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Integration Mechanism of Ideological and Political Education with Specialized Knowledge in the Course of Green Building Design
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作者 Cuicui Qin Qiliang Yu +1 位作者 Xi Liao Yani Gao 《Journal of Contemporary Educational Research》 2024年第11期159-164,共6页
This paper aims to explore the integration of ideological and political education with specialized knowledge in the course of green building design.Through an analysis of the green building design course,combined with... This paper aims to explore the integration of ideological and political education with specialized knowledge in the course of green building design.Through an analysis of the green building design course,combined with the current social development background and the need for ecological and environmental protection,the study investigates how to effectively integrate ideological and political education elements into course instruction to enhance the comprehensive quality and green design capabilities of architecture students.The paper analyzes the content and characteristics of the green building design course and proposes an integration mechanism for ideological and political education in green building design teaching,aiming to cultivate architecture talents with green design concepts and good ideological and political qualities. 展开更多
关键词 Green building design Ideological and political education in course Specialized knowledge integration
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Integrating Project Management, Software Development, and Knowledge Management Models: A Case Study in a Public ICT Services Organization
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作者 Jorge Luiz dos Santos Renelson Ribeiro Sampaio 《Social Networking》 2023年第1期1-27,共27页
In project-based organizations knowledge is a critical resource used to develop and deliver products and services with a high level of quality. Therefore, a systematic and sustainable process is necessary to coordinat... In project-based organizations knowledge is a critical resource used to develop and deliver products and services with a high level of quality. Therefore, a systematic and sustainable process is necessary to coordinate knowledge management, project management and product lifecycle. This scenario predominates in companies focused on the creation and maintenance of information systems. This article presents an exploratory study based on a framework that integrates cognitive, managerial, and operational processes in a public Brazilian organization that provides services in the area of information and communications technology, focusing on the construction and maintenance of information systems. Those processes are operationalized by three management models considering knowledge, project, and software development processes. Our proposal aims to understand the relationships between those three management models and their influence on the software development process in the organization under study. Our premise is based on the principle that cognitive management, project management, and software development management must be integrated to fulfill the demands of product development and service provision. The research data was composed of registers of working hours spent on software development and maintenance projects involving 244 people allocated to 5064 projects in the period from 2007 to 2013. The study resulted in the identification of the relationships among the three management models adopted by the organization, with emphasis on knowledge management activities, which were not directly identified, making it difficult to account for and measure them. We established a set of activities connected to each one of the knowledge management model phases. Since those activities were not visible before, our approach contributed to build a systematic process to register and relate activities linked to the dimensions of cognitive processes, project management, and software construction. 展开更多
关键词 knowledge Management knowledge Sharing integrated Management Project Teams Software Development
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Content Characteristics of Knowledge Integration in the eHealth Field:An Analysis Based on Citation Contexts 被引量:4
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作者 Shiyun Wang Jin Mao +1 位作者 Jing Tang Yujie Cao 《Journal of Data and Information Science》 CSCD 2021年第3期58-74,共17页
Purpose:This study attempts to disclose the characteristics of knowledge integration in an interdisciplinary field by looking into the content aspect of knowledge.Design/methodology/approach:The eHealth field was chos... Purpose:This study attempts to disclose the characteristics of knowledge integration in an interdisciplinary field by looking into the content aspect of knowledge.Design/methodology/approach:The eHealth field was chosen in the case study.Associated knowledge phrases(AKPs)that are shared between citing papers and their references were extracted from the citation contexts of the eHealth papers by applying a stem-matching method.A classification schema that considers the functions of knowledge in the domain was proposed to categorize the identified AKPs.The source disciplines of each knowledge type were analyzed.Quantitative indicators and a co-occurrence analysis were applied to disclose the integration patterns of different knowledge types.Findings:The annotated AKPs evidence the major disciplines supplying each type of knowledge.Different knowledge types have remarkably different integration