Computer Science ›› 2026, Vol. 53 ›› Issue (10): 216-228.doi: 10.11896/jsjkx.260500092
• Database & Big Data & Data Science • Previous Articles Next Articles
XU Yuqi1,2, SONG Jinyu1, CHEN Lianyong3, ZHANG Suojuan1, HUANG Qianwen4, LI Changyuan1
CLC Number:
| [1] GUO S Y,HU F R.Constructing a Health Medical Big Data Provenance Mechanism Using Blockchain[J].Journal of Documentation and Data Science,2020,2(4):24-39. [2] XU B,WENG N F,FAN S H,et al.Research on Data Provenance Model in Manufacturing Field for Mass Customization[J].Machine Tool & Hydraulics,2023,51(8):1-7. [3] ZHANG T,QI X H.Information Origin Model and Credibility Evaluation of Zhihu[J].Library and Information Service,2019,63(9):85-94. [4] LIU G F,WANG Q X,HAN M Z.Application Evaluation and Case Analysis of FAIR Principles for Journal Article Supporting Data[J].Modern Information,2024,44(2):17-29. [5] LU L N,YIN L H,YU X,et al.Construction and Application of a Trusted Provenance Framework for Agricultural Scientific Data[J].Library and Information Service,2025,69(8):82-89. [6] ZHOU W,ZHOU L J,WU Y.A Survey of Data Provenance in Scientific Workflow [C]//2010 2nd Asia-Pacific Conference on Information Processing.Kunming:IEEE,2010:186-189. [7] 黄铭钧.数据价值创造——从 0 到 1,从 1 到无穷 | CCCF 精选 [EB/OL].(2025-01-13)[2025-07-21].https://04665u.npoall.com/news/itemid-90786.html. [8] 王诗岸.制造业数据驱动与基于业务的数据治理体系变革 [EB/OL].(2024-01-17)[2025-07-21].https://www.cinn.cn/p/279912.html. [9] CHU Y B,WANG P.Research on Strategies to Improve theCredibility of Online Health Information from the Perspective of Data Continuity[J].Digital Library Forum,2023,19(5):35-41. [10] WANG L W,BAO Z F,HENNING K,et al.A New Method for Optimizing Relational Provenance Information Storage[J].Chinese Journal of Computers,2011,34(10):1863-1875. [11] CHEN Z A.Research on Data Provenance Method for Sensor Networks [D].Nanjing:Southeast University,2021. [12] YANG F F,SHEN S Y,SHEN D R,et al.Multi-Granularity Data Provenance Method for Data Fusion[J].Computer Science,2022,49(5):120-128. [13] MOREAU L,CLIFFORD B,FREIRE J,et al.The open provenance model core specification(v1.1)[J].Future Generation Computer Systems,2011,27(6):743-756. [14] SUH Y K,LEE K Y.A survey of simulation provenance sys-tems:Modeling,capturing,querying,visualization,and advanced utilization[J].Human-centric Computing and Information Sciences,2018,8(1):27. [15] BERTOLISSI C,ANTON A M,ZANNONE N.Fine-grained access control for multi-user data in cooperative systems:Managing compound objects and temporal constraints[J].International Journal of Information Security,2026,25(2):55-77. [16] WEI Y Z,DENG Z H,GUANG Y R,et al.A Scientific Data Secure Traceability Method Based on Blockchain and Smart Contracts[J].Journal of Modern Information,2021,41(1):32-38. [17] World Wide Web Consortium(W3C).PROV-DM:The PROV Data Model[S].2013.https://www.w3.org/TR/2013/REC-prov-dm-20130430/. [18] DUAN E L,TONG Z X,TAN Y M,et al.Research on Provenance Expression Method of Earth Observation Information for Open Science[J].Geomatics and Spatial Information Technology,2022,45(1):87-94. [19] PÉREZ B,RUBIO GARCIA Á L,ZAPATA M A.PROV-IDEA:Supporting interoperable schema and data provenance within database evolution[J].ACM Transactions on Software Engineering and Methodology,2025,34(3):1-27. [20] MENOTTI L,MARCHESIN S,GIACHELLE F,et al.Prove-nance-driven nanopublications:Representing source lineage and trust networks for multi-source assertions[J].International Journal on Digital Libraries,2025,26(4):24-42. [21] AUGE T,BALI G,KINDLER C,et al.Provenance for latticeQCD workflows-an update[C]//Proceedings of the ProvenanceWeek 2025.New York,NY,USA:Association for Computing Machinery,2025:52-56. [22] XU Z Y,SHI H Y,YUE Z Y,et al.Power Market Settlement Traceability Model Based on PROV and Smart Contracts[J].Computer Systems & Applications,2025,34(1):58-68. [23] WU M.Research on Provenance Model for Multi-source Remote Sensing Image Data[J].Journal of Geo-information Science,2023,25(7):1325. [24] SAHOO S S,SHETH A P.Provenir Ontology:Towards aFramework for eScience Provenance Management [EB/OL].