基于語義標(biāo)注的地理信息服務(wù)關(guān)鍵技術(shù)研究
發(fā)布時(shí)間:2018-10-29 20:39
【摘要】:隨著地理信息服務(wù)應(yīng)用的拓展,越來越多的企業(yè)和組織將自己擁有的地理空間數(shù)據(jù)和軟件功能開放為地理信息服務(wù)供人們使用,有效地促進(jìn)了地理信息的共享和功能復(fù)用,也使得地理信息服務(wù)的數(shù)量劇增。當(dāng)前,用戶只能通過關(guān)鍵字搜索并結(jié)合空間過濾條件查詢OGC的目錄服務(wù),發(fā)現(xiàn)所需的數(shù)據(jù)和服務(wù)。用戶在受益于目錄服務(wù)帶來的資源搜索便捷的同時(shí),經(jīng)常受到查全率和查準(zhǔn)率不高的困擾。面對(duì)日益龐大的服務(wù)群,如何自動(dòng)、快速、準(zhǔn)確地發(fā)現(xiàn)目標(biāo)服務(wù),成為影響地理信息服務(wù)進(jìn)一步發(fā)展與應(yīng)用的瓶頸。本文引入信息檢索技術(shù)、語義網(wǎng)技術(shù)、語義服務(wù)技術(shù),從基于地理概念匹配的語義標(biāo)注算法、面向SOA框架的OWS服務(wù)與WSDL服務(wù)描述融合策略、基于DL概念描述的空間語義相似性度量模型以及融合相似性度量與包含性推理的語義匹配與服務(wù)發(fā)現(xiàn)四個(gè)方面進(jìn)行了深入研究。論文在基于語義標(biāo)注的地理信息服務(wù)的理論方法和關(guān)鍵技術(shù)上取得了一些成果,主要工作和創(chuàng)新點(diǎn)如下: 1.分析了地理信息語義服務(wù)的背景、意義以及相關(guān)理論和技術(shù)基礎(chǔ)。從地理信息語義服務(wù)模式轉(zhuǎn)變、地理信息服務(wù)集成與共享中存在的問題出發(fā),對(duì)基于語義標(biāo)注的地理信息服務(wù)研究進(jìn)展進(jìn)行了分析與思考,在此基礎(chǔ)上指出利用語義標(biāo)注技術(shù)實(shí)現(xiàn)地理信息服務(wù)語義模式研究的重要意義和廣泛的應(yīng)用前景。論文研究了基于語義標(biāo)注的地理信息服務(wù)理論方法基礎(chǔ)和關(guān)鍵技術(shù),提出了面向語義標(biāo)注的地理信息服務(wù)框架和方法體系,總結(jié)了語義模式的地理信息服務(wù)匹配與發(fā)現(xiàn)方法。 2.為了實(shí)現(xiàn)服務(wù)的多本體標(biāo)注,創(chuàng)建了面向服務(wù)語義標(biāo)注的地理本體三層架構(gòu),利用本體工程化的方法,開發(fā)了面向語義標(biāo)注的領(lǐng)域本體與應(yīng)用本體,建立了輕量級(jí)的應(yīng)用本體開發(fā)模式;同時(shí),基于PageRank算法,顧及地理本體概念圖結(jié)構(gòu)對(duì)現(xiàn)有地理信息服務(wù)語義標(biāo)注算法進(jìn)行了優(yōu)化,設(shè)計(jì)了服務(wù)語義標(biāo)注抽象模型與標(biāo)注工作流,提高了語義標(biāo)注的自動(dòng)化程度;在此基礎(chǔ)上,提出了OWS服務(wù)與WSDL服務(wù)描述相融合的策略,解決了兩者語法不一致問題,建立了OGC服務(wù)概念模型的WSDL映射方法,由此實(shí)現(xiàn)OGC與W3C網(wǎng)絡(luò)服務(wù)標(biāo)準(zhǔn)的集成。 3.設(shè)計(jì)了融合多種本體概念語義的空間語義相似性度量框架,提出了基于DL概念描述的空間語義相似性度量模型,驗(yàn)證了模型的適應(yīng)性和有效性。從服務(wù)語義相似性度量的應(yīng)用需求出發(fā),并總結(jié)了前人有關(guān)語義相似性計(jì)算的研究成果,由此設(shè)計(jì)了概念層次空間語義相似性度量框架,并基于該框架,提出面向DL概念描述的空間語義相似性度量方法,獲取概念層次的空間語義相似度排序;最后設(shè)計(jì)了概念相似性實(shí)驗(yàn)測(cè)試,且實(shí)驗(yàn)結(jié)果證明,在人類相似性排序和空間語義相似性度量方法獲取的排序結(jié)果之間高度相關(guān),驗(yàn)證了本文空間語義相似性度量方法的可行性。 4.提出了基于空間語義相似性度量模型的包含性推理機(jī)制,建立了混合模式的服務(wù)語義匹配與發(fā)現(xiàn)算法,提高了服務(wù)發(fā)現(xiàn)的效率。首先,描述了OGC目錄中實(shí)現(xiàn)的標(biāo)準(zhǔn)服務(wù)發(fā)現(xiàn)方法,提供了OGC目錄框架規(guī)范的詳細(xì)內(nèi)容,總結(jié)了OGC目錄中服務(wù)發(fā)現(xiàn)機(jī)制的局限性;在此基礎(chǔ)上,提出了融合相似性度量模型與包含性推理的混合模式服務(wù)語義匹配算法,以期解決現(xiàn)有服務(wù)發(fā)現(xiàn)方法中存在的問題;同時(shí),描述了服務(wù)語義發(fā)現(xiàn)引擎與OGC開源目錄的集成模式,實(shí)現(xiàn)了基于WSML的查詢目標(biāo)定義與服務(wù)語義匹配算法的語義查詢擴(kuò)展,并給出了語義目錄的整體框架設(shè)計(jì)與實(shí)施策略。 5.構(gòu)建了基于語義標(biāo)注的地理信息智能服務(wù)原型系統(tǒng),,針對(duì)智能交通動(dòng)態(tài)信息共享服務(wù)進(jìn)行了應(yīng)用實(shí)驗(yàn),驗(yàn)證了技術(shù)方法的可行性和實(shí)用價(jià)值。建立了支持服務(wù)語義標(biāo)注、服務(wù)注冊(cè)、語義目錄管理、服務(wù)匹配與發(fā)現(xiàn)的集成實(shí)驗(yàn)環(huán)境,并探索了其在智能交通動(dòng)態(tài)信息共享服務(wù)中的應(yīng)用;基于Liferay Portal開源門戶網(wǎng)站平臺(tái),進(jìn)行了應(yīng)用實(shí)驗(yàn)系統(tǒng)服務(wù)門戶開發(fā),借助OGC目錄服務(wù)語義接口,實(shí)現(xiàn)了道路交通信息服務(wù)集成發(fā)布、語義搜索、匹配與發(fā)現(xiàn);并面向交通流量監(jiān)測(cè)應(yīng)用用例,進(jìn)行了智能交通流量信息的動(dòng)態(tài)發(fā)布與共享實(shí)驗(yàn),驗(yàn)證了本文提出基于語義標(biāo)注技術(shù)的語義模式地理信息智能服務(wù)框架的實(shí)用價(jià)值。