patterns in terms of knowledge amount,the breadth of source disciplines,and the integration time lag.We also find several frequent co-occurrence patterns of different knowledge types.Research limitations:The collected articles of the field are limited to the two leading open access journals.The stem-matching method to extract AKPs could not identify those phrases with the same meaning but expressed in words with different stems.The type of Research Subject dominates the recognized AKPs,which calls on an improvement of the classification schema for better knowledge integration analysis on knowledge units.Practical implications:The methodology proposed in this paper sheds new light on knowledge integration characteristics of an interdisciplinary field from the content perspective.The findings have practical implications on the future development of research strategies in eHealth and the policies about interdisciplinary research.Originality/value:This study proposed a new methodology to explore the content characteristics of knowledge integration in an interdisciplinary field. 展开更多
关键词 knowledge integration Interdisciplinary research Citation contexts EHEALTH knowledge content
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A Knowledge-Integrate Cross-Domain Data Generation Method for Aspect and Opinion Co-Extraction
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作者 Hao Zhang Yegang Li +1 位作者 Jiachen Yang Rujiang Bai 《Journal of Computer and Communications》 2023年第12期31-48,共18页
To address the difficulty of training high-quality models in some specific domains due to the lack of fine-grained annotation resources, we propose in this paper a knowledge-integrated cross-domain data generation met... To address the difficulty of training high-quality models in some specific domains due to the lack of fine-grained annotation resources, we propose in this paper a knowledge-integrated cross-domain data generation method for unsupervised domain adaptation tasks. Specifically, we extract domain features, lexical and syntactic knowledge from source-domain and target-domain data, and use a masking model with an extended masking strategy and a re-masking strategy to obtain domain-specific data that remove domain-specific features. Finally, we improve the sequence generation model BART and use it to generate high-quality target domain data for the task of aspect and opinion co-extraction from the target domain. Experiments were performed on three conventional English datasets from different domains, and our method generates more accurate and diverse target domain data with the best results compared to previous methods. 展开更多
关键词 knowledge-integrate Domain Adaptation Text Generation Aspect and Opinion Co-Extraction
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Development and application of knowledge-based subject group integration platforms:A case study of Shanghai Institute of Ceramics,CAS 被引量:1
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作者 Yu LIU Jian FU +2 位作者 Huijun ZHENG Hao CHEN Zhiping YANG 《Chinese Journal of Library and Information Science》 2014年第2期1-14,共14页
Purpose:According to the different requirements of research group users,we established the knowledge-based subject group integration platforms of Shanghai Institute of Ceramics,the Chinese Academy of Sciences(abbrevia... Purpose:According to the different requirements of research group users,we established the knowledge-based subject group integration platforms of Shanghai Institute of Ceramics,the Chinese Academy of Sciences(abbreviated as SIC CAS hereinafter),which were designed and constructed to better meet the needs of CAS research groups for their development,collaboration and communication.Design/methodology/approach:We first identified the requirements of users via preliminary investigation,and then chose CASI1 P,iLibrary and XKE technology,respectively as the building tools compatible with the major demands of users.These steps helped us complete the layout design of SIC CAS integration platforms,as well as its knowledge organization and integration.Findings:According to the need of users,we applied three types of platform construction technologies to five SIC integration platforms,and formulated standard norms for the further construction process,which could provide useful reference for a sustainable development for the extensive construction in CAS institutes.Research limitations:In order to make the SIC integration platforms more intelligent and have more functions,we need to enlarge the scale of the Platforms and upgrade the building tools for the platform construction.Practical implications:The nature of SIC sub-project integration platforms is to construct a content-sensitive environment which can embed knowledge services and knowledge applications seamlessly into scientific activities,so the Platform is expected to be a useful tool to help researchers better understand the recent development of the research field and form collaborations with their peers.Originality/value:SIC integration platforms are the only pilot construction that used 3different platform technologies in the first batch of knowledge-based subject group integration platforms of the Chinese Academy of Sciences.The construction is user-centered throughout the whole process,namely,from the technology selection,content construction to the sustainable development of the platforms,which are all based on user requirements.During this process,we have not only established sustainable mechanisms for both the personalized feedback and security management of the institutional knowledge of SIC CAS,but also formed a service team for the sustainable development of SIC integration platforms. 展开更多