(2009-10-15)[2025-12-06].https://corescholar.libraries.wright.edu/knoesis/80. [25] SIKOS L F,PHILP D.Provenance-aware knowledge representation:A survey of data models and contextualized knowledge graphs[J].Data Science and Engineering,2020,5(3):293-316. [26] MASSARI A,PERONI S,TOMASI F,et al.Representing provenance and track changes of cultural heritage metadata in RDF:A survey of existing approaches[J].Digital Scholarship in the Humanities,2026,41(Supplement_1):i196-i212. [27] 国家市场监督管理总局,国家标准化管理委员会.GB/T 34945-2017 信息技术 数据溯源描述模型 [S].北京:中国标准出版社,2017. [28] HU H Y,LIU C,WANG D,et al.Clean Energy Data Prove-nance Mechanism Based on Blockchain[J].Netinfo Security,2024,24(4):626-639. [29] HOU D F,ZHANG Y H,LI S W,et al.Aviation Equipment Quality Traceability System Based on Blockchain Technology[J].Journal of Nanjing University of Aeronautics and Astronautics,2024,56(4):731-740. [30] LIU Y.Research on Key Technologies of Data Governance for “Four-network Integration” in Rail Transit[J].Railway Computer Application,2023,32(6):82-87. [31] ZHANG Y C,LU K.Research on Data Provenance and DataPrivacy of Smart Libraries-Taking ProVOC Model as an Example[J].New Century Library,2022(7):45-50. [32] SUN J,REN Y,ZHANG J,et al.IoT-driven blockchain-based fast traceability method for electricity marketing sensitive data using provenance vocabulary model[J/OL].International Journal of High Speed Electronics and Systems,2025.https://www.worldscientific.com/doi/10.1142/S0129156425408198. [33] TOMAZELA B,HARA C S,CIFERRI R R,et al.Print:A pro-venance model to support integration processes[C]//Proceedings of the 19th ACM International Conference on Information and Knowledge Management.Toronto ON Canada:ACM,2010:1349-1352. [34] WITTNER R,MASCIA C,GALLO M,et al.Lightweight distributed provenance model for complex real-world environments[J].Scientific Data,2022,9(1):503. [35] SOUZA R,SKLUZACEK T J,WILKINSON S R,et al.To-wards lightweight data integration using multi-workflow provenance and data observability[C]//2023 IEEE 19th International Conference on e-Science(e-Science).Limassol,Cyprus:IEEE,2023:1-10. [36] HAN R,ZHENG M,BYNA S,et al.PROV-IO:A cross-platform provenance framework for scientific data on HPC systems[J].IEEE Transactions on Parallel and Distributed Systems,2024,35(5):844-861. [37] SIMMHAN Y,PLALE B,GANNON D.A Framework for Collecting Provenance in Data-Centric Scientific Workflows[C]//2006 IEEE International Conference on Web Services(ICWS’06).Chicago,IL,USA:IEEE,2006:427-436. [38] PADOVANI G,ANANTHARAJ V,SACCO L,et al.A soft-ware ecosystem for multi-level provenance management in large-scale scientific workflows for AI applications[C]//SC24-W:Workshops of the International Conference for High Perfor-mance Computing,Networking,Storage and Analysis.Atlanta,GA,USA:IEEE,2024:2024-2031. [39] LI H,LE P,JIANG L C,et al.Blockchain Technology for Organization and Verification of Vector Geographic Information Provenance Records[J].Acta Geodaetica et Cartographica Sinica,2021,50(6):823-832. [40] YU S,YANG J,NI J,et al.Secure traceability mechanism ofgreen electricity based on smart contracts and provenance model[J].Heliyon,2024,10(11):e32091. [41] WANG M,BLOUNT M,DAVIS J,et al.A time-and-value centric provenance model and architecture for medical event streams[C]//Proceedings of the 1st ACM SIGMOBILE International Workshop on Systems and Networking Support for Healthcare and Assisted Living Environments.San Juan Puerto Rico:ACM,2007:95-100. [42] BOUNTRIS V,THAMSEN L,LESER U.HyProv:hybrid prov-enance management for scientific workflows[C]//2025 IEEE International Conference on Big Data(BigData).2025. [43] MARGHERI A,MASI M,MILADI A,et al.Decentralised provenance for healthcare