[Abstract]:With the development of geographical information service application, more and more enterprises and organizations open their own geographical spatial data and software functions into geographical information services for people to use and effectively promote the sharing and functional multiplexing of geographical information, and also increases the number of geographic information services. Currently, users can only search and query OGC directory services through keyword search and spatial filtering conditions to discover the required data and services. Users benefit from the search for the resources brought by the directory service, and often suffer from the high check-up rate and the check-up rate. Facing the increasing service group, how to automatically, quickly and accurately discover the target service becomes the bottleneck affecting the further development and application of the geographic information service. In this paper, information retrieval technology, semantic web technology, semantic service technology, semantic annotation algorithm based on geographic concept matching, OWS service oriented to SOA framework and WSDL service description fusion strategy are introduced. The spatial semantic similarity measurement model based on the DL concept and the semantic matching and service discovery of the inclusion reasoning are deeply studied in four aspects. In this paper, some achievements have been made in the theoretical method and key technology of geographic information service based on semantic annotation, and the main work and innovation points are as follows: 1. The background, significance and related theory and technology of geographic information semantic service are analyzed Based on the problems existing in geographic information semantic service mode transition, geographic information service integration and sharing, the research progress of geographic information service based on semantic annotation is analyzed and analyzed. On the basis of this, it is pointed out that using semantic annotation technology to realize the semantic model of geographic information service is of great significance and extensive application The paper studies the base and key technology of geographic information service theory based on semantic annotation, and puts forward a semantic-oriented geographic information service framework and method system, and summarizes the matching and discovery of geographic information service based on semantic model. Method 2. In order to realize the multi-ontology dimension of the service, a three-tier architecture of geographic ontology oriented to service semantics is created, and the domain ontology and application ontology oriented to semantic annotation are developed by using the ontology engineering method, and a lightweight application ontology development is established. At the same time, based on the PageRank algorithm, the semantic annotation algorithm of the existing geographic information service is optimized with regard to the concept structure of the geographic ontology, the abstract model of the service semantic dimension and the annotation workflow are designed, and the automation degree of the semantic annotation is improved; On this basis, the strategy of OWS service and WSDL service description is proposed, which solves the problem