 杨文旭 张高明 杨旭 朱云伟 《中国科学基金》 北大核心 2026年第1期189-198,共10页
国家自然科学基金成果的科学共享与管理对推动科学进步、增强公众科学素养以及增强科研人员之间的交流与合作具有重要意义。本研究对科研人员们开展了问卷调研,共收集到870份有效问卷,并对获取科学基金成果数据的现状及困难进行了分析,... 国家自然科学基金成果的科学共享与管理对推动科学进步、增强公众科学素养以及增强科研人员之间的交流与合作具有重要意义。本研究对科研人员们开展了问卷调研,共收集到870份有效问卷,并对获取科学基金成果数据的现状及困难进行了分析,随后基于K-means方法,对10个不同类别的科学基金项目成果进行了聚类分析。结果显示,采用“关键词和信息”对成果进行刻画有助于提升成果的共享与管理。结合从业人员的访谈,本研究提出以下建议:(1)加强成果共享传播的培训和指导,建立多元化的共享传播渠道;(2)提供更多的共享传播资源,支持研究人员进行有效成果共享传播;(3)建议注重政策法规体系的完善性、协调性和一致性,坚持与国际组织的共同理念接轨。 展开更多
关键词 科学基金 基金成果 数据管理 数据共享
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生态环境监测网络与企业绿色转型——数字赋能环境监测数据共享的视角 被引量:2
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作者 周波 何威 《安徽师范大学学报(社会科学版)》 2026年第1期106-119,共14页
环境监测是政府环境治理体系与生态环境保护的重要基础,政府间环境监测数据共享是统筹地方政府与微观企业加快发展方式绿色转型的重要保障。本文采用2010—2024年中国A股上市公司数据,探究生态环境监测网络对企业绿色转型的影响。研究发... 环境监测是政府环境治理体系与生态环境保护的重要基础,政府间环境监测数据共享是统筹地方政府与微观企业加快发展方式绿色转型的重要保障。本文采用2010—2024年中国A股上市公司数据,探究生态环境监测网络对企业绿色转型的影响。研究发现:生态环境监测网络导致企业重减排而轻发展,表现为污染排放与全要素生产率降低。机制分析表明监测网络将提高地方政府环境关注度,并降低其环境自由裁量空间;这未促使企业减排减产,而是倒逼其增加后端治理为主的环保投资,同时挤出生产性创新投资,进而导致企业重减排而轻发展。异质性分析发现,在内资、税收依赖、轻污染和融资约束企业中,监测网络致使企业重减排、轻发展的效果更为明显。 展开更多
关键词 生态环境监测网络 绿色转型 数字技术 数据共享
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基于区块链的分层属性基可搜索加密方案
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作者 高改梅 张爱贞 +3 位作者 刘春霞 杨玉丽 党伟超 杜苗莲 《计算机工程与设计》 北大核心 2026年第2期442-451,共10页
针对分层属性基加密算法的用户权限越界问题以及搜索权限上的局限性,提出基于区块链的分层属性基可搜索加密方案。在分层访问树的基础上,修改密文项设计分层属性基加密算法。基于非对称可搜索加密构造用户陷门及搜索算法,以实现用户对... 针对分层属性基加密算法的用户权限越界问题以及搜索权限上的局限性,提出基于区块链的分层属性基可搜索加密方案。在分层访问树的基础上,修改密文项设计分层属性基加密算法。基于非对称可搜索加密构造用户陷门及搜索算法,以实现用户对分层加密数据的有效搜索。利用区块链技术记录和验证搜索工作,通过链上链下的协同存储机制实现与云服务器的数据交互。验证了BC-HABSE方案在困难问题假设下密文和陷门的不可区分性安全。实验结果分析表明,BCHABSE在密钥生成时间、陷门生成时间和搜索时间上优于其它方案,适用于层次文件数据共享场景。 展开更多
关键词 分层访问树 分层属性基加密 可搜索加密 数据共享 区块链 云服务器 协同存储
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FAIR×FAIR:AI时代科学数据的共享与利用
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作者 沈志宏 朱小杰 朱国亮 《数据分析与知识发现》 北大核心 2026年第1期31-47,共17页