关键词 integration platforms USER-ORIENTED Team construction knowledge organization Sustainable development
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Research on Information Resource Integration of University Libraries under the Mode of Knowledge Management
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作者 Yu-Qiang Guo Zheng-Yu Sha 《Intelligent Information Management》 2012年第5期207-211,共5页
On the grounds of expounding the situation of university library knowledge management and according to the characteristics of knowledge management, the paper combines the development of resource integration of library... On the grounds of expounding the situation of university library knowledge management and according to the characteristics of knowledge management, the paper combines the development of resource integration of library of Wuhan University of Technology, and analyzes the objects, trends and innovation of resource integration under the mode of knowledge management. 展开更多
关键词 knowledge Management RESOURCE integration UNIVERSITY LIBRARY
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Personal Tacit Knowledge and Global Learning Professional Competencies—Multi-Dimensional Relationships
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作者 Rosalind R. King 《Journal of Computer and Communications》 2017年第13期21-30,共10页
Global learning professional competencies (GLPCs) are essential for college students to be able to address the impact of globalization in the 21st century. Organizations and society-at-large look to higher education t... Global learning professional competencies (GLPCs) are essential for college students to be able to address the impact of globalization in the 21st century. Organizations and society-at-large look to higher education to prepare college students with GLPCs. In addition, there is a body of literature that suggest personal tacit knowledge enhance GLPCs. However, researchers have done little from an empirical perspective to determine the relationship between the use of P-T K and enhancement of GLPCs, hence the purpose of this study. The statistical results revealed significant correlations, p st century knowledge society through use of P-T K. 展开更多
关键词 PERSONAL Tacit knowledge (P-T K) GLOBAL Learning PROFESSIONAL Competencies (GLPCs) multi-dimensional RELATIONSHIPS
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The Theory of Biomedical Knowledge Integration(Ⅳ) 被引量:5
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作者 BAOHan-fei 《医学信息(西安上半月)》 2005年第6期545-550,共6页
This paper presented some philosophic viewpoints of the Theory of BMKI (The Theory of Biomedical Knowledge Integration), a new exploration in BioMedica l Informatics. It discussed an evolutional relation from proposit... This paper presented some philosophic viewpoints of the Theory of BMKI (The Theory of Biomedical Knowledge Integration), a new exploration in BioMedica l Informatics. It discussed an evolutional relation from propositional calculus, predicate calculus, through framework, to neural network.. The differences in e xclusivity and other natures were explored for physical systems(the real world), quasi-physical systems(the copies of the real world) and mental systems(the abs tracts of the real world). Based on their behaviours in cognitive sciences and k nowledge engineering, the new concepts quasi-infinity or -infinitesimal,potentia l knowledge,dynamic knowledge were introduced. This paper has also described so called "big-or" space which is the base of scientific understanding or associati on. Furthermore the paper put forward the viewpoint that "reasoning only can imp lement in an axiomatic space" and then outlined the building processes of such k ind of space. At last so called "beacon-and-compass strategy" in BMKI was introd uced. 展开更多
关键词 生物医学 理论研究 综合知识 神经网络系统
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Analysis on the Optimization Approaches of Contemporary Piano Education System from the Perspective of Music Knowledge Integration
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作者 Xin Wang 《International Journal of Technology Management》 2016年第9期13-15,共3页
In this paper, we conduct analysis on the optimization approaches of contemporary piano education system from the perspective of music knowledge integration. In the process of the piano teaching, teacher and school th... In this paper, we conduct analysis on the optimization approaches of contemporary piano education system from the perspective of music knowledge integration. In the process of the piano teaching, teacher and school the training of musicianship as the key point of teaching. This is because the skill can through student plays to display directly, appraises the student performance technique quality an important criterion. However, the student has the excellent adept technique merely also by far insufficient, but also needs the high artistic aesthetic ability, not only need be able to appreciate the piano performance, but must be able to reveal the artistic aesthetic feature in the process of piano performance. Piano education as one of the ways of music education, and other subjects, there is the subject of the universal education as its educational ideas, educational ideas and teaching methods, a direct impact on the generation after generation of the comprehensive quality of education. Under this basis, we propose the new idea on the issues that will be beneficial. 展开更多
关键词 OPTIMIZATION Contemporary Piano Education System Music knowledge integration.
