arXiv:2409.09058cs.DCcs.AI2024-09

用数据为中心的新模型重构计算系统设计,提升安全与互操作性。

Redefining Data-Centric Design: A New Approach with a Domain Model and Core Data Ontology for Computational Systems

  • 以对象、事件、概念、动作构建多模态数据分类体系。
  • 基于本体实现跨生态系统的语义一致与安全数据管理。
  • 适合系统架构师和数据设计师参考,推动可扩展系统开发。

本文提出一种创新的数据中心范式,通过引入新的信息学领域模型,摆脱传统以节点为中心的框架,聚焦于数据为中心的分类方法。该模型采用多模态方式整合对象、事件、概念与动作,结合跨学科研究,建立以这些核心元素为基础的本体基础,促进分布式生态系统中语义一致性与安全数据处理。我们还探讨了将该模型实现为 OWL 2 本体的可行性,讨论其潜在应用,并展望其可扩展性与未来研究方向。本工作旨在为系统设计者与数据架构师提供基础指南,助力构建更安全、可互操作且可扩展的数据系统。

原文摘要 · Abstract (English)

This paper presents an innovative data-centric paradigm for designing computational systems by introducing a new informatics domain model. The proposed model moves away from the conventional node-centric framework and focuses on data-centric categorization, using a multimodal approach that incorporates objects, events, concepts, and actions. By drawing on interdisciplinary research and establishing a foundational ontology based on these core elements, the model promotes semantic consistency and secure data handling across distributed ecosystems. We also explore the implementation of this model as an OWL 2 ontology, discuss its potential applications, and outline its scalability and future directions for research. This work aims to serve as a foundational guide for system designers and data architects in developing more secure, interoperable, and scalable data systems.

数据建模本体论系统设计

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