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    天空地海一体化监测数据管理与价值释放技术研究进展和展望

    Research progress and perspectives on data management and value realization for space-air-ground-sea integrated monitoring

    • 摘要: 天空地海一体化监测网络是我国现代化生态环境监测体系的核心基础设施,其产生的海量、多源、实时、异构数据对全流程数据管理与要素价值释放提出严峻挑战。本文针对当前监测数据面临的多源异构融合困难、全生命周期质量管控薄弱、数据资产底数不清、安全流通机制不健全、价值转化路径不明等突出问题,系统开展数据管理实施路径与数字要素价值释放技术研究。在管理路径方面,构建了基于数据结构化差异的融合元数据管控与统一语义标定的标准化治理体系,提出了特征层融合与决策层融合两级递进的多源异构数据融合与产品化技术路径,设计了资源目录编制、产品分类分级与安全定级三层递进的数据资产管理体系。在此基础上,建立数据可信确权与安全流通机制,并构建逻辑统一、物理分布的资源数据中心架构,形成覆盖治理、融合、管控与运行全链条的监测数据管理实施路径。在价值释放方面,基于制度、技术与市场三元驱动理论,提出监测数据资源化、价值化与最大化三级跃迁价值释放框架,结合AI大模型实现长时序、多模态、跨尺度监测数据深度挖掘与智能研判,并以可信数据空间为关键基础设施,保障数据产品的安全流通与场景化复用,打通从原始数据到数据资源、数据产品,直至数据市场的全链路价值转化通道。该体系可有效破解数据孤岛、提升数据质量并放大要素价值,为天空地海一体化监测网络数智化转型、生态环境精准治理与数据要素市场化落地提供理论支撑与技术参考。

       

      Abstract: The space-air-ground-sea integrated monitoring network is the core infrastructure of China,s modern ecological and environmental monitoring system. Its massive, multi-source, real-time, and heterogeneous data pose severe challenges to fullprocess data management and the release of data element value. To address key issues such as the limited integration of multisource heterogeneous data, insufficient full-lifecycle quality control, unclear data asset inventories, underdeveloped secure circulation mechanisms,and fragmented value-transformation pathways,this paper systematically investigates implementation paths for monitoring data management and technologies for releasing the value of digital elements. Regarding management paths,this study constructs a standardized governance system that combines differentiated metadata control according to data structural characteristics with unified semantic calibration. A two-stage progressive multi-source heterogeneous data fusion and productization technical path, comprising feature-layer fusion and decision-layer fusion, is proposed. A three-tier progressive data asset management system is designed,covering resource catalogs,product classification,and security grading. On this basis,this study establishes mechanisms for trusted data ownership confirmation and secure circulation, and develops a logically unified yet physically distributed resource data center architecture, thereby forming a full-chain implementation path that integrates governance,fusion,control,and operation. Regarding value release,based on the ternary driving theory of institution,technology,and market,a three-level value release framework is proposed,covering the transformation of monitoring data into data elements,the enhancement of their application value,and the maximization of their market-oriented value. Combined with AI large models,deep mining and intelligent analysis of long-time-series,multi-modal,and cross-scale monitoring data are achieved. Furthermore,trusted data space is used as key infrastructure to support the secure circulation and scenario-based reuse of data products,thereby opening a full-chain value transformation channel from raw data to data resources,data products,and ultimately the data market.This system can effectively break down data silos,improve data quality,and amplify element value,providing theoretical support and technical reference for the digital-intelligent transformation of the space-air-ground-sea integrated monitoring network,precise ecological and environmental governance,and the marketization of data elements.

       

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