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The Theory of Biomedical Knowledge Integration (Ⅶ)──The Non-Euclid Macro-Micro Transform Law 被引量:8
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作者 BAO Han - fei 《医学信息(西安上半月)》 2006年第11期1899-1907,共9页
This article continued to do the scholastic pursuits on some profound mechanisms in the life systems, which are believed to be related to the further development of Medical Informatics. It discussed at first the struc... This article continued to do the scholastic pursuits on some profound mechanisms in the life systems, which are believed to be related to the further development of Medical Informatics. It discussed at first the structural nature of things, then probed a principle which is a basis for both of the fractal theory and the wavelet analysis, being called the shape-constancy law of the basic constructors at the different scale levels. And the paper also ventured the equivalency between the shape of wave and matrix, thus presented a new concept “shaped-number”, being expected to work in the operations of some bio-medical functions or shapes. 展开更多
关键词 生物知识 小波分析 综合理论 信息
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The Theory of Bio-Medical Knowledge Integration(Ⅵ) 被引量:2
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作者 BAO Han fei 《医学信息(西安上半月)》 2006年第2期183-190,共8页
This paper introduced the following new concepts:the cognitive goal, the cognitive goal for the declarative data of the patient records (PRs), The basic attributes of PR’s data at the sides of generation, constructio... This paper introduced the following new concepts:the cognitive goal, the cognitive goal for the declarative data of the patient records (PRs), The basic attributes of PR’s data at the sides of generation, construction and cognition, the generalized data creator (GDC), type Ⅰ to Ⅵ+ of GDC, the cognitive directions of data: forward direction and backward direction, the apparent cognitive orientation and inapparent cognitive orientation, the cognitive granularity difference principle between the natural intelligence and the artificial intelligence, the generalized variable(GVAR) and the generalized value(GVAL), the variable and value transitivity law(V-V transitivity law), the attribute-combination irreversibility between the concept abstracting and embodying, an open model of the launching engine of bio-medical cognition, 展开更多
关键词 医学信息 人工智能 生物医学 BMKI
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To design and construct an embedded knowledge integration service platform:Taking ISCAS subject group platform as an example
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作者 Yajing LIU Jinhui ZHOU +1 位作者 Yanxi WANG Dan HAO 《Chinese Journal of Library and Information Science》 2014年第1期1-15,共15页
Purpose:As scientific resources are widely distributed,researchers often have difficulties in acquiring information from different individual sources.This paper intends to present a new approach to construct a subject... Purpose:As scientific resources are widely distributed,researchers often have difficulties in acquiring information from different individual sources.This paper intends to present a new approach to construct a subject-knowledge-based integration platform which was carried out by the Institute of Software,Chinese Academy of Sciences(ISCAS).Our aim is to use technique tools to strengthen the library service by combining a variety of information service resources with knowledge tools.Design/methodology/approach:Based on the analysis of users’ needs,we established a collaborative team across ISCAS Library,National Science Library of CAS(NSL CAS),and ISCAS’ research groups or research labs.With the service tools developed by ISCAS Library,we embedded other multipurpose utility tools of knowledge integration into the platform as to make full use of software tools in knowledge integration,knowledge fusion,and intelligent push of library services to end users.Findings:With a hard effort of the construction team,the ISCAS subject group platform(hereinafter as ISCAS Platform) has integrated such information resources as institutional