of inconsistency between the two languages, establishes the WSDL mapping method of the OGC service conceptual model, and thus realizes the OGC and the WSDL service. The spatial semantic similarity measurement framework based on the concept of DL is designed, and the model of spatial semantic similarity measurement based on the DL concept is designed, and the model is validated. Based on the application requirements of the service semantic similarity measure, the research results on semantic similarity calculation are summarized, and the concept hierarchy spatial semantic similarity measurement framework is designed. Based on the framework, a space language for the DL concept description is put forward. In the end, the concept similarity test is designed, and the experimental results show that the ranking of the similarity of human similarity and the method of spatial semantic similarity measure are obtained. The result is highly correlated, and the spatial semantic similarity of this paper is verified. The feasibility of metric method is discussed. The inclusion reasoning mechanism based on spatial semantic similarity measure model is put forward, and the service semantic matching and discovery algorithm of mixed mode are established. firstly, a standard service discovery method implemented in the OGC directory is described, a detailed content of the OGC directory framework specification is provided, and the service discovery machine in the OGC directory is summarized. On the basis of this, a hybrid model service semantic matching algorithm based on the fusion similarity metric model and inclusion reasoning is proposed in order to solve the problems existing in the existing service discovery method. Meanwhile, the service semantic discovery engine and O are described. The integration model of the GC open source directory realizes the semantic query expansion of the query target definition and the service semantic matching algorithm based on the WSML, and provides the semantic directory. In this paper, a prototype system of geographic information intelligent service based on semantic annotation is constructed. The application experiment and verification of intelligent traffic dynamic information sharing service are carried out. The feasibility and practical value of technical method are established. The integrated experimental environment supporting service semantic annotation, service registration, semantic directory management, service matching and discovery is established, and its application in intelligent traffic dynamic information sharing service is explored. Portal open source portal platform has been developed by the service portal of the application experiment system. With the help of the OGC directory service semantic interface, the integrated publishing, semantic search, matching and discovery of road traffic information service are realized. In this paper, the dynamic publishing and sharing experiment of intelligent traffic flow information is carried out for traffic flow monitoring and application example, and the semantic mode based on semantic annotation technology is presented in this paper.