【目的】围绕AI场景下科学数据的共享与利用问题,针对现有FAIR原则不足以指导科学数据满足AI就绪的现状,构建面向AI就绪的科学数据共享与利用原则框架。【方法】通过系统梳理传统机器学习、大模型预训练、大模型微调、检索增强生成及智... 【目的】围绕AI场景下科学数据的共享与利用问题,针对现有FAIR原则不足以指导科学数据满足AI就绪的现状,构建面向AI就绪的科学数据共享与利用原则框架。【方法】通过系统梳理传统机器学习、大模型预训练、大模型微调、检索增强生成及智能体等5类典型AI任务的数据需求,在传统FAIR“四可”维度的基础上,提出面向AI就绪(即For AI Ready)的科学数据共享与利用原则框架FAIR×FAIR,进而提出与框架相适应的层次化技术栈。【结果】FAIR×FAIR框架明确了13项科学数据满足AI就绪的技术要求,为弥合AI任务与科学数据之间的语义鸿沟提供了系统化方案。【局限】本研究提出的原则框架其实施效果仍需通过后续领域应用案例进一步验证。【结论】FAIR×FAIR框架为AI时代的科学数据共享与高效利用提供了理论依据和实践路径,对推动数据驱动型科研范式的演进具有重要意义。 展开更多
关键词 FAIR原则 AI就绪 科学数据 数据共享 FAIR×FAIR
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教育大模型数据治理与共享标准框架构建研究
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作者 吴永和 陈圆圆 +1 位作者 吴慧娜 马晓玲 《开放教育研究》 北大核心 2026年第1期54-66,共13页
智能范式背景下,教育数据呈现来源异构、授权不清、依赖情境、高敏感性等特征,带来协作治理、隐私保护、跨域共享等挑战。本研究以高质量教育数据为核心,提出“安全—质量—语境”的内涵特性,明确教育数据规范管理与高效利用的核心目标... 智能范式背景下,教育数据呈现来源异构、授权不清、依赖情境、高敏感性等特征,带来协作治理、隐私保护、跨域共享等挑战。本研究以高质量教育数据为核心,提出“安全—质量—语境”的内涵特性,明确教育数据规范管理与高效利用的核心目标与价值导向;构建了教育大模型数据治理和共享标准框架,并从释放数据价值、规范生成数据、强化知识支撑和构建协同机制四方面展望其未来发展。这一框架有助于为教育大模型的预训练和测评提供数据支撑,促进其安全、高效、可信地应用。 展开更多
关键词 教育大模型 数据治理 数据共享 高质量教育数据 标准框架
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环境数据要素共享何以推动府际常态化协作治理——来自区域协同减污降碳的经验证据
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作者 王欣亮 杨安诺 +1 位作者 李想 刘飞 《公共管理学报》 北大核心 2026年第1期153-165,176,共14页
在区域环境治理协同指示下,现有研究主要聚焦纵向与运动式协作治理,而对数字化背景下横向常态化协作治理研究不足。本文基于制度集体行动框架,以区域协同减污降碳为代表,构造了30420个“城市对”观测值,并使用DML与DID模型,检验环境数... 在区域环境治理协同指示下,现有研究主要聚焦纵向与运动式协作治理,而对数字化背景下横向常态化协作治理研究不足。本文基于制度集体行动框架,以区域协同减污降碳为代表,构造了30420个“城市对”观测值,并使用DML与DID模型,检验环境数据要素共享影响府际常态化协作治理的机制与效应。研究得出:第一,环境数据要素共享能通过府际制度、技术与产业协作,促使区域在减污降碳上作出协同响应,且能实现污与碳排量与强度双控目标;第二,扩大数据共享规模、增强共享时效与优化共享方式,均能提升减污降碳这一协作治理效能;其中优化共享方式作用最强;第三,提升横向竞争压力、知识产权保护与绿色产业禀赋,能够增强环境数据要素共享的区域协同减污降碳效应,这既源于横向竞争压力与绿色产业禀赋对共享方式优化的倒逼与支撑,也源于知识产权保护对大规模、高频共享数据的价值挖掘;第四,其既能增强区域在扩绿增长方面的协同响应能力,还能扭转命令控制型政策工具的治污负外部效应,促进全域减污降碳。本文探索了数字化背景下基于环境治理实践的府际常态化协作治理机制及效应,为推进经济社会全面绿色转型的政策设计提供新思路。 展开更多
关键词 环境绩效信息 数据要素共享 府际常态化协作 全域减污降碳 区域协同治理
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