repository(IR) of ISCAS,open resources from websites and subject resources of computer sciences.Up to date,ISCAS platform can provide integrated information services including data collection for computer science and intelligent generation of citation reports,by means of embedding self-developed discovering tools for domain experts and subject content,and generation tools for scientific citation reports.Research limitations:Knowledge organization need be further improved in the ISCAS subject group platform.In addition,functions for academic exchanges need be maximized as to meet the individual demands of researchers for library services at the Platform.Practical implications:Since we Platform has been put into use through the Library website of the ISCAS in June 2012,many academic libraries from both domestic universities and CAS institutes have showed their strong interest for our self-developed tools,among which more than 10 cooperation partnerships have been formed.Originality/value:Through self-developed service tools and the integration of multiple-type resources,our Platform has solved such key problems as timely access and update of the trusted resources from a third party,and the rapid fusion and extension of library resources while establishing subject knowledge environment.So the ISCAS library can provide a flexible customization of library services according to the need of different users. 展开更多
关键词 Subject group platform knowledge integration Embedded service Supporting tools Automatic push
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The Theory of Biomedical Knowledge Integration (Ⅶ)──The Non-Euclid Macro-Micro Transform Law
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作者 Hanfei Bao 《医学信息(西安上半月)》 2007年第2期175-182,共8页
This article continued to do the scholastic pursuits on some profound mechanisms in the life systems, which are believed to be related to the further development of Medical Informatics. It discussed at first the struc... This article continued to do the scholastic pursuits on some profound mechanisms in the life systems, which are believed to be related to the further development of Medical Informatics. It discussed at first the structural nature of things, then probed a principle which is a basis for both of the fractal theory and the wavelet analysis, being called the shape-constancy law of the basic constructors at the different scale levels. And the paper also ventured the equivalency between the shape of wave and matrix, thus presented a new concept "shaped-number", being expected to work in the operations of some bio-medical functions or shapes. 展开更多
关键词 BioMedical Informatics Artificial Intelligence the Theory BioMedical knowledge integration Fractal Theory Wavelet Analysis
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Integration of Knowledge Processes into Management Systems
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作者 Zoltan Pasztory 《Journal of Energy and Power Engineering》 2019年第9期349-353,共5页
Understanding definitions and differences between the processes,knowledge processes and business processes is the first step of the integration of knowledge processes into management systems of an organization.The nex... Understanding definitions and differences between the processes,knowledge processes and business processes is the first step of the integration of knowledge processes into management systems of an organization.The next step is to understand throughout the company why the processes should be introduced and continuously maintained.The knowledge is one of the most valuable assets of the company,relevant part of the intellectual capital.The management of the knowledge and its lifecycle can give a market advantage for the organization.In the nuclear industry this is the vital requirement to maintain the safe and reliable operation of a nuclear facility,or radiation safety activates.Those companies who already implemented an integrated management system were following international standards,or good practices(like ISO 9001,EFQM,Standard Nuclear Performance Model developed by Nuclear Energy Institute(NEI)and others).This article focuses on nuclear industry organizations,approaches and methods,and how to integrate the knowledge processes into management system.This is the last step of the knowledge management implementation in an organization.When it was done,we can say that the knowledge processes are embedded into organization’s day-to-day life and the knowledge managed in the organization as all other resources. 展开更多
