利用语义技术管理核知识

过去十年间,在全球数据和信息的收集、管理、了解、展示和分享方面以及从中所汲取知识的运用方面,都取得了巨大技术进步。

核部门属于知识、信息和数据密集型领域。这些都需要复杂巧妙且规划良好的管理。原子能机构正在探索利用创新技术协助克服这一问题。(照片来源:原子能机构) 

在我们今天生活的这个时代,指尖一点,就可以获取信息,搜索引擎就是便携式图书馆。过去十年间,在全球数据和信息的收集、管理、了解、展示和分享方面以及从中所汲取知识的运用方面,都取得了巨大技术进步,最新信息的获取只需通过网络搜索即可实现。语义技术运用了广泛系列的工具,运作方式就像人的大脑一样,有助于处理数据和信息,并将其关联起来,从而形成理解和含义,同时以概念和认知地图的形式跟踪分析结果。

根据一份新的国际原子能机构报告,语义技术作为网络搜索和在线信息管理的基础,可用于核领域,以帮助专家和利益相关方维护、保存、关联和共享核知识。负责该报告的原子能机构核工程师Maxim Gladyshev说:“更多地利用语义技术,可以通过在更大范围内加强对整个领域知识资源的访问,解决各种研究机构的信息协调和编译挑战。”

语义技术,尤其是与人工智能、机器学习、现代分类法和知识本体相结合,可成为管理海量核数据、信息和知识的一种强大工具。

利用语义技术的好处很多,其中关键一项是可以将各种来源相互关联,以便在各个部门、组织和科学界之间共享和重复利用,从而改进对数据和信息的组织。借助经改进的这种知识、信息和数据的组织,可以在更广阔范围内提供核安全标准、建议、经验、最佳实践和以往的研究。

这可能会在研究方面产生重大影响:如果利用语义技术可以将现有数据和信息与其他来源关联起来,那么该领域的研究与发展将更加容易,更加快速,并可能带来更多突破。

原子能机构目前正在探索可能对核工业有益的各种原型和倡议。

核知识管理

核部门以知识为驱动力,有赖于在所有利益相关方之间共享核设施设计、建造、运行和退役方面的信息和经验。一个重大挑战在于调整一种系统性核知识方案,使其能为当地和国际范围内的所有相关各方和组织利用。目前,许多核组织将其知识托管在门户网站上,这些门户网站便成为成千上万文件的中央存储库,却几乎没有元数据(那种描述和提供主要资源方面信息的数据)。既然没有元数据,就很难搜索和访问所需信息,更难以在各种信息资源之间建立联系。

采用属于语义技术的不同标准和规范,可以在核能界确立一种共同语言,开发一个知识组织系统或进一步建设现有知识组织系统(如原子能机构国际核信息系统叙词表),从而解决这一挑战。此外,还有助于将不同数据源整合在一起,实现自动化索引等等。语义技术通过从非结构化数据中提取含义,并将各种可用信息源相互关联,从而可以增强核领域错综复杂的跨学科系统管理的可持续性。

Gladyshev说:“在核知识管理中应用语义技术有助于建立知识模型,并将全然不同的信息源结合起来,以支持基于它们的应用程序和服务”。

印度元数据

位于印度卡尔帕卡姆的英迪拉·甘地原子研究中心是语义技术如何让核部门受益的一个重要实例。为了有效利用和保存其数十年的核研究,该中心建立了一个知识管理门户,其功能是可以让相关团体获取隐性知识,同时获取、存储、共享和使用出版物、项目、活动等方面的信息。

该中心计算机部门负责人R. Jehadeesan说:“我们实施知识管理系统时应用了计算智能技术,让我们得以组织记忆,将知识转化为智力资本,提高生产力,改进通讯,以及提高核电厂运行效率,增强其安全性。”

作为概念验证,原子能机构也开发了一个试验性知识和学习对象储存平台。该项目显示,随着更多教育机构在存储库中发布信息,元数据越来越丰富,从而可以对数据进行复杂查询,经筛选后满足用户需求。

什么是语义技术?