【學(xué)位授予單位】:解放軍信息工程大學(xué)
【學(xué)位級(jí)別】:博士
【學(xué)位授予年份】:2013
【分類號(hào)】:P208;TP391.1
本文編號(hào):2298754
[Abstract]:With the development of geographical information service application, more and more enterprises and organizations open their own geographical spatial data and software functions into geographical information services for people to use and effectively promote the sharing and functional multiplexing of geographical information, and also increases the number of geographic information services. Currently, users can only search and query OGC directory services through keyword search and spatial filtering conditions to discover the required data and services. Users benefit from the search for the resources brought by the directory service, and often suffer from the high check-up rate and the check-up rate. Facing the increasing service group, how to automatically, quickly and accurately discover the target service becomes the bottleneck affecting the further development and application of the geographic information service. In this paper, information retrieval technology, semantic web technology, semantic service technology, semantic annotation algorithm based on geographic concept matching, OWS service oriented to SOA framework and WSDL service description fusion strategy are introduced. The spatial semantic similarity measurement model based on the DL concept and the semantic matching and service discovery of the inclusion reasoning are deeply studied in four aspects. In this paper, some achievements have been made in the theoretical method and key technology of geographic information service based on semantic annotation, and the main work and innovation points are as follows: 1. The background, significance and related theory and technology of geographic information semantic service are analyzed Based on the problems existing in geographic information semantic service mode transition, geographic information service integration and sharing, the research progress of geographic information service based on semantic annotation is analyzed and analyzed. On the basis of this, it is pointed out that using semantic annotation technology to realize the semantic model of geographic information service is of great significance and extensive application The paper studies the base and key technology of geographic information service theory based on semantic annotation, and puts forward a semantic-oriented geographic information service framework and method system, and summarizes the matching and discovery of geographic information service based on semantic model. Method 2. In order to realize the multi-ontology dimension of the service, a three-tier architecture of geographic ontology oriented to service semantics is created, and the domain ontology and application ontology oriented to semantic annotation are developed by using the ontology engineering method, and a lightweight application ontology development is established. At the same time, based on the PageRank algorithm, the semantic annotation algorithm of the existing geographic information service is optimized with regard to the concept structure of the geographic ontology, the abstract model of the service semantic dimension and the annotation workflow are designed, and the automation degree of the semantic annotation is improved; On this basis, the strategy of OWS service and WSDL service description is proposed, which solves the problem of inconsistency between the two languages, establishes the WSDL mapping method of the OGC service conceptual model, and thus realizes the OGC and the WSDL service. The spatial semantic similarity measurement framework based on the concept of DL is designed, and the model of spatial semantic similarity measurement based on the DL concept is designed, and the model is validated. Based on the application requirements of the service semantic similarity measure, the research results on semantic similarity calculation are summarized, and the concept hierarchy spatial semantic similarity measurement framework is designed. Based on the framework, a space language for the DL concept description is put forward. In the end, the concept similarity test is designed, and the experimental results show that the ranking of the similarity of human similarity and the method of spatial semantic similarity measure are obtained. The result is highly correlated, and the spatial semantic similarity of this paper is verified. The feasibility of metric method is discussed. The inclusion reasoning mechanism based on spatial semantic similarity measure model is put forward, and the service semantic matching and discovery algorithm of mixed mode are established. firstly, a standard service discovery method implemented in the OGC directory is described, a detailed content of the OGC directory framework specification is provided, and the service discovery machine in the OGC directory is summarized. On the basis of this, a hybrid model service semantic matching algorithm based on the fusion similarity metric model and inclusion reasoning is proposed in order to solve the problems existing in the existing service discovery method. Meanwhile, the service semantic discovery engine and O are described. The integration model of the GC open source directory realizes the semantic query expansion of the query target definition and the service semantic matching algorithm based on the WSML, and provides the semantic directory. In this paper, a prototype system of geographic information intelligent service based on semantic annotation is constructed. The application experiment and verification of intelligent traffic dynamic information sharing service are carried out. The feasibility and practical value of technical method are established. The integrated experimental environment supporting service semantic annotation, service registration, semantic directory management, service matching and discovery is established, and its application in intelligent traffic dynamic information sharing service is explored. Portal open source portal platform has been developed by the service portal of the application experiment system. With the help of the OGC directory service semantic interface, the integrated publishing, semantic search, matching and discovery of road traffic information service are realized. In this paper, the dynamic publishing and sharing experiment of intelligent traffic flow information is carried out for traffic flow monitoring and application example, and the semantic mode based on semantic annotation technology is presented in this paper.
【學(xué)位授予單位】:解放軍信息工程大學(xué)
【學(xué)位級(jí)別】:博士
【學(xué)位授予年份】:2013
【分類號(hào)】:P208;TP391.1
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