关键词 knowledge knowledge management knowledge processes integrated Management System(IMS) COMPETENCY nuclear knowledge management nuclear industry
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Integration of a Resource-Oriented Vocabulary with Knowledge-Oriented Vocabulary Systems
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作者 秦健 陈江萍 《大学图书馆学报》 CSSCI 北大核心 2002年第2期2-8,共7页
万维网信息网关面临着三大挑战:描述内容的直观的词汇表,词汇表系统的逻辑结构,以及不同的词汇表结构之间丰富的相互关系。本文试图解决美国国家教育图书馆发起的教育资源网关(GEM)遭遇的这些挑战。GEM的面向资源的词汇表定义了教育资... 万维网信息网关面临着三大挑战:描述内容的直观的词汇表,词汇表系统的逻辑结构,以及不同的词汇表结构之间丰富的相互关系。本文试图解决美国国家教育图书馆发起的教育资源网关(GEM)遭遇的这些挑战。GEM的面向资源的词汇表定义了教育资源的范围和子类;然而,它缺乏主题类目之间和主题类目与关键词之间的相互关系。对GEM用户所作的一次调查表明,这种语义关联的缺乏对系统的检索效果具有负面的影响。作为对比,许多面向知识的词汇表系统含有语义关联及表达知识的结构。这篇论文报告了GEM语义项目第一阶段的成果,在这一阶段,作者通过分析其结构和特点,对GEM的受控词汇表增加了语义映射。在语义映射实验基础上,提出了两种模型来整合面向资源和知识的词汇表系统。元素-属性-值(EAV)模型注重于资源类型,可以方便地用文献类型定义来表达。语义层级模型则基于主题词条的语义含义和关系来对其加以处理。这两种整合模型可被用作词汇表建立和维护的理论框架。 展开更多
关键词 词汇表 整合模型 GEM 教育资源网关 美国国家教育图书馆 万维网 信息网关 语义映射
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The Theory of Bio-Medical Knowledge Integration(Ⅸ)──A venture in methodology for operations on the cognitive segment in HER
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作者 BAO Han-fei 《医学信息》 2008年第7期1003-1010,共8页
This paper pointed out, in the cognitive or semantic processes, the data of EHR reflect their physical nature, which makes mathematics and informatics of less computing capability. Based on this argument a new concept... This paper pointed out, in the cognitive or semantic processes, the data of EHR reflect their physical nature, which makes mathematics and informatics of less computing capability. Based on this argument a new concept cognitive segment (CS), which is considered with having both physical and formalized quality, was introduced. Centered on CS, the paper presented a series of new basic concepts and their definitions, a set of symbols and expressions, and afterwards explored the types, quasi-formalized expressions, mapping nature, methodology for operations, two distinguished differences, commonsensible background analyses, cognitive dimension regression, supervising function of CSs. 展开更多
关键词 乳癌 临床分析 物理性质 信息技术
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Audit-firm serving experience heterogeneity and audit knowledge integration:Evidence from the disclosure of key audit matters
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作者 Lin Wang Yuyan Jia +1 位作者 Tusheng Xiao Yingmin Yu 《China Journal of Accounting Research》 2024年第2期74-96,共23页
Audit practice is a team effort led by signing auditors.We examine the impact of the heterogeneity of signing auditors’audit-firm serving experiences on the disclosure of key audit matters(KAMs).Auditors with more he... Audit practice is a team effort led by signing auditors.We examine the impact of the heterogeneity of signing auditors’audit-firm serving experiences on the disclosure of key audit matters(KAMs).Auditors with more heterogeneous serving experiences demonstrate more adequate KAM disclosure,as evidenced by more KAMs,longer texts and clearer attributions in their disclosures.This effect is influenced by the quality of audit knowledge that auditors accumulate from different serving experiences and the team-and audit-firm-level knowledge integration environment.Furthermore,signing auditors with more diverse service experience tend to improve audit quality,reduce the incidence of restatement or misconduct and enhance the informativeness of financial reports.Our findings enrich the KAM disclosure research and provide insights into audit firms’human resource allocation and internal management. 展开更多
关键词 Audit team Key audit matters knowledge integration Audit serving experience