data[J].International Journal of Medical Informatics,2020,141:104197. [44] KUMAR V,PAUL K.Medical image data provenance for medical cyber-physical system [J].arXiv:2403.15522v1,2024. [45] VIJAYAKUMAR N N,PLALE B.Tracking stream provenance in complex event processing systems for workflow-driven computing[C]//Proceedings of the 33rd International Conference on Very Large Data Bases.Vienna:VLDB Endowment,2007:1127-1138. [46] RAMAKI N M,SCHINTKE F.MultiChain blockchain data deterministic stream processing with Kafka Streams:a weather data case study [J].arXiv:2601.18011,2026. [47] PRITCHARD N J,WICENEC A.Formal definition and implementation of reproducibility tenets for computational workflows[J].Future Generation Computer Systems,2025,166:107684. [48] SU F G,YANG W P.Quality Perspective:Basic Logic and Practical Path of Higher Education Data Governance[J].Educational Research Monthly,2025(2):34-40. |
| [1] | GU Xinhao, XU Jingyi, LI Yongjin, ZHAO Xinyi, QIAO Jialin. Consensus Protocol Framework of Distributed Time-series Database for Internet of Things Scenarios [J]. Computer Science, 2026, 53(9): 124-135. |
| [2] | TAO Zekun, CHEN Di, ZHU Kaijie, XIA Yi, ZHANG Yichen, CHEN Yue. BGP Anomaly Detection and Localization via Multi-view Neighborhood Perturbation Awareness [J]. Computer Science, 2026, 53(9): 365-374. |
| [3] | HE Yunong, DING Zhijun. Semantics-aware Fine-grained Parallel Structural Reduction Framework for Petri-net LTL Model Checking [J]. Computer Science, 2026, 53(8): 357-364. |
| [4] | ZHANG Xingwang, HE Xiaoli, CHEN Si, SHE Yanhong. Feature Selection Based on Hierarchical Quantum Bat Algorithm [J]. Computer Science, 2026, 53(7): 195-204. |
| [5] | WEI Qing, ZHANG Yupeng, LIU Shaoxun, ZHANG Jinfeng, ZHANG Yuezhong, CHEN Haoyang. Fuzzing Driver Generation Based on Large Language Models [J]. Computer Science, 2026, 53(6A): 250400113-8. |
| [6] | WANG Hai, LIU Zhongyi, ZHANG Chenyang, CUI Hua, FU Dan. MDBCache:Lightweight Data Caching Solution for Relational Databases Based on Memory- mapping [J]. Computer Science, 2026, 53(6A): 250500104-12. |
| [7] | HAN Liping, YU Le, HU Mingzhe, NIE Tingting. Challenges and Methods for Robust Cyber-Physical Systems Under Uncertainty:A Systematic Review [J]. Computer Science, 2026, 53(6A): 250700017-8. |
| [8] | QU Jiewu, LU Xinxi, SUN Jian, LIU Yan, GAO Ling, XU Binbin. Object Detection Method Based on Phased Training Strategy and Multi-scale Feature Fusion [J]. Computer Science, 2026, 53(6A): 250700088-7. |
| [9] | SHEN Yajie, WANG Jishu, JIN Kui, ZI Tong, TANG Mingjing. Second-order Multi-channel Directed Graph Convolution for Gene Regulatory Inference [J]. Computer Science, 2026, 53(6A): 250700116-10. |
| [10] | DONG Dong, JIN Pengchao. Model-based Trajectory Anomalies Detection Algorithm for Longitudinal Data [J]. Computer Science, 2026, 53(6A): 250800004-8. |
| [11] | LIU Zixuan, TANG Xiaoyong. PID-Dynamic LSTM Generation Model for MCU Driver Code Based on Dynamically-tuned Cross-entropy Loss [J]. Computer Science, 2026, 53(6A): 250800005-9. |
| [12] | ZHANG Xiqian, CHEN Siyu, ZHANG Hanwen, WANG Deguang, TIAN Hong. ChainGrid-V:A Highly Scalable Blockchain Storage and Consensus Framework for Cross-domainInternet of Vehicles [J]. Computer Science, 2026, 53(6A): 250800060-8. |
| [13] | LIANG Zheheng, YU Ran, CUI Lei, QIN Zheng, ZHANG Jinbo, ZHANG Ziyang, WU Mingchao. Torlink:High-performance Streaming ML Framework for Dynamic Flow-rate Data [J]. Computer Science, 2026, 53(6A): 250800062-11. |
| [14] | ZHONG Linhui, LIAO Zichen, ZHENG Yi, QU Qiaoqiao, HU Zhen, LI Zhuoyu, LIU Wenxuan. Research on C2 Style Oriented Software Architecture Evolution Path Planning [J]. Computer Science, 2026, 53(6A): 250900102-7. |
| [15] | WU Can, XIAO Haili, WANG Xiaoning, ZHAO Yining, LU Shasha, HE Rong. Workload Analysis and Modeling Method for High-performance Computing [J]. Computer Science, 2026, 53(6): 171-184. |
|
||