语义技术包括广泛系列的工具、标准和方法,从而可以基于上下文和含义进行信息处理。为了对语义(单词、短语或文本含义)进行编码,采用诸如资源描述框架(RDF)和网络本体语言(OWL)等技术,便可顺利实现元数据编码。

这种技术可以让存储和管理信息的方式得以在不同数据块和不同信息资源之间产生相关性和关联。

Gladyshev说:“一般而言,信息通常局限于单个组织内的一个系统。但语义技术十分宝贵之处就在于它让多个组织的系统连接起来。采用基于语义的系统,用户可以访问有关其感兴趣专题的各种来源的相关信息。”

语义技术可用于许多领域,以提高组织效率,并帮助管理信息,以便于从各种平台进行访问。这意味着,您不必为找到所需信息而知道和搜索单个信息源。由于核知识库极其庞大和复杂,在核领域中利用该技术可以增强知识管理、检索和使用的有效性,提高其效率。

若欲更多地了解语义技术的应用以及用其更好地管理核知识的方法,见:探索语义技术及其在核知识管理中的应用

Nuclear knowledge management

The nuclear sector is knowledge driven and depends on sharing information and experiences in designing, constructing, operating and decommissioning nuclear facilities amongst all stakeholders. It is a major challenge to adapt a systematic approach to nuclear knowledge and make it accessible to all relevant parties and organisations on a local, as well as on an international scale. Currently, many nuclear organisations host their knowledge on portals which act as central repositories for thousands of documents with little or no metadata – of the type of data that describes and provides information on the primary resource. Without metadata, it is difficult to search and gain access to the information required. Even greater difficulty would be to establish links between diverse information resources.

The use of different standards and specifications belonging to semantic technology could provide a solution to this challenge by establishing a shared language within the nuclear community, developing a knowledge organisation system, or further building upon existing ones such as the IAEA INIS Thesaurus. It could also help in integrating different data sources together, automating indexing and much more. By capturing meaning from unstructured data and interlinking various available sources of information, semantic technology can improve the sustainability of managing nuclear’s complex and interdisciplinary systems.

“Using semantic technology in nuclear knowledge management can help build knowledge models and combine disparate information sources to support applications and services based on them,” said Gladyshev.

Metadata in India

The use of this technology by the Indira Gandhi Centre for Atomic Research in Kalpakkam, India is a valuable example for how semantic technology can benefit the nuclear sector. To effectively utilise and preserve its decades of nuclear research, the Centre built a knowledge management portal. The portal was developed with features which allow relevant groups to capture tacit knowledge and obtain, store, share and use information in publications, projects, activities and much more.

“Our knowledge management system implemented with application of computational intelligence technologies has enabled us to organise memory, convert knowledge into intellectual capital, improve productivity and communication as well as create efficiency and improved safety of nuclear power plant operations,” said R. Jehadeesan, Head of the Computer Division at the Centre.

As a proof-of-concept, the IAEA also developed a pilot repository platform for knowledge and learning objects. The project revealed that as more educational organisations publish information in the repository, the richer the metadata becomes, allowing for complex queries to be asked from the data and filtering it to meet the needs of the user.

What is semantic technology?

Semantic technology includes a wide range of tools, standards and methodologies, allowing for the processing of information based on its context and meaning. To encode semantics – the meaning of a word, phrase, or text –technologies such as Resource Description Framework (RDF) and Web Ontology Language (OWL) could be successfully used to codify the metadata.

This technology allows information to be stored and managed in a way which can generate correlations and links between different pieces of data and different information resources.

“Generally speaking, information is usually confined to one system within a single organisation,” said Gladyshev. “Semantic technology, however, is invaluable because it allows systems from multiple organisations to be connected. Using a semantic-based system, users can access relevant information on their topic of interest from various sources.”

Semantic technology is used in many fields to improve organisational efficiency and help manage information to make access from various platforms easier. This means you do not have to know and search individual sources to find the information needed. Because the nuclear knowledge base is extremely large and complex, the use of this technology in the nuclear field can improve the effectiveness and efficiency of its management, retrieval, and use.

Learn more about the use of sematic technologies and the ways they are being explored to better manage nuclear knowledge in: Exploring Semantic Technologies and Their Application to Nuclear Knowledge Management.