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Using the KISO's Framework to Integrate Knowledge Sources
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作者 王念滨 Xu +4 位作者 Xiaofei Sun Yuhan Deng Shengchun 《High Technology Letters》 EI CAS 2001年第1期74-78,共5页
In complicated application environment such as CIMS (Computer Integrated Manufacture System) enterprise, it will bring great benefits to integrate distributed knowledge sources. But the difficulties of knowledge shari... In complicated application environment such as CIMS (Computer Integrated Manufacture System) enterprise, it will bring great benefits to integrate distributed knowledge sources. But the difficulties of knowledge sharing and reuse seriously encumbrance the implementation of knowledge integration. In this paper, we describe how a framework of knowledge-integrated system based on ontology (KISO) can be used to support integrating distributed knowledge sources. 展开更多
关键词 ONTOLOGY Distributed knowledge sources knowledge integrated framework
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转变研究模式 推动知识创新——新一代学术信息资源整合体系ISI Web of Knowledge评介 被引量:10
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作者 贺西安 李宏建 李文芯 《科技情报开发与经济》 2010年第27期107-110,共4页
介绍了ISI Web of Knowledge基于知识管理的学术信息资源整合的特点和各项功能,指出其通过学术信息大规模聚合、统一平台处理、分析评价功能以及由超链接构成的体系化的知识,实现了学术信息流管理的四大愿景:开创个体研究者与人类知识... 介绍了ISI Web of Knowledge基于知识管理的学术信息资源整合的特点和各项功能,指出其通过学术信息大规模聚合、统一平台处理、分析评价功能以及由超链接构成的体系化的知识,实现了学术信息流管理的四大愿景:开创个体研究者与人类知识总合的崭新关系,集成科研信息活动的全过程(检索、分析、管理、发现),营造集资源、工具与技术为一体的新型合作研究环境,将传统数据库系统转化为创新平台,实现了由"支撑"科研向"引领"科研的跨越。 展开更多
关键词 ISI WEB of knowledge 学术信息资源整合 知识创新平台
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Component modeling and updating method of integrated energy systems based on knowledge distillation
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作者 Xueru Lin Wei Zhong +4 位作者 Xiaojie Lin Yi Zhou Long Jiang Liuliu Du-Ikonen Long Huang 《Energy and AI》 EI 2024年第2期184-199,共16页
Amid the backdrop of carbon neutrality, traditional energy production is transitioning towards integrated energy systems (IES), where model-based scheduling is key in scenarios with multiple uncertainties on both supp... Amid the backdrop of carbon neutrality, traditional energy production is transitioning towards integrated energy systems (IES), where model-based scheduling is key in scenarios with multiple uncertainties on both supply and demand sides. The development of artificial intelligence algorithms, has resolved issues related to model accuracy. However, under conditions of high proportion renewable energy integration, component load adjustments require increased flexibility, so the mathematical model of the component must adapt to constantly changing operating conditions. Therefore, the identification of operating condition changes and rapid model updating are pressing issues. This study proposes a modeling and updating method for IES components based on knowledge distillation. The core of this modeling method is the light weighting of the model, which is achieved through a knowledge distillation method, using a teacher-student mode to compress complex neural network models. The triggering of model updates is achieved through principal component analysis. The study also analyzes the impact of model errors caused by delayed model updates on the overall scheduling of IES. Case studies are conducted on critical components in IES, including coal-fired boilers and turbines. The results show that the time consumption for model updating is reduced by 76.67 % using the proposed method. Under changing conditions, compared with two traditional models, the average deviation of this method is reduced by 12.61 % and 3.49 %, respectively, thereby improving the model's adaptability. The necessity of updating the component model is further analyzed, as a 1.00 % mean squared error in the component model may lead to a power deviation of 0.075 MW. This method provides real-time, adaptable support for IES data modeling and updates. 展开更多
关键词 Component modeling Adaptive update knowledge distillation Variable operating conditions integrated energy system DATA-DRIVEN
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